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      <title>Turn a website list into a B2B contact sheet with Apify and its API</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Fri, 23 Oct 2026 04:31:18 +0000</pubDate>
      <link>https://dev.to/tidytools/turn-a-website-list-into-a-b2b-contact-sheet-with-apify-and-its-api-3ma0</link>
      <guid>https://dev.to/tidytools/turn-a-website-list-into-a-b2b-contact-sheet-with-apify-and-its-api-3ma0</guid>
      <description>&lt;p&gt;A spreadsheet of company websites is a starting point, not yet a usable B2B contact list. It rarely tells you which address appeared on the official site, whether the domain accepts mail, whether a phone number came from the site or a directory, or which rows need a second look. Copying a single address from each home page also misses the contact, support and legal pages where businesses often publish it.&lt;/p&gt;

&lt;p&gt;This walkthrough takes a list of public company websites through &lt;a href="https://apify.com/tidytools/website-contact-extractor" rel="noopener noreferrer"&gt;Website Email Extractor&lt;/a&gt;, reviews the results, and exports a sheet that a sales operations person can actually inspect. It shows both the Apify Console route and an API route. The evidence is a five-site run made on October 23, 2026; because websites change, treat its yield as a sample rather than a promise for your list.&lt;/p&gt;

&lt;h2&gt;
  
  
  Prepare a list worth running
&lt;/h2&gt;

&lt;p&gt;Start with the company's own domain, one per line. Remove directory listing pages, social profiles and obvious duplicates before you run anything. If your source is a Google Maps export, keep the place ID and website column together: you will want to join the results back to the source. This Actor reads websites from a Maps dataset, but it does not scrape Google Maps itself.&lt;/p&gt;

&lt;p&gt;For a first batch, use 10 to 20 sites. Check that you are allowed to collect and use the published contact details for your purpose. A public address is not a promise that someone wants unsolicited mail. Shared mailboxes such as &lt;code&gt;press@&lt;/code&gt; or &lt;code&gt;support@&lt;/code&gt; are useful for routing and research; they are not automatically sales inboxes.&lt;/p&gt;

&lt;p&gt;The core input is deliberately small:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"domains"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"katzsdelicatessen.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"levainbakery.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"tartinebakery.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"stumptowncoffee.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"bluebottlecoffee.com"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"requiredContact"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"email"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxPagesPerSite"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;4&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This is exactly the input of the run shown below. &lt;code&gt;maxPagesPerSite&lt;/code&gt; caps how far the Actor looks beyond a site's home page. The default is eight pages; four is a reasonable first pass for a small sample. &lt;code&gt;requiredContact: "email"&lt;/code&gt; makes phone-only and social-only rows free while still returning them for review. Remove it if phones or social profiles are useful outcomes for you.&lt;/p&gt;

&lt;h2&gt;
  
  
  Run it in Apify Console
&lt;/h2&gt;

&lt;p&gt;Open the &lt;a href="https://apify.com/tidytools/website-contact-extractor" rel="noopener noreferrer"&gt;Store page&lt;/a&gt;, choose &lt;strong&gt;Try for free&lt;/strong&gt;, and paste your sites into &lt;strong&gt;Websites or company names&lt;/strong&gt;. In the JSON editor you can use the object above. Set a maximum cost in Apify's run options if this is a new source list. Start the run, then inspect the &lt;strong&gt;Output&lt;/strong&gt; table and the run's &lt;code&gt;SUMMARY&lt;/code&gt; record before exporting.&lt;/p&gt;

&lt;p&gt;Look at three columns first: &lt;code&gt;bestEmail&lt;/code&gt;, &lt;code&gt;charged&lt;/code&gt;, and &lt;code&gt;errorType&lt;/code&gt; (present on failed rows). &lt;code&gt;bestEmail&lt;/code&gt; is the selected address, not the only address. &lt;code&gt;emails&lt;/code&gt; is an array of address strings; &lt;code&gt;emailDetails&lt;/code&gt; holds each address's source page and checks. &lt;code&gt;charged&lt;/code&gt; tells you whether this website triggered the per-site event. &lt;code&gt;errorType&lt;/code&gt; explains a free row that was blocked, unreachable or invalid. A contact form without an email may still be useful, but it does not become an email lead.&lt;/p&gt;

&lt;p&gt;The output can be downloaded as CSV, Excel or JSON. The Output tab also offers a &lt;strong&gt;Leads CSV&lt;/strong&gt; view and a &lt;strong&gt;Contact coverage report&lt;/strong&gt;; the report is saved as &lt;code&gt;CONTACT_REPORT&lt;/code&gt; in the run's key-value store. The coverage report separates sites read this run, sites with email, sites without email, failures and rows reused from an earlier dedupe store. That separation matters: a sheet with 100 input rows is not evidence of 100 reachable prospects.&lt;/p&gt;

&lt;h2&gt;
  
  
  Actual example output
&lt;/h2&gt;

&lt;p&gt;Run ID &lt;code&gt;y5Kktfd6mTAnRSuDE&lt;/code&gt; used the five-domain input above on October 23, 2026. It finished in about &lt;strong&gt;7 seconds&lt;/strong&gt;. Its &lt;code&gt;SUMMARY&lt;/code&gt; record reported &lt;strong&gt;5 websites read, 4 with email, 4 with a phone number, 5 with at least one social profile, 0 failures&lt;/strong&gt;, and &lt;strong&gt;4 charged websites&lt;/strong&gt;. One site had nothing billable under &lt;code&gt;requiredContact: "email"&lt;/code&gt; and was returned free.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Input&lt;/th&gt;
&lt;th&gt;&lt;code&gt;bestEmail&lt;/code&gt;&lt;/th&gt;
&lt;th&gt;Emails found&lt;/th&gt;
&lt;th&gt;Pages checked&lt;/th&gt;
&lt;th&gt;&lt;code&gt;charged&lt;/code&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;katzsdelicatessen.com&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@katzsdelicatessen.com"&gt;press@katzsdelicatessen.com&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;true&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;levainbakery.com&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:media@levainbakery.com"&gt;media@levainbakery.com&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;true&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;tartinebakery.com&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:9th.ave@tartinebakery.com"&gt;9th.ave@tartinebakery.com&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;18&lt;/td&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;true&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;stumptowncoffee.com&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@stumptowncoffee.com"&gt;info@stumptowncoffee.com&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;true&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;bluebottlecoffee.com&lt;/td&gt;
&lt;td&gt;(none)&lt;/td&gt;
&lt;td&gt;0&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;false&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Here is the Levain Bakery row from that dataset, reduced to the fields this workflow uses (its long phone list and the &lt;code&gt;pagesChecked&lt;/code&gt; details are omitted):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"levainbakery.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"finalUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://levainbakery.com/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"organizationName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Levain Bakery"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"bestEmail"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"media@levainbakery.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"bestEmailType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"role_company"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"bestEmailHasMx"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"emails"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"media@levainbakery.com"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"primaryPhone"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"+18779322161"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"contactFormUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://levainbakery.com/pages/get-in-touch"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"emailDetails"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="nl"&gt;"email"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"media@levainbakery.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"page"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://levainbakery.com/pages/get-in-touch"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
     &lt;/span&gt;&lt;span class="nl"&gt;"method"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"mailto"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"sameDomain"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"syntaxValid"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"hasMx"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"role_company"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"charged"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The address came from the &lt;strong&gt;Get in touch&lt;/strong&gt; page, not the home page, which is why reading a few contact pages per site is worth it. It is a media mailbox: useful for routing, not proof of a buyer's inbox.&lt;/p&gt;

&lt;p&gt;The other rows show why the review step matters. Tartine's locations page produced 18 addresses, including shop mailboxes on separate Korean and manufactory domains, and the selected &lt;code&gt;bestEmail&lt;/code&gt; was one shop's address even though &lt;code&gt;info@tartinebakery.com&lt;/code&gt; was also found. For an account-level sheet you would probably pick the general address by hand. Blue Bottle returned four social profiles and a support help-center page but no email, so with &lt;code&gt;requiredContact: "email"&lt;/code&gt; its row cost nothing and stays visible as "no email found".&lt;/p&gt;

&lt;p&gt;&lt;code&gt;hasMx: true&lt;/code&gt; says that a domain publishes mail servers. It does not prove that a particular mailbox exists or will accept your message. Four out of five is a property of this small, hand-picked sample, not an accuracy figure, and it tells you nothing about reply rates. Keep the missing-email rows in your sheet instead of quietly dropping them from your denominator.&lt;/p&gt;

&lt;h2&gt;
  
  
  Run the same job through the API
&lt;/h2&gt;

&lt;p&gt;Apify's API uses the same Actor and JSON input. Keep your token in an environment variable; do not put it in a published script or a shared URL. This Python example starts a run, waits for its status, and downloads its dataset as JSON. It uses the same input as the run above, which was started through the same API endpoint.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;time&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;

&lt;span class="n"&gt;api&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.apify.com/v2&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;headers&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Authorization&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bearer &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;environ&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;APIFY_TOKEN&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="n"&gt;actor&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tidytools~website-contact-extractor&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;payload&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domains&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;katzsdelicatessen.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;levainbakery.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tartinebakery.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;stumptowncoffee.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;bluebottlecoffee.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;requiredContact&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;maxPagesPerSite&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;4&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;post&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;api&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/acts/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;actor&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/runs&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;payload&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;raise_for_status&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;run&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="k"&gt;while&lt;/span&gt; &lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;READY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;RUNNING&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;time&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;sleep&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;5&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;api&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/actor-runs/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;raise_for_status&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;run&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;!=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCEEDED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="k"&gt;raise&lt;/span&gt; &lt;span class="nc"&gt;RuntimeError&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Run &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; ended as &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;api&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/datasets/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;defaultDatasetId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/items&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;params&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;format&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;json&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;clean&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;true&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;raise_for_status&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;rows&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;rows&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;bestEmail&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;charged&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;errorType&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;For production use, save the run ID before waiting so a network interruption does not make you start and pay for the whole batch again. Fetch the dataset for that ID when the connection returns. Set Apify's maximum charge per run as another guard, and test your field mapping on a small batch before sending thousands of domains.&lt;/p&gt;

&lt;h2&gt;
  
  
  Turn rows into a reviewable sheet
&lt;/h2&gt;

&lt;p&gt;Export one row per website first. Keep the input domain, normalized website, business name, &lt;code&gt;bestEmail&lt;/code&gt;, all email addresses, source page, phone, social links, &lt;code&gt;charged&lt;/code&gt;, and &lt;code&gt;errorType&lt;/code&gt;. If your CRM needs one row per address, expand the &lt;code&gt;emails&lt;/code&gt; array in a separate step while retaining the website key. Do not mistake 21 addresses for 21 companies: the example run covered 5 sites, of which 4 had email, and 18 of those addresses came from one bakery chain.&lt;/p&gt;

&lt;p&gt;Review role and personal addresses separately. Check the source URL when an address looks generic or unrelated to the company. Deduplicate on normalized company website before importing to a CRM, and make it easy to remove or refresh stale contacts. Domain-level MX checking helps catch obvious dead domains but does not confirm individual delivery. If you need mailbox-level evidence, use a process designed for that and describe what it actually checks.&lt;/p&gt;

&lt;p&gt;This workflow works especially well as a recurring enrichment step for account lists that already have official websites. It is less helpful when your starting point is only a company name with no location: a name can match several businesses. Add city or address data before asking the Actor to resolve a name, and manually inspect any low-confidence matches.&lt;/p&gt;

&lt;h2&gt;
  
  
  Pricing explanation
&lt;/h2&gt;

&lt;p&gt;The current &lt;code&gt;site-processed&lt;/code&gt; price in &lt;code&gt;store_meta.py&lt;/code&gt; is &lt;strong&gt;$0.002 per charged website&lt;/strong&gt; on Apify Free and Bronze plans: &lt;strong&gt;$2 per 1,000&lt;/strong&gt;. Silver is $0.0018 and Gold or higher is $0.0016. There is no start event. With the default &lt;code&gt;requiredContact: "any"&lt;/code&gt;, a site is charged if at least one email, phone or social profile is found. With &lt;code&gt;"email"&lt;/code&gt;, it is charged only if an email is found. Unreachable, invalid, duplicate and no-contact rows are free.&lt;/p&gt;

&lt;p&gt;Apify recorded &lt;code&gt;site-processed: 4&lt;/code&gt; for run &lt;code&gt;y5Kktfd6mTAnRSuDE&lt;/code&gt;, so the run cost &lt;strong&gt;4 × $0.002 = $0.008&lt;/strong&gt; at the Free/Bronze price; the Blue Bottle row was free. Had the same input used the default &lt;code&gt;"any"&lt;/code&gt;, Blue Bottle's social profiles would have made it billable: &lt;strong&gt;5 × $0.002 = $0.010&lt;/strong&gt;. That second number is a calculation, not a measured charge. A list of 1,000 sites costs at most $2.00 at Free/Bronze prices, and less when some sites have no email, so set a maximum charge before a large batch and check the Pricing tab.&lt;/p&gt;

&lt;p&gt;If you have a domain list, try &lt;a href="https://apify.com/tidytools/website-contact-extractor" rel="noopener noreferrer"&gt;Website Email Extractor on Apify&lt;/a&gt; with 10 sites first. For the wider set of contact, validation and company-data options, see the &lt;a href="https://tools.yukai.uk/tools/company-data" rel="noopener noreferrer"&gt;TidyTools company-data directory&lt;/a&gt;. I built this Actor; the run above is an example of its output, not a claim that every list will produce the same yield.&lt;/p&gt;

</description>
      <category>leadgeneration</category>
      <category>webscraping</category>
      <category>apify</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>Recover deleted pages and old URLs with the Wayback Machine, in bulk</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Tue, 13 Oct 2026 02:03:35 +0000</pubDate>
      <link>https://dev.to/tidytools/recover-deleted-pages-and-old-urls-with-the-wayback-machine-in-bulk-3506</link>
      <guid>https://dev.to/tidytools/recover-deleted-pages-and-old-urls-with-the-wayback-machine-in-bulk-3506</guid>
      <description>&lt;p&gt;Three situations where I have needed the Wayback Machine, and where its website is the wrong tool:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;After a site migration&lt;/strong&gt;, traffic dropped. Which old URLs used to exist, and which of them now 404 without a redirect?&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;An old blog post&lt;/strong&gt; has 40 outbound links, and a third of them are dead. Each needs an archive link instead.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;An expired domain&lt;/strong&gt; is for sale with "20 years of history". Was it a real site for 20 years, or a parked redirect for the last ten?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The Internet Archive has a public index API (the CDX server) that answers all of these. It is free, generous and also slow and easy to overload: heavily archived pages can take 30–60 seconds per query, and it starts refusing at about 24 queries a minute. So I wrapped it in an Apify Actor, &lt;a href="https://apify.com/tidytools/wayback-machine-scraper" rel="noopener noreferrer"&gt;Wayback Machine Scraper&lt;/a&gt;, that queues politely, retries, de-duplicates, and returns clean rows. Here is how each job looks.&lt;/p&gt;

&lt;h2&gt;
  
  
  Job 1: every URL a site ever had
&lt;/h2&gt;

&lt;p&gt;Mode &lt;code&gt;urls&lt;/code&gt; lists every page the Wayback Machine has captured for a domain, a host or a path, with the first capture date:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"urls"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"https://blog.example.com/"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"urls"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"matchType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"prefix"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"fromDate"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2020"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxResultsPerInput"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;5000&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A real row for python.org:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"python.org"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"http://www.python.org/1.5/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"/1.5/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"firstCapturedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"1998-01-19T01:50:21Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"statusCode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mimeType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"text/html"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"firstSnapshotUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://web.archive.org/web/19980119015021/http://www.python.org:80/1.5/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"latestSnapshotUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://web.archive.org/web/http://www.python.org/1.5/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"charged"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;By default you get only successful HTML pages, and &lt;code&gt;http://example.com:80/a/&lt;/code&gt; and &lt;code&gt;https://www.example.com/a&lt;/code&gt; count once. That is what you want for a redirect map: export the &lt;code&gt;path&lt;/code&gt; column, diff it against your current sitemap, and every path that is in the archive but not on the new site is a candidate for a 301. Add &lt;code&gt;urlPattern&lt;/code&gt; (a regex) to focus on, say, &lt;code&gt;/blog/&lt;/code&gt; or &lt;code&gt;/products/&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Job 2: an archive link for every dead link
&lt;/h2&gt;

&lt;p&gt;Mode &lt;code&gt;closest&lt;/code&gt; returns the snapshot nearest to a date (or the latest one) for each URL you paste:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"urls"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"https://www.nasa.gov/missions/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://example.com/old-page"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"closest"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;With &lt;code&gt;targetDate&lt;/code&gt; and &lt;code&gt;includeContent&lt;/code&gt;, you also get the archived page as Markdown, which is handy when you want to quote what a page said rather than just link to it:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"closest"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.nasa.gov/missions/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"targetDate"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2015-06-01T00:00:00Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"capturedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2015-06-12T18:50:45Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"statusCode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"snapshotUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://web.archive.org/web/20150612185045/http://www.nasa.gov:80/missions/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"daysFromTarget"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;12&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"contentTitle"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"NASA Missions A-Z | NASA"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"contentFormat"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"markdown"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"charged"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A URL that was never archived gets a free row (&lt;code&gt;errorType: "not_found"&lt;/code&gt;) instead of a fake answer.&lt;/p&gt;

&lt;p&gt;This pairs naturally with a link checker: run &lt;a href="https://apify.com/tidytools/broken-link-checker" rel="noopener noreferrer"&gt;Broken Link Checker&lt;/a&gt; on your site, feed its dead links into &lt;code&gt;closest&lt;/code&gt; mode, and you have a replacement-link sheet for your CMS.&lt;/p&gt;

&lt;h2&gt;
  
  
  Job 3: every version of a page, with the text
&lt;/h2&gt;

&lt;p&gt;Mode &lt;code&gt;snapshots&lt;/code&gt; lists the archived versions of one page. With the default &lt;code&gt;collapse: "changes"&lt;/code&gt;, you get &lt;strong&gt;one row per content change&lt;/strong&gt;, not one per crawl, which removes most of the noise:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"urls"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"stripe.com/pricing"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"snapshots"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"collapse"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"changes"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"includeContent"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"maxContentPages"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"snapshot"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"stripe.com/pricing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"index"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"capturedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2020-01-04T16:56:45Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"statusCode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"digest"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"GMSUHBJQMSMCD7CWRFAY4X2OPZGY5BJW"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"lengthBytes"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;69301&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"snapshotUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://web.archive.org/web/20200104165645/https://stripe.com/pricing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"rawUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://web.archive.org/web/20200104165645id_/https://stripe.com/pricing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"contentChanged"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"daysSincePrevious"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;243&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;code&gt;digest&lt;/code&gt; is the capture's content fingerprint (same digest = same content), and &lt;code&gt;rawUrl&lt;/code&gt; is the file exactly as captured, without the Wayback toolbar. With &lt;code&gt;includeContent&lt;/code&gt;, each version comes as Markdown, ready to diff or to hand to an LLM: "how did this pricing page change between 2019 and 2022?"&lt;/p&gt;

&lt;h2&gt;
  
  
  Job 4: is this expired domain what it claims?
&lt;/h2&gt;

&lt;p&gt;Mode &lt;code&gt;history&lt;/code&gt; gives one summary row per domain. This is pets.com, a real result:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"history"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"pets.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"firstCapturedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"1996-12-21T00:37:03Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"lastCapturedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-09-20T01:06:47Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"lastOkMonth"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2016-04"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"archiveAgeYears"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;29.7&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"totalCaptures"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2391&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"monthsWithCaptures"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;268&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"monthsWithOkPages"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;40&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"monthsRedirectOnly"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;228&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"longestGapMonths"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;19&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"distinctVersions"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;117&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"redirectShare"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;0.494&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"calendarUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://web.archive.org/web/*/pets.com"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;"Archived for almost 30 years" sounds impressive. But the &lt;strong&gt;last month with a real page (HTTP 200) was April 2016&lt;/strong&gt;, and 228 of the 268 months with captures were redirect-only. If you were evaluating this as an aged domain for SEO, that is the line that matters, and it is exactly the line a marketplace listing will not show you.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it costs
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Event&lt;/th&gt;
&lt;th&gt;Free / Starter&lt;/th&gt;
&lt;th&gt;Scale&lt;/th&gt;
&lt;th&gt;Business and higher&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Archived URL or snapshot (one row)&lt;/td&gt;
&lt;td&gt;$0.001&lt;/td&gt;
&lt;td&gt;$0.0009&lt;/td&gt;
&lt;td&gt;$0.0008&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Site history summary (one per domain)&lt;/td&gt;
&lt;td&gt;$0.003&lt;/td&gt;
&lt;td&gt;$0.0027&lt;/td&gt;
&lt;td&gt;$0.0024&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Archived page content (optional)&lt;/td&gt;
&lt;td&gt;$0.003&lt;/td&gt;
&lt;td&gt;$0.0027&lt;/td&gt;
&lt;td&gt;$0.0024&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;No start fee. So 1,000 archived URLs of a site cost $1, and a history check of 100 domains costs $0.30. Inputs that were never archived, invalid lines, duplicates, filtered-out captures and content that could not be downloaded are free.&lt;/p&gt;

&lt;p&gt;A real example from my tests: two pages, closest snapshot to June 2015 with their Markdown, plus one never-archived domain = 2 captures + 2 page contents = &lt;strong&gt;$0.008&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Limits worth knowing
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;The Wayback Machine is a shared free service.&lt;/strong&gt; The Actor defaults to one index query every 2.5 seconds and one page download every 5 seconds, and backs off when the archive is busy. Big jobs take time; that is the price of not hammering it.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Only what was archived.&lt;/strong&gt; Pages that were never crawled, or were excluded or removed at the owner's request, are not available.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;JavaScript-heavy pages&lt;/strong&gt; may have little text in their archived HTML.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;For live change alerts&lt;/strong&gt; on a page today, use a change monitor; this tool is for the past.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Terms and responsible use
&lt;/h2&gt;

&lt;p&gt;The Actor reads only the Internet Archive's public endpoints (the CDX index, the availability API and snapshot playback), at a gentle rate, without logging in. Archived pages remain their owners' work, so check copyright before republishing them. I am not affiliated with the Internet Archive; if you rely on it, consider &lt;a href="https://archive.org/donate" rel="noopener noreferrer"&gt;donating&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Actor: &lt;a href="https://apify.com/tidytools/wayback-machine-scraper" rel="noopener noreferrer"&gt;https://apify.com/tidytools/wayback-machine-scraper&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built this Actor and earn from its usage on Apify. The sites above are public examples from my tests in September 2026 and have no connection to me.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>seo</category>
      <category>webdev</category>
      <category>archive</category>
      <category>python</category>
    </item>
    <item>
      <title>Bulk WHOIS with RDAP: domain age, expiry and SPF/DMARC grade for 1,000 domains</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Mon, 12 Oct 2026 02:03:44 +0000</pubDate>
      <link>https://dev.to/tidytools/bulk-whois-with-rdap-domain-age-expiry-and-spfdmarc-grade-for-1000-domains-3m7k</link>
      <guid>https://dev.to/tidytools/bulk-whois-with-rdap-domain-age-expiry-and-spfdmarc-grade-for-1000-domains-3m7k</guid>
      <description>&lt;p&gt;If you manage more than a handful of domains, sooner or later one of these happens: a domain nobody remembered renewing expires, a client's domain loses its transfer lock, or someone asks "which of our 300 domains still have DMARC at &lt;code&gt;p=none&lt;/code&gt;?"&lt;/p&gt;

&lt;p&gt;Each of those has an answer in public data. The registry knows the expiry date and status codes. DNS knows the mail servers, SPF and DMARC policy. The problem is doing it for a list, not one domain at a time in a web form that rate-limits you after five lookups.&lt;/p&gt;

&lt;p&gt;This post shows how to do a bulk lookup properly with &lt;strong&gt;RDAP&lt;/strong&gt; (the JSON successor of WHOIS), what each registry actually publishes, and how to turn the result into an expiry and e-mail-security report.&lt;/p&gt;

&lt;h2&gt;
  
  
  WHOIS is being replaced by RDAP. That is good news.
&lt;/h2&gt;

&lt;p&gt;Classic WHOIS is plain text over port 43, with a different format per registry. RDAP is the official replacement: HTTPS, JSON, standard field names. IANA publishes a bootstrap file that tells you which RDAP server is responsible for each TLD.&lt;/p&gt;

&lt;p&gt;So a bulk lookup can be: find the registry's RDAP server from the IANA bootstrap (with rdap.org as a fallback), ask it, and fall back to classic WHOIS only for the country-code TLDs that have no RDAP yet (.jp, .io, .co, .it, .eu, .ru, .cn…). For .com and .net, the registry only keeps basic data, so one more request to the &lt;strong&gt;registrar's&lt;/strong&gt; RDAP server gets the registrant organization and country when they are public.&lt;/p&gt;

&lt;p&gt;That is exactly what &lt;a href="https://apify.com/tidytools/bulk-domain-whois-dns-lookup" rel="noopener noreferrer"&gt;Bulk WHOIS Lookup &amp;amp; DNS Lookup - Domain Age &amp;amp; Expiry&lt;/a&gt; does, together with DNS over HTTPS for the records.&lt;/p&gt;

&lt;h2&gt;
  
  
  One row per domain
&lt;/h2&gt;

&lt;p&gt;Input can be domains, URLs or even e-mail addresses. Everything is reduced to the registrable domain and de-duplicated:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"domains"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"github.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"www.github.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.bbc.co.uk/news"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"jane@shop.example.de"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"checkAvailability"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;code&gt;github.com&lt;/code&gt; and &lt;code&gt;www.github.com&lt;/code&gt; become one row (and are charged once). A real result from September 2026, with TXT records shortened:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"domain"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"github.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"inputs"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"github.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"www.github.com"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"registered"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"registrar"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"MarkMonitor Inc."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"createdAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2007-10-09T18:20:50Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"expiresAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2028-10-09T18:20:50Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"daysToExpiry"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;741&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"domainAgeDays"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;6930&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"status"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"clientDeleteProhibited"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"clientTransferProhibited"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"clientUpdateProhibited"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"dnssec"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"registrantOrg"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"GitHub, Inc."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"registrantCountry"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"US"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"registrationSource"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"rdap"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"registrationServer"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"rdap.verisign.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"dns"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"a"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"140.82.112.4"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"mx"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"priority"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"host"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"github-com.mail.protection.outlook.com"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}],&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"caa"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"flags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"tag"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"issue"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"value"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"digicert.com"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"flags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"tag"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"issue"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"value"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"letsencrypt.org"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}],&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"dmarc"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"v=DMARC1; p=quarantine; sp=reject; pct=100; rua=mailto:dmarc@github.com; ruf=mailto:dmarc@github.com; fo=1"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"emailSecurity"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"grade"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"B"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"spfPolicy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"softfail"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"dmarcPolicy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"quarantine"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"spf"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"policy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"softfail"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"includes"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"spf.protection.outlook.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"_netblocks.google.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"..."&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"dnsLookups"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;8&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"multipleRecords"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"issues"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[],&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"note"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DKIM is not checked (it needs the sender's selector)."&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In one row: about 19 years old, expires in 741 days, transfer-locked, mail on Microsoft 365, SPF at 8 of the 10 allowed DNS lookups, DMARC at quarantine. That &lt;code&gt;dnsLookups: 8&lt;/code&gt; is the kind of thing that silently breaks SPF when someone adds one more &lt;code&gt;include:&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  The e-mail security grade
&lt;/h2&gt;

&lt;p&gt;Every domain gets an A–F grade from its SPF and DMARC records:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;A&lt;/strong&gt;: SPF (&lt;code&gt;-all&lt;/code&gt; or &lt;code&gt;~all&lt;/code&gt;) and DMARC &lt;code&gt;p=reject&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;B&lt;/strong&gt;: DMARC &lt;code&gt;p=quarantine&lt;/code&gt; (or reject for only part of the mail, or testing mode)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;C&lt;/strong&gt;: DMARC &lt;code&gt;p=none&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;D&lt;/strong&gt;: only SPF or only DMARC, or a weak SPF (&lt;code&gt;?all&lt;/code&gt;, &lt;code&gt;+all&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;F&lt;/strong&gt;: neither&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;SPF &lt;code&gt;include:&lt;/code&gt; and &lt;code&gt;redirect=&lt;/code&gt; are followed the way a mail server does it, up to the 10-lookup limit. Every grade below A comes with at least one entry in &lt;code&gt;issues&lt;/code&gt; (no SPF, two SPF records, &lt;code&gt;p=none&lt;/code&gt;, too many lookups…). Domains with no MX that publish &lt;code&gt;v=spf1 -all&lt;/code&gt; and DMARC reject also get an A: they are locked against spoofing, which is exactly what a parked domain should do.&lt;/p&gt;

&lt;h2&gt;
  
  
  Use case 1: an expiry report for a domain portfolio
&lt;/h2&gt;

&lt;p&gt;Run your list weekly with an Apify schedule, then filter:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;apify_client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;ApifyClient&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ApifyClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;YOUR_APIFY_TOKEN&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;domains&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;line&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;strip&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;line&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="nf"&gt;open&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domains.txt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;line&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;strip&lt;/span&gt;&lt;span class="p"&gt;()]&lt;/span&gt;

&lt;span class="n"&gt;run&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;actor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tidytools/bulk-domain-whois-dns-lookup&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;call&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;run_input&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domains&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;domains&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;

&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;d&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dataset&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;defaultDatasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;iterate_items&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="k"&gt;continue&lt;/span&gt;
    &lt;span class="n"&gt;days&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;daysToExpiry&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;unlocked&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;clientTransferProhibited&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;[])&lt;/span&gt;
    &lt;span class="nf"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;days&lt;/span&gt; &lt;span class="ow"&gt;is&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;days&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="mi"&gt;60&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="n"&gt;unlocked&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;emailGrade&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;D&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;F&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;days&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;unlocked&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;unlocked&lt;/span&gt; &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="sh"&gt;""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;emailGrade&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or call it from anything that speaks HTTP:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-X&lt;/span&gt; POST &lt;span class="s2"&gt;"https://api.apify.com/v2/acts/tidytools~bulk-domain-whois-dns-lookup/run-sync-get-dataset-items?token=YOUR_TOKEN"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{"domains":["github.com","bbc.co.uk"],"checkAvailability":true}'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Use case 2: an e-mail deliverability audit for clients
&lt;/h2&gt;

&lt;p&gt;Agencies and MSPs can paste every client domain and sort by &lt;code&gt;emailGrade&lt;/code&gt;. The &lt;code&gt;SUMMARY&lt;/code&gt; record counts domains per grade, so "12 of our 80 clients have no DMARC" is one number you can put in a report. It also accepts another run's dataset (&lt;code&gt;datasetId&lt;/code&gt; + &lt;code&gt;datasetField&lt;/code&gt;), so the domains from a lead or contact scraper can be checked without exporting anything.&lt;/p&gt;

&lt;h2&gt;
  
  
  Use case 3: a first pass on domain name ideas
&lt;/h2&gt;

&lt;p&gt;With &lt;code&gt;checkAvailability&lt;/code&gt; on, a name nobody has registered looks like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"domain"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"this-domain-surely-not-registered-xyz123.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"registered"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"availability"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"likely_available"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"availabilityNote"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Guess: the registry has no record of this domain. Premium, reserved or blocked names can still be unavailable; confirm with a registrar."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"registrationSource"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"rdap"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"dnsResolves"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;It is deliberately worded as a guess. When the registry could not be reached, the answer is &lt;code&gt;unknown&lt;/code&gt;, never &lt;code&gt;likely_available&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  What registries actually publish
&lt;/h2&gt;

&lt;p&gt;This surprised me most while building it. "WHOIS data" is not one thing; it depends on the registry. From a test of 20 domains in September 2026:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;TLD&lt;/th&gt;
&lt;th&gt;Source&lt;/th&gt;
&lt;th&gt;What came back&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;.com, .net, .org, .dev, .app, .fr&lt;/td&gt;
&lt;td&gt;RDAP&lt;/td&gt;
&lt;td&gt;Full: registrar, dates, status, name servers; registrant org/country when public&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;.co.uk&lt;/td&gt;
&lt;td&gt;RDAP&lt;/td&gt;
&lt;td&gt;Registrar, dates, status, name servers&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;.de (DENIC)&lt;/td&gt;
&lt;td&gt;RDAP&lt;/td&gt;
&lt;td&gt;Status and name servers only: &lt;strong&gt;no dates, registrar or holder&lt;/strong&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;.com.au, .ch&lt;/td&gt;
&lt;td&gt;RDAP&lt;/td&gt;
&lt;td&gt;Registrar, status, name servers; &lt;strong&gt;no dates&lt;/strong&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;.io, .co&lt;/td&gt;
&lt;td&gt;WHOIS&lt;/td&gt;
&lt;td&gt;Full, including registrant org and country when public&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;.jp&lt;/td&gt;
&lt;td&gt;WHOIS&lt;/td&gt;
&lt;td&gt;Dates, registrant, name servers; no registrar&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;.eu&lt;/td&gt;
&lt;td&gt;WHOIS&lt;/td&gt;
&lt;td&gt;Registrar and name servers only&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;.es&lt;/td&gt;
&lt;td&gt;none&lt;/td&gt;
&lt;td&gt;No RDAP, and WHOIS only answers pre-registered IPs: &lt;strong&gt;no registration data&lt;/strong&gt; (DNS still works)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;So if your portfolio is mostly .de, an "expiry report" from public data is not possible for those domains, whichever tool you use. When registration data cannot be read, the row still has the DNS records and a &lt;code&gt;registrationError&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;Two more honest limits: most registrant names are redacted under GDPR (values like "REDACTED" come back as &lt;code&gt;null&lt;/code&gt;), and DKIM is not checked because it needs the sender's selector.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it costs
&lt;/h2&gt;

&lt;p&gt;$2.00 per 1,000 domains on the Free and Starter plans ($1.80 on Scale, $1.60 on Business and higher). No start fee. 10,000 domains cost $20.&lt;/p&gt;

&lt;p&gt;A domain is charged when registration data or DNS records came back (a registry saying "not registered" is a valid answer and counts). Lookups where both RDAP/WHOIS and DNS failed, invalid lines and duplicates are free. The run logs its worst case before starting and stops cleanly at your maximum charge per run.&lt;/p&gt;

&lt;p&gt;Actor: &lt;a href="https://apify.com/tidytools/bulk-domain-whois-dns-lookup" rel="noopener noreferrer"&gt;https://apify.com/tidytools/bulk-domain-whois-dns-lookup&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built this Actor and earn from its usage on Apify. github.com and the other domains are public examples from my tests in September 2026 and have no connection to me.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>dns</category>
      <category>security</category>
      <category>devops</category>
      <category>api</category>
    </item>
    <item>
      <title>Content Checker alternative on Apify: 100 pages a day for $6/month</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Sat, 10 Oct 2026 14:04:58 +0000</pubDate>
      <link>https://dev.to/tidytools/content-checker-alternative-on-apify-100-pages-a-day-for-6month-3c6d</link>
      <guid>https://dev.to/tidytools/content-checker-alternative-on-apify-100-pages-a-day-for-6month-3c6d</guid>
      <description>&lt;p&gt;If you run a page-watching job on Apify, there is a good chance it is the Content Checker Actor: a URL, a CSS selector, a screenshot selector, an e-mail address, and a schedule that runs it every hour or day. It is simple and it works, and thousands of people set it up that way.&lt;/p&gt;

&lt;p&gt;I needed the same thing for a lot more pages: competitor pricing pages, a few terms-of-service pages, and release notes. Running one Content Checker task per page got messy fast, and I wanted Slack alerts and less noise from dates and "5 minutes ago" counters. So I built a change monitor that accepts the &lt;strong&gt;same input&lt;/strong&gt; and adds what I was missing.&lt;/p&gt;

&lt;h2&gt;
  
  
  Migrate in one minute
&lt;/h2&gt;

&lt;p&gt;Take your existing Content Checker input and paste it into &lt;a href="https://apify.com/tidytools/website-change-monitor" rel="noopener noreferrer"&gt;Website Change Monitor&lt;/a&gt; unchanged:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.apify.com/change-log"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"contentSelector"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"article"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"screenshotSelector"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"article"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"sendNotificationTo"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"you@your-apify-account-email.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"informOnError"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"true"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;code&gt;url&lt;/code&gt;, &lt;code&gt;contentSelector&lt;/code&gt;, &lt;code&gt;screenshotSelector&lt;/code&gt;, &lt;code&gt;sendNotificationTo&lt;/code&gt; and &lt;code&gt;informOnError&lt;/code&gt; all work as before. Keep your schedule, point it at this Actor, and you are done. The first run saves a baseline; every run after that compares with the previous one.&lt;/p&gt;

&lt;h2&gt;
  
  
  Then watch many pages in one run
&lt;/h2&gt;

&lt;p&gt;The part that made me build it: one run can watch up to 5,000 pages, each with its own selector and name.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"urls"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.apify.com/change-log"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"userData"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"selector"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"article"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Apify changelog"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://example.com/pricing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"userData"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"selector"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"#plans"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Competitor pricing"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"monitorName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"my-watchlist"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"ignoreCommonNoise"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"watchKeywords"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"price"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"out of stock"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"screenshotOnChange"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"alertOnError"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"webhookUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://hooks.slack.com/services/..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"notifyEmail"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"you@your-apify-account-email.com"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;ignoreCommonNoise&lt;/code&gt; ignores dates, times, "5 minutes ago" and view counters, so a page does not "change" on every visit.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;watchKeywords&lt;/code&gt; alerts only when a changed line mentions one of your words.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;screenshotOnChange&lt;/code&gt; saves a screenshot after each alerted change and links the previous one, so you get a before/after pair.&lt;/li&gt;
&lt;li&gt;A Slack (or Discord) incoming-webhook URL gets a readable message; any other URL gets JSON, optionally signed with HMAC-SHA256.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What a change looks like
&lt;/h2&gt;

&lt;p&gt;A real result (September 2026; httpbin.org/uuid returns a new ID on every request, which makes it a handy test page):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://httpbin.org/uuid"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"status"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"changed"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"addedCount"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"removedCount"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"added"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;uuid&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;762816a2-8e92-4d9a-aa9a-05b68c05601e&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"removed"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;uuid&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;e83ca153-a8dc-498e-b49c-80ddb4cfe18e&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"significant"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"screenshotUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://api.apify.com/v2/key-value-stores/.../records/shot-...-20260929034729491.jpg"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"previousScreenshotUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://api.apify.com/v2/key-value-stores/.../records/shot-...-20260929034644443.jpg"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;On a pricing page, number changes are pulled out for you: &lt;code&gt;"numericChanges": [{ "before": "$19", "after": "$29", "context": "Pro plan $29/month" }]&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;A few things that kept my alerts honest:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Changing the selector does not fire a giant false alert.&lt;/strong&gt; It saves a new baseline (&lt;code&gt;reason: "settings-changed"&lt;/code&gt;) instead.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A page that starts returning 404 or 410&lt;/strong&gt; is reported once as &lt;code&gt;removed&lt;/code&gt;, and as &lt;code&gt;restored&lt;/code&gt; when it comes back.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A page that keeps failing&lt;/strong&gt; is reported after N failed runs in a row (&lt;code&gt;informOnError: "true"&lt;/code&gt; means after the first), so a monitor never dies silently.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lines that only moved around&lt;/strong&gt; are not reported as changes.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Content Checker vs. this Actor
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;Content Checker&lt;/th&gt;
&lt;th&gt;Website Change Monitor&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Your existing input&lt;/td&gt;
&lt;td&gt;✓&lt;/td&gt;
&lt;td&gt;✓ (same fields)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Pages per run&lt;/td&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;up to 5,000, per-page selector and name&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Alerts&lt;/td&gt;
&lt;td&gt;e-mail&lt;/td&gt;
&lt;td&gt;e-mail, Slack, Discord, JSON webhook (HMAC)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Screenshots&lt;/td&gt;
&lt;td&gt;✓ (&lt;code&gt;screenshotSelector&lt;/code&gt;)&lt;/td&gt;
&lt;td&gt;✓ before and after, linked in alerts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ignore dates and counters&lt;/td&gt;
&lt;td&gt;–&lt;/td&gt;
&lt;td&gt;✓&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Keyword triggers, minimum change size&lt;/td&gt;
&lt;td&gt;–&lt;/td&gt;
&lt;td&gt;✓&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Price / number changes extracted&lt;/td&gt;
&lt;td&gt;–&lt;/td&gt;
&lt;td&gt;✓&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;AI summary of the change&lt;/td&gt;
&lt;td&gt;–&lt;/td&gt;
&lt;td&gt;optional, $0.005 each&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Removed pages (404/410) reported&lt;/td&gt;
&lt;td&gt;–&lt;/td&gt;
&lt;td&gt;✓&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Actor fee&lt;/td&gt;
&lt;td&gt;none (you pay platform usage for its browser runs)&lt;/td&gt;
&lt;td&gt;$2 per 1,000 checks, failed checks free&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;(Checked October 2026. E-mail in both uses Apify's send-mail Actor, which delivers to your Apify account's e-mail address; for anyone else, use Slack or a webhook to Zapier, Make or n8n.)&lt;/p&gt;

&lt;h2&gt;
  
  
  What it costs
&lt;/h2&gt;

&lt;p&gt;$0.002 per page check, no start fee and no fee per detected change. Screenshots ($0.003 each) and AI summaries ($0.005 each) only if you turn them on. Pages that could not be read are not charged.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Monitor&lt;/th&gt;
&lt;th&gt;Checks per month&lt;/th&gt;
&lt;th&gt;Cost per month&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1 page, every hour&lt;/td&gt;
&lt;td&gt;720&lt;/td&gt;
&lt;td&gt;$1.44&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;20 pages, once a day&lt;/td&gt;
&lt;td&gt;600&lt;/td&gt;
&lt;td&gt;$1.20&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;100 pages, once a day&lt;/td&gt;
&lt;td&gt;3,000&lt;/td&gt;
&lt;td&gt;$6.00&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Higher Apify plans get a volume discount on the check price.&lt;/p&gt;

&lt;h2&gt;
  
  
  Set it up in three steps
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Paste the URLs (or your Content Checker input) and give the monitor a name.&lt;/li&gt;
&lt;li&gt;Run it once to save the baseline. The status message tells you so: "Baseline saved for N page(s). Next: create a schedule…"&lt;/li&gt;
&lt;li&gt;In Apify Console go to &lt;strong&gt;Schedules → Create&lt;/strong&gt;, pick the Actor and your input, and choose e.g. every day at 9:00.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;From then on, each scheduled run reports only what changed.&lt;/p&gt;

&lt;p&gt;Actor: &lt;a href="https://apify.com/tidytools/website-change-monitor" rel="noopener noreferrer"&gt;https://apify.com/tidytools/website-change-monitor&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built this Actor and earn from its usage on Apify. Content Checker is a separate Actor by another author; the comparison above reflects its public Store page and input fields as of October 2026.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>automation</category>
      <category>monitoring</category>
      <category>apify</category>
    </item>
    <item>
      <title>Export a trade show exhibitor list to CSV (FABTECH example), then enrich it</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Fri, 09 Oct 2026 05:23:47 +0000</pubDate>
      <link>https://dev.to/tidytools/export-a-trade-show-exhibitor-list-to-csv-fabtech-example-then-enrich-it-86f</link>
      <guid>https://dev.to/tidytools/export-a-trade-show-exhibitor-list-to-csv-fabtech-example-then-enrich-it-86f</guid>
      <description>&lt;p&gt;Two weeks before a trade show, someone on the sales team always asks the same thing: "Can we get the exhibitor list in a spreadsheet?"&lt;/p&gt;

&lt;p&gt;The data is right there on the show's website, in a searchable directory with booth numbers, categories and links. It is just not exportable. People end up copying names by hand, or buying a list that turns out to be last year's.&lt;/p&gt;

&lt;p&gt;Most exhibitor directories are not custom-built. A large share of shows run on one of a handful of platforms, and two of them load their data in a way that is easy to read cleanly: &lt;strong&gt;a2z / Personify&lt;/strong&gt; (FABTECH, KBIS, CEDIA, HD Expo, RAPID + TCT…) and &lt;strong&gt;ExpoFP&lt;/strong&gt; floor plans (SLAS, POWERGEN, Wine Paris…). This post shows how to turn either into a CSV, and then add company data to every row.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 1: find the directory URL
&lt;/h2&gt;

&lt;p&gt;For the shows I checked on 1 October 2026, these work as they are:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Trade show&lt;/th&gt;
&lt;th&gt;Platform&lt;/th&gt;
&lt;th&gt;Exhibitor list URL&lt;/th&gt;
&lt;th&gt;Exhibitors&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;FABTECH 2026&lt;/td&gt;
&lt;td&gt;a2z&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://s36.a2zinc.net/clients/SME/FABTECH2026/Public/Exhibitors.aspx?Index=All&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;1,452&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;KBIS 2026&lt;/td&gt;
&lt;td&gt;a2z&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://kbis.a2zinc.net/kbis2026/Public/Exhibitors.aspx?Index=All&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;609&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;HD Expo 2026&lt;/td&gt;
&lt;td&gt;a2z&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://hd.a2zinc.net/HDExpo2026/Public/Exhibitors.aspx?Index=All&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;556&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;CEDIA Expo 2026&lt;/td&gt;
&lt;td&gt;a2z&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://cedia.a2zinc.net/CEDIA2026/Public/Exhibitors.aspx?Index=All&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;327&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Wine Paris 2026&lt;/td&gt;
&lt;td&gt;ExpoFP&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://wineparis2026.expofp.com/&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;6,390&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;POWERGEN 2026&lt;/td&gt;
&lt;td&gt;ExpoFP&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://powergen2026.expofp.com/&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;555&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;SLAS 2026&lt;/td&gt;
&lt;td&gt;ExpoFP&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://slas2026.expofp.com/&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;423&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;For any other show, you do not need to dig: paste the event's own website, and the &lt;a href="https://apify.com/tidytools/trade-show-exhibitor-list-scraper" rel="noopener noreferrer"&gt;Trade Show Exhibitors Scraper&lt;/a&gt; follows the organiser's link or embed to the a2z or ExpoFP directory. A directory on some other site (an organiser's own "Exhibitors" page, for example) can be read with AI extraction into the same columns; company names are checked against the page text so the model cannot invent exhibitors.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Not supported, on purpose:&lt;/strong&gt; Map Your Show, Swapcard and Cvent. Their terms or bot protection do not allow automated collection, so the Actor does not read them at all, and you get a free row saying so. That rules out several big US shows (SEMA, CES and CONEXPO-CON/AGG run on Map Your Show); I would rather say that up front.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 2: export the list
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"urls"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"https://slas2026.expofp.com/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"https://kbis.a2zinc.net/kbis2026/Public/Exhibitors.aspx?Index=All"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"https://s4.goeshow.com/ime/annual/2026/exhibitor_list.cfm"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"countries"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Italy"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Germany"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxExhibitorsPerDirectory"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Every event comes back in the same schema, so a multi-show list is one table. A real a2z row (FABTECH 2026, profile read):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"platform"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"a2z (Personify)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"eventName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"FABTECH 2026"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"1960 SERAVESI"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"booth"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"C8119"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"categories"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Bending/Forming"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Flanging Machines"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Plate &amp;amp; Structural Fabricating"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Angle Bending Rolls"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"website"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.1960seravesi.com/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"country"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Italy"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"city"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Calcinato"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"postalCode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"25011"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"address"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Via Statale 10T"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"companyPhone"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"+39030-6091301"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"profileUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://s36.a2zinc.net/clients/SME/FABTECH2026/Public/eBooth.aspx?BoothID=539883&amp;amp;EventID=128"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"chargedEvent"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"exhibitor"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;And an ExpoFP row (SLAS 2026), which comes with the event dates:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"platform"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"ExpoFP"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"eventName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"SLAS 2026"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"eventStartDate"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-02-07"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"eventEndDate"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-02-11"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"10x Genomics"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"booth"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"849"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"categories"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Genomics"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Fluorescence Assays"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Drug Development"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Reagents"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"website"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"http://www.10xgenomics.com/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"country"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"United States"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"city"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Pleasanton"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"companyEmail"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"support@10xgenomics.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"companyPhone"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"(925) 401-7300"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Filters (keywords over name, description and categories; category; country, where "US", "USA" and "United States" are the same) are applied before charging. Export as CSV, Excel or JSON from the dataset.&lt;/p&gt;

&lt;h3&gt;
  
  
  What two real runs cost
&lt;/h3&gt;

&lt;p&gt;From my test runs on 30 September 2026, at Free plan prices:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Run&lt;/th&gt;
&lt;th&gt;Directories&lt;/th&gt;
&lt;th&gt;Rows&lt;/th&gt;
&lt;th&gt;Cost&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;a2z + ExpoFP, max 5 per directory&lt;/td&gt;
&lt;td&gt;semashow.com (links Map Your Show: free &lt;code&gt;unsupported&lt;/code&gt; row), FABTECH 2026, SLAS 2026&lt;/td&gt;
&lt;td&gt;10 with details + 1 free row&lt;/td&gt;
&lt;td&gt;$0.03 (7.1 s)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;a2z + AI, max 25 per directory&lt;/td&gt;
&lt;td&gt;FABTECH 2026, HD Expo 2026, IMX 2026 and NACUBO 2026 (AI), one Swapcard URL (free row)&lt;/td&gt;
&lt;td&gt;50 with details + 50 AI&lt;/td&gt;
&lt;td&gt;$0.30 (43 s)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Costs in the table are calculated at the current price list (the two runs were done at the earlier $2 per 1,000 exhibitors and cost $0.02 and $0.25). A whole directory costs about what its size says: FABTECH 2026 with 1,451 exhibitor profiles is about $4.35.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 3: add company data to every row
&lt;/h2&gt;

&lt;p&gt;An exhibitor list tells you who is there. Before you plan meetings, you usually want to know what each company does and how to reach it. The &lt;code&gt;website&lt;/code&gt; column feeds straight into &lt;a href="https://apify.com/tidytools/company-website-enrichment" rel="noopener noreferrer"&gt;Google Maps Lead Enrichment&lt;/a&gt; (it takes any list of company websites, not only Google Maps leads), which reads each company's own site and returns an industry label, a one-line description, the contact channels the site publishes (company e-mail, phone, social profiles) and its tech stack.&lt;/p&gt;

&lt;p&gt;Pass the exhibitor run's dataset and keep the booth next to each result:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"datasetId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"&amp;lt;dataset ID of the exhibitor run&amp;gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"datasetField"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"website"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"datasetKeepFields"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"booth"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"eventName"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or the whole pipeline from Python with &lt;code&gt;apify-client&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;apify_client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;ApifyClient&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ApifyClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;YOUR_APIFY_TOKEN&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;show&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;actor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tidytools/trade-show-exhibitor-list-scraper&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;call&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;run_input&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;urls&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://s36.a2zinc.net/clients/SME/FABTECH2026/Public/Exhibitors.aspx?Index=All&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;countries&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Germany&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Italy&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
&lt;span class="p"&gt;})&lt;/span&gt;

&lt;span class="n"&gt;companies&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;actor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tidytools/company-website-enrichment&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;call&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;run_input&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;datasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;show&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;defaultDatasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;datasetField&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;website&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;datasetKeepFields&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;booth&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;eventName&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
&lt;span class="p"&gt;})&lt;/span&gt;

&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dataset&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;companies&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;defaultDatasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;iterate_items&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;kept&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;source&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;{}&lt;/span&gt;          &lt;span class="c1"&gt;# the exhibitor fields you asked to keep
&lt;/span&gt;    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;kept&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;booth&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;kept&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;industry&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;description&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Enrichment is $6 per 1,000 enriched companies (AI description included); unreachable websites are free.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it costs
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Row type&lt;/th&gt;
&lt;th&gt;Free / Starter&lt;/th&gt;
&lt;th&gt;Scale&lt;/th&gt;
&lt;th&gt;Business and higher&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Exhibitor with details (website, description, location or categories)&lt;/td&gt;
&lt;td&gt;$3.00 / 1,000&lt;/td&gt;
&lt;td&gt;$2.70&lt;/td&gt;
&lt;td&gt;$2.40&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Name and booth only&lt;/td&gt;
&lt;td&gt;$0.50 / 1,000&lt;/td&gt;
&lt;td&gt;$0.45&lt;/td&gt;
&lt;td&gt;$0.40&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Exhibitor read with AI (other sites)&lt;/td&gt;
&lt;td&gt;$3.00 / 1,000&lt;/td&gt;
&lt;td&gt;$2.70&lt;/td&gt;
&lt;td&gt;$2.40&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;No start fee. Filtered-out exhibitors, directories that cannot be read, unsupported platforms and invalid lines are free. Each row's &lt;code&gt;chargedEvent&lt;/code&gt; says which price applied. For a quick name-and-booth list, turn off &lt;strong&gt;Read exhibitor profiles&lt;/strong&gt; on a2z shows.&lt;/p&gt;

&lt;h2&gt;
  
  
  Limits worth knowing
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;a2z profiles&lt;/strong&gt; take one extra request each (three at a time, with pauses), so a 1,500-exhibitor show takes a few minutes. ExpoFP is a single request.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI extraction reads one page.&lt;/strong&gt; Paginated lists need one URL per page.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Fewer rows than the show advertises?&lt;/strong&gt; Marketing numbers ("1,000+ exhibitors") often count co-exhibitors the directory does not list. The run's &lt;code&gt;SUMMARY&lt;/code&gt; compares the directory's own total with what you got, per directory.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Responsible use
&lt;/h2&gt;

&lt;p&gt;This collects &lt;strong&gt;company-level information that organisers publish&lt;/strong&gt; so visitors can find exhibitors. No contact persons, staff names, personal e-mails or personal phone numbers are extracted; a company e-mail is kept only when it is a generic mailbox (info@, sales@, support@). robots.txt is respected on every request, and platforms that do not allow automated collection are skipped. Check the event's terms, and follow GDPR, CAN-SPAM and CASL before you contact anyone.&lt;/p&gt;

&lt;p&gt;Actor: &lt;a href="https://apify.com/tidytools/trade-show-exhibitor-list-scraper" rel="noopener noreferrer"&gt;https://apify.com/tidytools/trade-show-exhibitor-list-scraper&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built both Actors and earn from their usage on Apify. The shows and companies above are public examples from my test runs of 30 September and 1 October 2026 and have no connection to me.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>sales</category>
      <category>csv</category>
      <category>automation</category>
      <category>webscraping</category>
    </item>
    <item>
      <title>Clean article text + a TL;DR from any news URL in one API call</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Thu, 08 Oct 2026 02:07:11 +0000</pubDate>
      <link>https://dev.to/tidytools/clean-article-text-a-tldr-from-any-news-url-in-one-api-call-1074</link>
      <guid>https://dev.to/tidytools/clean-article-text-a-tldr-from-any-news-url-in-one-api-call-1074</guid>
      <description>&lt;p&gt;If you have ever tried to feed news articles to an LLM, you know the boring part is not the summary. It is everything before it: cookie banners, "related stories", share buttons, newsletter boxes, author bios, and pages that are not articles at all (a home page, a section front, a login wall).&lt;/p&gt;

&lt;p&gt;I built a small API that does the boring part and then, only if you ask, the summary. Below are real calls I made on 1 October 2026, with the actual responses.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 1: just the article (no AI)
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;--request&lt;/span&gt; POST &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--url&lt;/span&gt; &lt;span class="s1"&gt;'https://article-extractor-ai-summarizer-api.p.rapidapi.com/api/v1/article'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Key: YOUR_RAPIDAPI_KEY'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Host: article-extractor-ai-summarizer-api.p.rapidapi.com'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'Content-Type: application/json'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--data&lt;/span&gt; &lt;span class="s1"&gt;'{"url": "https://www.theguardian.com/technology/2026/sep/29/oura-ring-public-offering", "maxChars": 400}'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The response came back in &lt;strong&gt;0.48 s&lt;/strong&gt; (plain HTTP, no browser needed). Trimmed to the fields that matter:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"success"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"isArticle"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"pageType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"article"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"articleType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"NewsArticle"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Smart ring maker Oura puts off initial public offering due to market ‘uncertainty’"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"authors"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Guardian staff reporter"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Associated Press"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"publishedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-09-29T17:57:01.000Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"modifiedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-09-29T18:20:35.000Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"publisher"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"The Guardian"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"language"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"en"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"tags"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Technology"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"IPOs"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"AI (artificial intelligence)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Business"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"US news"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"paywalled"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"wordCount"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;296&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"readingTimeMinutes"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"tokensEstimate"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;445&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"format"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"markdown"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"markdown"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"…(body as Markdown, cut at 400 characters because of maxChars)…"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"truncated"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"summaryGenerated"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A few details I cared about:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;authors&lt;/code&gt; is an &lt;strong&gt;array&lt;/strong&gt;, not a joined string, and the dates are ISO 8601, so you can filter by freshness without parsing.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;wordCount&lt;/code&gt; and &lt;code&gt;tokensEstimate&lt;/code&gt; describe the &lt;strong&gt;whole&lt;/strong&gt; article even when &lt;code&gt;maxChars&lt;/code&gt; cuts the body. Handy for deciding whether a page fits your context window before you download all of it.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;format&lt;/code&gt; can be &lt;code&gt;markdown&lt;/code&gt;, &lt;code&gt;text&lt;/code&gt; or &lt;code&gt;both&lt;/code&gt;.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Step 2: the same page, with a TL;DR
&lt;/h2&gt;

&lt;p&gt;The summary lives on a separate endpoint, &lt;code&gt;/api/v1/article/summary&lt;/code&gt;, so extraction-only calls never touch the model (and never use your summary quota).&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;--request&lt;/span&gt; POST &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--url&lt;/span&gt; &lt;span class="s1"&gt;'https://article-extractor-ai-summarizer-api.p.rapidapi.com/api/v1/article/summary'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Key: YOUR_RAPIDAPI_KEY'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Host: article-extractor-ai-summarizer-api.p.rapidapi.com'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'Content-Type: application/json'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--data&lt;/span&gt; &lt;span class="s1"&gt;'{"url": "https://www.theguardian.com/technology/2026/sep/29/oura-ring-public-offering", "summary": "tldr"}'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;1.74 s&lt;/strong&gt;, and the summary block looked like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="nl"&gt;"summary"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"style"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"tldr"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"language"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"same as source"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxWords"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"text"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Oura postpones its initial public offering due to market uncertainty despite strong demand and revenue growth."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"inputChars"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1866&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"inputTruncated"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"tokens"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;575&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"output"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You get the token counts back, so you can see what the model actually read.&lt;/p&gt;

&lt;h3&gt;
  
  
  Bullets, in another language
&lt;/h3&gt;

&lt;p&gt;Same article, &lt;code&gt;"summary": "bullets", "maxWords": 80, "language": "Spanish"&lt;/code&gt; — &lt;strong&gt;3.92 s&lt;/strong&gt;, 7 bullets. The first three:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;- Oura Inc está retrasando su oferta pública inicial debido a la incertidumbre del mercado.
- La empresa había planeado vender 50m acciones en la oferta pública inicial a un precio entre $40 y $44.
- Casi tres cuartas partes de las acciones serían vendidas por accionistas actuales.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;There is also &lt;code&gt;"summary": "paragraph"&lt;/code&gt; and a &lt;code&gt;focus&lt;/code&gt; option (for example &lt;code&gt;"focus": "numbers and dates"&lt;/code&gt;). If you already have the text, send &lt;code&gt;text&lt;/code&gt; instead of &lt;code&gt;url&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 3: what happens with a page that is not an article
&lt;/h2&gt;

&lt;p&gt;This is the part I wanted most. Summarising a home page gives you a confident paragraph about nothing. So the API checks the page type first and refuses before any AI runs:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nt"&gt;--data&lt;/span&gt; &lt;span class="s1"&gt;'{"url": "https://www.bbc.com/news"}'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"success"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"error"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"code"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"not_an_article"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"message"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"This page is not an article: this page lists articles (a section, category or tag page) rather than being one."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"details"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"pageType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"listing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"finalUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.bbc.com/news"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That came back in 0.67 s with HTTP 422. If you do want the page anyway, pass &lt;code&gt;"allowNonArticle": true&lt;/code&gt; and you will get it with &lt;code&gt;isArticle: false&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;Section fronts were the hard case. My first test run let the Guardian's technology section through as an "article" (no author, no date). The check now also looks at the page's structured data (a &lt;code&gt;CollectionPage&lt;/code&gt; is not an article, even when &lt;code&gt;og:type&lt;/code&gt; says so), at how much of the page is headline cards with short teasers, and at URL shapes like &lt;code&gt;/section/&lt;/code&gt;, &lt;code&gt;/category/&lt;/code&gt; and &lt;code&gt;/tag/&lt;/code&gt;. In a re-run, 15 section, category and tag pages (Guardian, BBC, Reuters, Spiegel, TechCrunch, The Verge, Medium, Cloudflare's blog and others) all came back &lt;code&gt;422&lt;/code&gt; with &lt;code&gt;pageType: listing&lt;/code&gt;, and 13 real articles (news in English, German and Japanese, Wikipedia in English and Japanese, a Paul Graham essay, Medium, Substack, Cloudflare and personal blog posts) were all still accepted. It is still a heuristic, so if you feed it mixed URLs, &lt;code&gt;pageType&lt;/code&gt; and &lt;code&gt;publishedAt&lt;/code&gt; are worth a glance.&lt;/p&gt;

&lt;p&gt;And some sites simply refuse automated requests. One news site I tried answered the first extraction and then returned HTTP 405 to the next calls; the API reported that as &lt;code&gt;422 target_blocked&lt;/code&gt; instead of making something up.&lt;/p&gt;

&lt;h2&gt;
  
  
  Python: summarise a list of links
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;

&lt;span class="n"&gt;HOST&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;article-extractor-ai-summarizer-api.p.rapidapi.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;HEADERS&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;X-RapidAPI-Key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;YOUR_RAPIDAPI_KEY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;X-RapidAPI-Host&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;HOST&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;tldr&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;|&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;r&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;post&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;HOST&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/api/v1/article/summary&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                      &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;url&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;summary&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tldr&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;HEADERS&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;60&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;body&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;-&amp;gt;&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;error&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;code&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;   &lt;span class="c1"&gt;# not_an_article, target_blocked, timeout...
&lt;/span&gt;        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;summary&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;text&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;link&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://www.theguardian.com/technology/2026/sep/29/oura-ring-public-offering&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
             &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://www.bbc.com/news&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;link&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;=&amp;gt;&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nf"&gt;tldr&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;link&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Limits
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Web pages only (for PDFs and Word files use a document converter).&lt;/li&gt;
&lt;li&gt;The model reads up to about 6,000 tokens of the article; longer articles are summarised from the start, and &lt;code&gt;inputTruncated&lt;/code&gt; tells you.&lt;/li&gt;
&lt;li&gt;At most one real browser render per call, for sites that need JavaScript; most news pages do not.&lt;/li&gt;
&lt;li&gt;30 s timeout.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Price
&lt;/h2&gt;

&lt;p&gt;On RapidAPI there is a free plan (200 requests and 30 summaries a month, hard limit; RapidAPI may ask for a card even for free plans). The plans as of 1 October 2026:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Plan&lt;/th&gt;
&lt;th&gt;Per month&lt;/th&gt;
&lt;th&gt;Extraction requests&lt;/th&gt;
&lt;th&gt;Summaries&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Basic&lt;/td&gt;
&lt;td&gt;$0&lt;/td&gt;
&lt;td&gt;200&lt;/td&gt;
&lt;td&gt;30&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Pro&lt;/td&gt;
&lt;td&gt;$12.99&lt;/td&gt;
&lt;td&gt;10,000&lt;/td&gt;
&lt;td&gt;1,500&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ultra&lt;/td&gt;
&lt;td&gt;$39.99&lt;/td&gt;
&lt;td&gt;50,000&lt;/td&gt;
&lt;td&gt;6,000&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Mega&lt;/td&gt;
&lt;td&gt;$99.99&lt;/td&gt;
&lt;td&gt;150,000&lt;/td&gt;
&lt;td&gt;15,000&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Every call counts as a request; only &lt;code&gt;/article/summary&lt;/code&gt; calls count as summaries. RapidAPI also has its own bandwidth fee above 10 GB a month, which is theirs, not mine.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Try it:&lt;/strong&gt; &lt;a href="https://rapidapi.com/tidytools/api/article-extractor-ai-summarizer-api" rel="noopener noreferrer"&gt;https://rapidapi.com/tidytools/api/article-extractor-ai-summarizer-api&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If you would rather run it in bulk without code, the same summariser is an Apify Actor, &lt;a href="https://apify.com/tidytools/web-page-summarizer" rel="noopener noreferrer"&gt;Article Summarizer &amp;amp; Web Page Summarizer - AI Text Summarizer&lt;/a&gt; ($6 per 1,000 pages).&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built this API and the Apify Actor, and I earn money when people use them. All outputs above are real responses from 1 October 2026; the article quoted is Associated Press/Guardian reporting, used here only as a test input.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>api</category>
      <category>ai</category>
      <category>webdev</category>
      <category>python</category>
    </item>
    <item>
      <title>Track Shopify competitor prices daily with products.json (no API key)</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Wed, 07 Oct 2026 02:02:27 +0000</pubDate>
      <link>https://dev.to/tidytools/track-shopify-competitor-prices-daily-with-productsjson-no-api-key-27fl</link>
      <guid>https://dev.to/tidytools/track-shopify-competitor-prices-daily-with-productsjson-no-api-key-27fl</guid>
      <description>&lt;p&gt;If you sell on Shopify, your competitors probably do too. And every Shopify storefront has a public, documented-by-accident API that most people never look at:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;https://www.allbirds.com/products.json?limit=250&amp;amp;page=1
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Open that in a browser. It is the store's entire catalog as JSON: every product, every variant, SKUs, prices, compare-at prices and whether each size is in stock. No login, no API key, no HTML parsing. Shopify serves it to every visitor (unless the store turns it off).&lt;/p&gt;

&lt;p&gt;That makes Shopify price monitoring much simpler than scraping product pages. This post shows how to turn that feed into a clean export and a daily price-drop alert, and where its limits are.&lt;/p&gt;

&lt;h2&gt;
  
  
  What the feed gives you (and what it does not)
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Data&lt;/th&gt;
&lt;th&gt;Endpoint&lt;/th&gt;
&lt;th&gt;Limit&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Products and variants&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/products.json?limit=250&amp;amp;page=N&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;250 per request; at most 100 pages, so &lt;strong&gt;25,000 products&lt;/strong&gt; per catalog or collection&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;One collection&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/collections/&amp;lt;handle&amp;gt;/products.json&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;same&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Collections&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/collections.json&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;250 per request&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Store facts&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/meta.json&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;name, myshopify domain, default currency, country, product count&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Three things it does &lt;strong&gt;not&lt;/strong&gt; give you:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Currency.&lt;/strong&gt; products.json has prices but no currency field. You have to read it from the store page or &lt;code&gt;meta.json&lt;/code&gt;, and stores using Shopify Markets convert prices by visitor country.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Stock quantities.&lt;/strong&gt; You get &lt;code&gt;available: true/false&lt;/code&gt; per variant, never "3 left".&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Anything on headless storefronts.&lt;/strong&gt; Stores built on Hydrogen (fashionnova.com in my tests) answer 404.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  One clean row per product
&lt;/h2&gt;

&lt;p&gt;I wrapped all of this in an Apify Actor, &lt;a href="https://apify.com/tidytools/shopify-store-products-scraper" rel="noopener noreferrer"&gt;Shopify Product Scraper &amp;amp; Shopify Price Monitor&lt;/a&gt;, so you can paste store URLs, domains, collection URLs or product URLs and get a flat table. It also checks robots.txt first and waits one second between requests per store by default.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"stores"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"https://www.allbirds.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"gymshark.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://kith.com/collections/mens-footwear"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxProductsPerStore"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;300&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"onlyOnSale"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A real row (30 September 2026), shortened:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"storeName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Allbirds"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Women's Allbirds Flip Flop - Dusty Pink"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"vendor"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Allbirds"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"productType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Shoes"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"price"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;25&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"priceMax"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;25&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"compareAtPrice"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;50&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"onSale"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"discountPercent"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;50&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"currency"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"USD"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"currencySource"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"store page"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"available"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"variantsCount"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;7&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"variantsAvailable"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"skus"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"A12513W050"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A12513W060"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A12513W070"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A12513W080"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A12513W090"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A12513W100"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A12513W110"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"options"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Size"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"values"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"5"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"6"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"7"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"8"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"9"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"10"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"11"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"publishedAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-09-25T23:58:13.000Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"charged"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That single row already answers a competitive question: a new product, published five days earlier, at half price, with only one of seven sizes left. &lt;code&gt;discountPercent&lt;/code&gt; and &lt;code&gt;variantsAvailable&lt;/code&gt; are computed for you; the raw &lt;code&gt;variants&lt;/code&gt; array (SKU, price, compare-at, availability, weight per size) is in the row too. Set &lt;code&gt;rowPer&lt;/code&gt; to &lt;code&gt;variant&lt;/code&gt; if you want one spreadsheet line per size or colour; you still pay once per product.&lt;/p&gt;

&lt;p&gt;Filters run &lt;strong&gt;before&lt;/strong&gt; charging: keywords, excluded words, vendors, product types, tags, price range, in stock only, on sale only, published since a date, or only certain collections.&lt;/p&gt;

&lt;h2&gt;
  
  
  The real test run
&lt;/h2&gt;

&lt;p&gt;Seven inputs, 300 products per store: allbirds.com, gymshark.com, a Kith collection, colourpop.com, one Tentree product URL, fashionnova.com (headless, no feed) and example.com (not Shopify).&lt;/p&gt;

&lt;p&gt;Result: &lt;strong&gt;1,201 products from 5 stores in 12.6 seconds&lt;/strong&gt;, plus 2 free error rows. Cost on the Free plan: 1,201 × $0.001 = &lt;strong&gt;$1.20&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The two failures come back as rows that explain themselves, and are not charged:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.fashionnova.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"success"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"errorType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"not_found"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"error"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"products.json could not be read: HTTP 404 (not found) (the store has turned off its public product feed, or it is a headless storefront) (not charged)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"charged"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Turn it into a daily price monitor
&lt;/h2&gt;

&lt;p&gt;A one-off export is useful once. Price monitoring needs a baseline and a diff. Turn on &lt;code&gt;onlyChanges&lt;/code&gt; and give the watchlist a name:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"stores"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"https://www.tentree.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://colourpop.com"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"onlyChanges"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"monitorName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"competitors"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;Run it once. This first run returns the products and saves them as the baseline.&lt;/li&gt;
&lt;li&gt;In Apify Console go to &lt;strong&gt;Schedules → Create&lt;/strong&gt;, pick this Actor and input, and run it daily.&lt;/li&gt;
&lt;li&gt;Each later run returns &lt;strong&gt;only new and changed products&lt;/strong&gt;, with what changed.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;A changed row looks like this (this is the shape from the unit tests; in my real test, a second Tentree run two minutes later found 0 changes and cost nothing):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Women's Allbirds Flip Flop - Dusty Pink"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"price"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"changeType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"changed"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"changes"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"price_drop"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"back_in_stock"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"previousPrice"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;25&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"variantChanges"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"5"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"change"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"price,available"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"price"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"previousPrice"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;25&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"available"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"previousAvailable"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Change types: &lt;code&gt;price_drop&lt;/code&gt;, &lt;code&gt;price_increase&lt;/code&gt;, &lt;code&gt;back_in_stock&lt;/code&gt;, &lt;code&gt;out_of_stock&lt;/code&gt;, &lt;code&gt;compare_at_price&lt;/code&gt;, &lt;code&gt;variant_added&lt;/code&gt;, &lt;code&gt;variant_removed&lt;/code&gt;. Products that disappear get a free "removed" row (only when the whole catalog was read with no filters, so "not read this time" is never reported as "removed"). Connect the Slack, email or webhook integration on the Actor and the changes arrive as alerts.&lt;/p&gt;

&lt;p&gt;Two guards that kept my test alerts honest:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Unchanged products are free.&lt;/strong&gt; A daily check on a quiet store costs nothing.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mass changes are held back.&lt;/strong&gt; If more than half of a store's catalog (stores with at least 10 products) changes in one run, or the store moves to a different myshopify shop or domain, every row is still output but marked &lt;code&gt;suspiciousChange: true&lt;/code&gt;, nothing is charged for that store, and the old baseline is kept until you accept the new one. A store-wide currency switch should not be billed as thousands of "price changes".&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Bonus: which of these sites run on Shopify?
&lt;/h2&gt;

&lt;p&gt;Set &lt;code&gt;mode&lt;/code&gt; to &lt;code&gt;detect&lt;/code&gt; and paste domains:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"stores"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"allbirds.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"gymshark.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"kith.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"example.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"wikipedia.org"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"mode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"detect"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"store"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://gymshark.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"isShopify"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"detectedBy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"meta.json"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"powered-by header"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Shopify theme script"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"products.json"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"storeName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Gymshark US"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"myshopifyDomain"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"gymsharkusa.myshopify.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"currency"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"USD"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"country"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"US"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"productsCount"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10088&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"collectionsCount"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;526&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Sites that are not Shopify stores are free, which makes this a cheap first filter on a lead list.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it costs
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Event&lt;/th&gt;
&lt;th&gt;Free / Starter&lt;/th&gt;
&lt;th&gt;Scale&lt;/th&gt;
&lt;th&gt;Business and higher&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Product (all variants included)&lt;/td&gt;
&lt;td&gt;$1.00 / 1,000&lt;/td&gt;
&lt;td&gt;$0.90&lt;/td&gt;
&lt;td&gt;$0.80&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Collection (collections mode)&lt;/td&gt;
&lt;td&gt;$0.30 / 1,000&lt;/td&gt;
&lt;td&gt;$0.27&lt;/td&gt;
&lt;td&gt;$0.24&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Shopify store detected&lt;/td&gt;
&lt;td&gt;$1.00 / 1,000&lt;/td&gt;
&lt;td&gt;$0.90&lt;/td&gt;
&lt;td&gt;$0.80&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;No start fee. Not charged: filtered-out products, unchanged products in monitoring mode, removed-product rows, suspicious change sets, non-Shopify sites, password-protected stores and stores without a public feed. &lt;strong&gt;Max products per store&lt;/strong&gt; (default 1,000) and &lt;strong&gt;Max products&lt;/strong&gt; (default 10,000) cap the run, and it logs its worst case before starting.&lt;/p&gt;

&lt;h2&gt;
  
  
  Limits worth knowing
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;25,000 products per catalog or collection&lt;/strong&gt; is Shopify's own cap. For bigger stores, read collection by collection.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Prices follow the requester's country.&lt;/strong&gt; Runs come from the US, so Shopify Markets stores usually answer in USD. &lt;code&gt;currency&lt;/code&gt; says what the numbers are; &lt;code&gt;storeCurrency&lt;/code&gt; shows the store's default when it differs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Some stores block data-center traffic&lt;/strong&gt; or disable the feed; you get a free row saying which.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Terms and responsible use
&lt;/h2&gt;

&lt;p&gt;This reads only the public storefront endpoints Shopify serves to every visitor, checks robots.txt first, and returns product data only: no customer, order or personal contact data. Product texts and images belong to the stores, so use the data for monitoring and analysis, not to republish their catalog as your own.&lt;/p&gt;

&lt;p&gt;Actor: &lt;a href="https://apify.com/tidytools/shopify-store-products-scraper" rel="noopener noreferrer"&gt;https://apify.com/tidytools/shopify-store-products-scraper&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built this Actor and earn from its usage on Apify. The stores above are public examples from my test runs of 30 September 2026 and have no connection to me.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>shopify</category>
      <category>ecommerce</category>
      <category>webscraping</category>
      <category>automation</category>
    </item>
    <item>
      <title>Clean an email list without SMTP pings: typos, disposable and dead domains</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Tue, 06 Oct 2026 12:32:46 +0000</pubDate>
      <link>https://dev.to/tidytools/clean-an-email-list-without-smtp-pings-typos-disposable-and-dead-domains-2hp0</link>
      <guid>https://dev.to/tidytools/clean-an-email-list-without-smtp-pings-typos-disposable-and-dead-domains-2hp0</guid>
      <description>&lt;p&gt;Every outbound campaign starts with the same chore: a spreadsheet of addresses from a form, an event, a CRM export or a scraper, and the nagging feeling that a chunk of them will bounce.&lt;/p&gt;

&lt;p&gt;Most "email verifier" tools answer this by connecting to the recipient's mail server and pretending to send a message (an SMTP "ping"). That used to work. Today it mostly does not: Gmail, Outlook, Yahoo and the big corporate gateways either block those probes or answer "yes" to every address, and the IP doing the probing can end up on a blocklist.&lt;/p&gt;

&lt;p&gt;So I built a validator that deliberately skips SMTP and does everything that can be known &lt;em&gt;without&lt;/em&gt; talking to a mail server. This post shows what that catches, what it cannot catch, and how to run it on a list or straight on a scraper's output.&lt;/p&gt;

&lt;h2&gt;
  
  
  What you can know without touching the mailbox
&lt;/h2&gt;

&lt;p&gt;For every address, &lt;a href="https://apify.com/tidytools/bulk-email-validator" rel="noopener noreferrer"&gt;Email List Cleaner - Bulk Email Validator&lt;/a&gt; checks:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Syntax&lt;/strong&gt; per RFC 5321/5322, including quoted local parts, internationalized domains and inputs like &lt;code&gt;"Jane Doe &amp;lt;jane@example.com&amp;gt;"&lt;/code&gt; or &lt;code&gt;mailto:&lt;/code&gt; links.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Does the domain exist, and does it accept mail?&lt;/strong&gt; MX records over DNS-over-HTTPS, including domains that publish a &lt;strong&gt;null MX&lt;/strong&gt; (an explicit "we take no mail") and the implicit fallback to A/AAAA.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Disposable domains&lt;/strong&gt;: a community list of about 9,200 temporary-mail domains, plus disposable mail servers hidden behind custom domains.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Role, no-reply and free-provider addresses&lt;/strong&gt;: &lt;code&gt;info@&lt;/code&gt;, &lt;code&gt;sales@&lt;/code&gt;, &lt;code&gt;noreply@&lt;/code&gt;, Gmail, Outlook, GMX, QQ, Naver…&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Typos&lt;/strong&gt;: &lt;code&gt;gmial.com&lt;/code&gt;, &lt;code&gt;gmail.con&lt;/code&gt;, &lt;code&gt;.cmo&lt;/code&gt;, with a &lt;code&gt;didYouMean&lt;/code&gt; suggestion.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mail provider&lt;/strong&gt; from the MX hosts: Google, Microsoft, Proofpoint, Mimecast, Zoho and others.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each address gets a verdict, a 0–100 score and a reason in plain English:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Verdict&lt;/th&gt;
&lt;th&gt;When&lt;/th&gt;
&lt;th&gt;What to do&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;valid&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Domain exists and accepts mail, nothing suspicious (role addresses stay valid with a lower score)&lt;/td&gt;
&lt;td&gt;Keep&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;risky&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Disposable, likely typo, no-reply, or several weak signals&lt;/td&gt;
&lt;td&gt;Fix the typo, or drop it for cold outreach&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;invalid&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Bad syntax, domain does not exist, null MX, no mail server&lt;/td&gt;
&lt;td&gt;Remove&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;unknown&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;DNS did not answer even after a retry&lt;/td&gt;
&lt;td&gt;Run again later (not charged)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  A real run
&lt;/h2&gt;

&lt;p&gt;Input (you can also paste text, upload a CSV or point it at another run's dataset):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"emails"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"jane.doe@gmail.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"info@stripe.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"someone@gmial.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"test@mailinator.com"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A clean row from a CSV upload (1 October 2026), with the CSV's own &lt;code&gt;Name&lt;/code&gt; and &lt;code&gt;Company&lt;/code&gt; columns carried along:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"jane@apify.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"verdict"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"valid"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;90&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"reason"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"domain accepts e-mail; mailbox not verified (no SMTP check)"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"domain"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"apify.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"hasMx"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mailProvider"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Google"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"disposable"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"role"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"freeProvider"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mxRecords"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"priority"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"host"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"aspmx.l.google.com"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"priority"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;5&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"host"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"alt1.aspmx.l.google.com"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"catchAll"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;null&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mailboxChecked"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"charged"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"csvRow"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"sourceFields"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"Name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Jane"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"Company"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Acme"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Note the honest bits: &lt;code&gt;mailboxChecked: false&lt;/code&gt; and &lt;code&gt;catchAll: null&lt;/code&gt;. Those can only be known over SMTP, so the tool says so instead of guessing.&lt;/p&gt;

&lt;p&gt;The typo case is the one that saves real leads:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"input"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"someone@gmial.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"verdict"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"risky"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"reason"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"disposable (temporary) e-mail domain"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"didYouMean"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"someone@gmail.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"reasons"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"disposable (temporary) e-mail domain"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"possible typo: did you mean gmail.com?"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="s2"&gt;"no MX record: mail would go to the domain's A/AAAA address (unusual for real mailboxes)"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Other results from the same test:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;user@example.com&lt;/code&gt; → &lt;code&gt;invalid&lt;/code&gt;: "the domain does not accept e-mail (null MX record)"&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;zed@gmail.con&lt;/code&gt; → &lt;code&gt;invalid&lt;/code&gt;: "the domain does not exist (NXDOMAIN)", with &lt;code&gt;didYouMean: "zed@gmail.com"&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;noreply@github.com&lt;/code&gt; → &lt;code&gt;risky&lt;/code&gt;: "no-reply or system mailbox"&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;bad..address@gmail.com&lt;/code&gt; → &lt;code&gt;invalid&lt;/code&gt;: "consecutive dots in the local part", and &lt;strong&gt;not charged&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Besides the table, every run saves two plain-text records, &lt;code&gt;VALID_EMAILS&lt;/code&gt; and &lt;code&gt;VALID_AND_RISKY_EMAILS&lt;/code&gt;, one address per line, ready to paste into your sending tool.&lt;/p&gt;

&lt;h2&gt;
  
  
  Validate a scraped lead list in one pipeline
&lt;/h2&gt;

&lt;p&gt;Where this gets useful is right after a scraper. The &lt;a href="https://apify.com/tidytools/website-contact-extractor" rel="noopener noreferrer"&gt;Email Extractor / Website Contact Details Scraper&lt;/a&gt; returns rows with an &lt;code&gt;emails&lt;/code&gt; array per website. Feed its dataset straight in; arrays are expanded and you can keep the website next to each verdict:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"datasetId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"&amp;lt;dataset ID of the contact scraper run&amp;gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"datasetField"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"emails"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"keepFields"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or from Python with the official &lt;code&gt;apify-client&lt;/code&gt; package:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;apify_client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;ApifyClient&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ApifyClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;YOUR_APIFY_TOKEN&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;contacts&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;actor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tidytools/website-contact-extractor&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;call&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;run_input&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domains&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;stumptowncoffee.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;linear.app&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]})&lt;/span&gt;

&lt;span class="n"&gt;check&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;actor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tidytools/bulk-email-validator&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;call&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;run_input&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;datasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;contacts&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;defaultDatasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;datasetField&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;emails&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;keepFields&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;url&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]})&lt;/span&gt;

&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dataset&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;check&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;defaultDatasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;iterate_items&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;verdict&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;reason&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;span class="n"&gt;clean&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;key_value_store&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;check&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;defaultKeyValueStoreId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;get_record&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;VALID_EMAILS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;clean&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;value&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;For a Google Sheet, publish it as CSV (File → Share → Publish to web → CSV) and paste the link into the CSV field. The column named like "email" is found automatically; set &lt;code&gt;csvColumn&lt;/code&gt; if yours is called something else.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it costs
&lt;/h2&gt;

&lt;p&gt;$0.50 per 1,000 addresses on the Free and Starter plans ($0.45 on Scale, $0.40 on Business and higher). No start fee.&lt;/p&gt;

&lt;p&gt;You pay only for unique addresses whose domain was actually checked. Free: syntax errors, &lt;code&gt;unknown&lt;/code&gt; results, merged duplicates, and lines without an &lt;code&gt;@&lt;/code&gt; (empty CSV cells, notes). Every row says &lt;code&gt;charged: true&lt;/code&gt; or &lt;code&gt;false&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;So a 10,000-address list costs at most $5. The run logs its worst case before it starts (&lt;code&gt;Plan: 12 e-mail addresses × $0.0005 = at most $0.006&lt;/code&gt;), stops cleanly at your maximum charge per run, and if Apify restarts the run, addresses already done are not charged again.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it cannot tell you
&lt;/h2&gt;

&lt;p&gt;I would rather you know this before you rely on it:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;&lt;code&gt;valid&lt;/code&gt; does not mean "this mailbox exists".&lt;/strong&gt; A made-up name at a real company domain (&lt;code&gt;nobody123@stripe.com&lt;/code&gt;) comes back &lt;code&gt;valid&lt;/code&gt;. If you need mailbox-level verification, use an SMTP verifier and accept its trade-offs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Brand-new throwaway domains&lt;/strong&gt; may not be on the disposable list yet.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Role addresses are not thrown out.&lt;/strong&gt; &lt;code&gt;info@&lt;/code&gt; and &lt;code&gt;sales@&lt;/code&gt; often do receive mail; filter on &lt;code&gt;role&lt;/code&gt; if you only want people.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Free providers are not "risky".&lt;/strong&gt; &lt;code&gt;freeProvider: true&lt;/code&gt; is just a flag, handy for separating B2B from consumer sign-ups.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Use the verdicts to remove what is certainly bad (&lt;code&gt;invalid&lt;/code&gt;), review what is doubtful (&lt;code&gt;risky&lt;/code&gt;), and keep the rest.&lt;/p&gt;

&lt;h2&gt;
  
  
  Responsible use
&lt;/h2&gt;

&lt;p&gt;Only public DNS records are queried; no email is sent and no mail server is contacted, so the people behind the addresses are never touched. Addresses are sent to the validation backend only to be checked; they are not stored there and request contents are not logged. A &lt;code&gt;valid&lt;/code&gt; verdict is not consent: validate only lists you are allowed to process, and follow GDPR, CAN-SPAM and CASL when you send.&lt;/p&gt;

&lt;p&gt;Actor: &lt;a href="https://apify.com/tidytools/bulk-email-validator" rel="noopener noreferrer"&gt;https://apify.com/tidytools/bulk-email-validator&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built this Actor and the contact scraper, and I earn from their usage on Apify. All outputs above are real results from the Actor's test run of 1 October 2026; stripe.com, github.com and the other domains are public examples with no connection to me.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>email</category>
      <category>marketing</category>
      <category>dns</category>
      <category>automation</category>
    </item>
    <item>
      <title>I benchmarked my website-to-Markdown crawler against Apify's Website Content Crawler on 5 real sites</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Mon, 05 Oct 2026 10:45:36 +0000</pubDate>
      <link>https://dev.to/tidytools/i-benchmarked-my-website-to-markdown-crawler-against-apifys-website-content-crawler-on-5-real-sites-oee</link>
      <guid>https://dev.to/tidytools/i-benchmarked-my-website-to-markdown-crawler-against-apifys-website-content-crawler-on-5-real-sites-oee</guid>
      <description>&lt;p&gt;&lt;strong&gt;Disclosure first:&lt;/strong&gt; I built one of the two tools in this test, &lt;a href="https://apify.com/tidytools/website-markdown-crawler" rel="noopener noreferrer"&gt;Website Markdown Crawler&lt;/a&gt;. The other one is Apify's official &lt;a href="https://apify.com/apify/website-content-crawler" rel="noopener noreferrer"&gt;Website Content Crawler&lt;/a&gt; (WCC), which about 12,000 people use every month and which has 234 reviews averaging 4.6 stars. I have a conflict of interest, so I'm publishing the method and every per-run number with this post (&lt;a href="https://tools.yukai.uk/benchmarks/markdown-vs-wcc" rel="noopener noreferrer"&gt;benchmark page&lt;/a&gt;). You can check the numbers and tell me where I got something wrong.&lt;/p&gt;

&lt;h2&gt;
  
  
  The setup
&lt;/h2&gt;

&lt;p&gt;I used five public sites, each built a different way, and capped each run at 25 pages. Both crawlers got the same start URL and the same path scope.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Site&lt;/th&gt;
&lt;th&gt;Start URL&lt;/th&gt;
&lt;th&gt;Kind&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Python tutorial&lt;/td&gt;
&lt;td&gt;docs.python.org/3/tutorial/&lt;/td&gt;
&lt;td&gt;Sphinx, static HTML&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Docusaurus docs&lt;/td&gt;
&lt;td&gt;docusaurus.io/docs/&lt;/td&gt;
&lt;td&gt;Docusaurus (pre-rendered React)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Next.js docs&lt;/td&gt;
&lt;td&gt;nextjs.org/docs/app/&lt;/td&gt;
&lt;td&gt;Next.js, JS-heavy&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Intercom Help&lt;/td&gt;
&lt;td&gt;intercom.com/help/en/&lt;/td&gt;
&lt;td&gt;Help center&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cloudflare Blog&lt;/td&gt;
&lt;td&gt;blog.cloudflare.com&lt;/td&gt;
&lt;td&gt;Blog with long posts and code&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Each tool ran with &lt;strong&gt;the settings a new user gets&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;WCC&lt;/strong&gt;: the Console prefill (adaptive Playwright crawler, "readable text" extraction, robots.txt on, default 8 GB memory), plus &lt;code&gt;maxCrawlPages: 25&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mine&lt;/strong&gt;: only the URL and &lt;code&gt;maxPages: 25&lt;/code&gt;.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For each tool's cheapest mode (WCC's Cheerio crawler, my &lt;code&gt;fast&lt;/code&gt; mode), I did one extra run on the Next.js docs.&lt;/p&gt;

&lt;p&gt;For quality, a small script samples 5 pages per site and pulls the main content out of each page's HTML: headings, paragraphs, &lt;code&gt;&amp;lt;pre&amp;gt;&lt;/code&gt; code blocks and tables. It then checks how many of those made it into the Markdown. It also counts &lt;strong&gt;template lines&lt;/strong&gt;, meaning lines that repeat on at least half of a run's pages, such as menus, footers and "Was this helpful?".&lt;/p&gt;

&lt;h2&gt;
  
  
  Price and speed
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Site&lt;/th&gt;
&lt;th&gt;WCC time&lt;/th&gt;
&lt;th&gt;WCC compute (CU per 1,000 pages)&lt;/th&gt;
&lt;th&gt;WCC $ per 1,000 pages*&lt;/th&gt;
&lt;th&gt;My time&lt;/th&gt;
&lt;th&gt;My $ per 1,000 pages&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Python tutorial&lt;/td&gt;
&lt;td&gt;56 s&lt;/td&gt;
&lt;td&gt;7.3&lt;/td&gt;
&lt;td&gt;$1.55&lt;/td&gt;
&lt;td&gt;4 s&lt;/td&gt;
&lt;td&gt;$1.00&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Docusaurus&lt;/td&gt;
&lt;td&gt;84 s&lt;/td&gt;
&lt;td&gt;6.9&lt;/td&gt;
&lt;td&gt;$1.57&lt;/td&gt;
&lt;td&gt;4 s&lt;/td&gt;
&lt;td&gt;$1.00&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Next.js&lt;/td&gt;
&lt;td&gt;200 s&lt;/td&gt;
&lt;td&gt;17.1&lt;/td&gt;
&lt;td&gt;$3.64&lt;/td&gt;
&lt;td&gt;4 s&lt;/td&gt;
&lt;td&gt;$1.00&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Intercom Help&lt;/td&gt;
&lt;td&gt;183 s&lt;/td&gt;
&lt;td&gt;15.6&lt;/td&gt;
&lt;td&gt;$3.65&lt;/td&gt;
&lt;td&gt;91 s**&lt;/td&gt;
&lt;td&gt;$1.00&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cloudflare Blog&lt;/td&gt;
&lt;td&gt;159 s&lt;/td&gt;
&lt;td&gt;11.8&lt;/td&gt;
&lt;td&gt;$2.77&lt;/td&gt;
&lt;td&gt;4 s&lt;/td&gt;
&lt;td&gt;$1.00&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;* WCC bills platform usage, and the rate on my account was $0.20 per compute unit. Your cost depends on your plan's compute-unit price and on the memory you choose. Lower memory lowers the cost.&lt;br&gt;
** In one request, my backend stalled for about 90 s before a retry succeeded. It's a known issue, listed at the end.&lt;/p&gt;

&lt;p&gt;In cheapest mode on the Next.js docs, WCC's Cheerio crawler took 169 s and used 10.5 CU per 1,000 pages (about $2.22). My &lt;code&gt;fast&lt;/code&gt; mode took 4 s and costs $1.00.&lt;/p&gt;

&lt;h2&gt;
  
  
  Content quality (first run, before any changes)
&lt;/h2&gt;

&lt;p&gt;This is the fair, blind comparison. I didn't tune anything for these sites beforehand.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Site&lt;/th&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Headings found&lt;/th&gt;
&lt;th&gt;Paragraphs found&lt;/th&gt;
&lt;th&gt;Code blocks found (fenced)&lt;/th&gt;
&lt;th&gt;Template lines per page&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Python tutorial&lt;/td&gt;
&lt;td&gt;WCC&lt;/td&gt;
&lt;td&gt;43/43&lt;/td&gt;
&lt;td&gt;237/242&lt;/td&gt;
&lt;td&gt;131/131 (0 fenced)&lt;/td&gt;
&lt;td&gt;0.0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mine&lt;/td&gt;
&lt;td&gt;43/43&lt;/td&gt;
&lt;td&gt;239/242&lt;/td&gt;
&lt;td&gt;131/131 (0 fenced)&lt;/td&gt;
&lt;td&gt;6.6&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Docusaurus&lt;/td&gt;
&lt;td&gt;WCC&lt;/td&gt;
&lt;td&gt;72/92&lt;/td&gt;
&lt;td&gt;258/273&lt;/td&gt;
&lt;td&gt;60/62 (11 fenced)&lt;/td&gt;
&lt;td&gt;0.0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mine&lt;/td&gt;
&lt;td&gt;37/40&lt;/td&gt;
&lt;td&gt;76/76&lt;/td&gt;
&lt;td&gt;18/18 (18 fenced)&lt;/td&gt;
&lt;td&gt;2.9&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Next.js&lt;/td&gt;
&lt;td&gt;WCC&lt;/td&gt;
&lt;td&gt;7/68&lt;/td&gt;
&lt;td&gt;0/82&lt;/td&gt;
&lt;td&gt;0/33&lt;/td&gt;
&lt;td&gt;6.8&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mine&lt;/td&gt;
&lt;td&gt;66/68&lt;/td&gt;
&lt;td&gt;82/82&lt;/td&gt;
&lt;td&gt;33/33 (33 fenced)&lt;/td&gt;
&lt;td&gt;13.9&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Intercom Help&lt;/td&gt;
&lt;td&gt;WCC&lt;/td&gt;
&lt;td&gt;82/103&lt;/td&gt;
&lt;td&gt;106/309&lt;/td&gt;
&lt;td&gt;–&lt;/td&gt;
&lt;td&gt;3.3&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mine&lt;/td&gt;
&lt;td&gt;67/71&lt;/td&gt;
&lt;td&gt;176/181&lt;/td&gt;
&lt;td&gt;2/2 (0 fenced)&lt;/td&gt;
&lt;td&gt;5.8&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cloudflare Blog&lt;/td&gt;
&lt;td&gt;WCC&lt;/td&gt;
&lt;td&gt;46/56&lt;/td&gt;
&lt;td&gt;196/199&lt;/td&gt;
&lt;td&gt;7/7 (7 fenced)&lt;/td&gt;
&lt;td&gt;0.0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mine&lt;/td&gt;
&lt;td&gt;47/52&lt;/td&gt;
&lt;td&gt;176/179&lt;/td&gt;
&lt;td&gt;7/7 (7 fenced)&lt;/td&gt;
&lt;td&gt;35.3&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;What stood out:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;WCC is much better at removing page chrome.&lt;/strong&gt; Its Readability-based extraction left zero repeated template lines on the blog and on Docusaurus. My crawler left 35 per page on the blog: language menus, the newsletter box, social links. That was a clear loss.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Next.js with WCC defaults went wrong.&lt;/strong&gt; For 22 of the 26 pages, the output was only the docs version picker ("Latest 16.3.7 / Version 15 …"), about 115 characters. I ran it once and didn't dig into the cause, so treat it as one data point. With WCC's Cheerio crawler, the same site came back with full text, but only 4 of 23 code blocks survived.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;On Intercom Help, WCC kept the headings but dropped much of what sat under them:&lt;/strong&gt; lists, tables and FAQ answers. That brought it to 34% of sampled paragraphs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Code on Sphinx sites:&lt;/strong&gt; neither tool produced fenced code blocks for the Python docs. WCC also backslash-escaped the code (&lt;code&gt;\&amp;gt;&amp;gt;&amp;gt; x \= 1&lt;/code&gt;), with 2,562 escapes in 17 pages.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Heading permalinks&lt;/strong&gt; (&lt;code&gt;[¶](#…)&lt;/code&gt; or a zero-width link next to every heading) showed up in both tools' output: 120–184 per site.&lt;/li&gt;
&lt;li&gt;Neither tool returned duplicate pages. WCC returned a few more pages than the cap (26–36 for a cap of 25).&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What I changed after seeing this
&lt;/h2&gt;

&lt;p&gt;I fixed the categories where my crawler lost or where both tools did badly:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Main-content extraction:&lt;/strong&gt; if a page has one clear &lt;code&gt;&amp;lt;article&amp;gt;&lt;/code&gt;, &lt;code&gt;role="main"&lt;/code&gt; or &lt;code&gt;&amp;lt;main&amp;gt;&lt;/code&gt; element that contains the H1 and at least 30% of the page's text, only that element is converted. If the result is almost empty, the whole page is converted instead.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Code fences for bare &lt;code&gt;&amp;lt;pre&amp;gt;&lt;/code&gt; blocks&lt;/strong&gt; (Sphinx/Pygments), with the language taken from &lt;code&gt;highlight-python3&lt;/code&gt;-style wrapper classes.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Tables written without closing tags&lt;/strong&gt; (&lt;code&gt;&amp;lt;td&amp;gt;a&amp;lt;td&amp;gt;b&lt;/code&gt;, which HTML allows) got their implied closing tags back. Before that, Docusaurus tables were flattened into loose paragraphs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Absolute links&lt;/strong&gt;, so chunks still work once they're cut out of the page.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Heading permalinks, standalone widget labels&lt;/strong&gt; ("Copy page", "Was this helpful?", "Scroll to top") and HTML entities in front matter are removed or decoded.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Crawl order:&lt;/strong&gt; links inside page content first, then menus, then the sitemap. Other languages, old versions and author/tag listing pages come last. Before this change, 24 of my 25 Docusaurus pages were archived 2.x docs, which the sitemap lists first, and 8 of 25 blog pages were translations of one post.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Re-run with the same settings:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Site&lt;/th&gt;
&lt;th&gt;Template lines per page (before → after)&lt;/th&gt;
&lt;th&gt;Code blocks fenced (before → after)*&lt;/th&gt;
&lt;th&gt;Permalinks&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Python tutorial&lt;/td&gt;
&lt;td&gt;6.6 → &lt;strong&gt;0.0&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;0/131 → &lt;strong&gt;131/131&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;137 → 0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Docusaurus&lt;/td&gt;
&lt;td&gt;2.9 → 0.9&lt;/td&gt;
&lt;td&gt;18/18 → 44/44&lt;/td&gt;
&lt;td&gt;184 → 0 (tables 0/2 → 9/9)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Next.js&lt;/td&gt;
&lt;td&gt;13.9 → 3.4&lt;/td&gt;
&lt;td&gt;33/33 → 22/22&lt;/td&gt;
&lt;td&gt;0 → 0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Intercom Help&lt;/td&gt;
&lt;td&gt;5.8 → &lt;strong&gt;0.6&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;0/2 → no code on sampled pages&lt;/td&gt;
&lt;td&gt;0 → 0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cloudflare Blog&lt;/td&gt;
&lt;td&gt;35.3 → 8.6&lt;/td&gt;
&lt;td&gt;7/7 → 7/7&lt;/td&gt;
&lt;td&gt;0 → 0&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;* Sample pages differ between the two runs, because the new crawl order reaches different pages.&lt;/p&gt;

&lt;p&gt;These "after" numbers were measured on the same five sites I tuned against, so they're optimistic. The honest comparison is the blind table above.&lt;/p&gt;

&lt;h2&gt;
  
  
  Where WCC is still the better choice
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Blog-style pages:&lt;/strong&gt; WCC still leaves less clutter. It had 0 template lines per page on the Cloudflare Blog, and mine has 8.6 (related tags, "follow us", the subscribe form).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Knobs and integrations:&lt;/strong&gt; WCC gives you wait-for-selector, click-to-expand, scrolling, iframes, saved HTML, screenshots and files, and vector-database integrations. My crawler has far fewer options.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Track record:&lt;/strong&gt; WCC had about 2.96 million runs in the last 30 days with a 96.6% success rate. Mine is new.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;JavaScript-only sites:&lt;/strong&gt; all five test sites serve server-rendered HTML. On a site that renders its content only in the browser, WCC's adaptive crawler may do better. My crawler does fall back to a real browser, but this benchmark didn't test that.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Known issues on my side
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Occasionally one backend request stalls for 40–90 s before a retry succeeds.&lt;/li&gt;
&lt;li&gt;In link cards (a heading inside an &lt;code&gt;&amp;lt;a&amp;gt;&lt;/code&gt;), the title and description can run together without a space.&lt;/li&gt;
&lt;li&gt;Blog footers inside the main element still get through.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Reproduce it
&lt;/h2&gt;

&lt;p&gt;The method (sites, settings, how recall and clutter are counted) and the per-run numbers (time, cost, recall, clutter, size) are on the &lt;a href="https://tools.yukai.uk/benchmarks/markdown-vs-wcc" rel="noopener noreferrer"&gt;benchmark page&lt;/a&gt;, with the summary table as a CSV download.&lt;/p&gt;

&lt;p&gt;My crawler costs $1 per 1,000 pages over HTTP and $2.50 per 1,000 when a page needs a real browser. Failed, blocked and duplicate pages are free. If you try it on your own docs and something looks wrong, tell me; the benchmark was the easy part.&lt;/p&gt;

</description>
      <category>rag</category>
      <category>llm</category>
      <category>webscraping</category>
      <category>benchmark</category>
    </item>
    <item>
      <title>What does this company use? Tech stack + email provider from a domain</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Mon, 05 Oct 2026 10:45:31 +0000</pubDate>
      <link>https://dev.to/tidytools/what-does-this-company-use-tech-stack-email-provider-from-a-domain-1g5l</link>
      <guid>https://dev.to/tidytools/what-does-this-company-use-tech-stack-email-provider-from-a-domain-1g5l</guid>
      <description>&lt;p&gt;"Which companies on my list use Google Workspace?" "Who sends mail through HubSpot?" "Is this prospect on Next.js or WordPress?"&lt;/p&gt;

&lt;p&gt;Sales, partnerships and dev-tool marketing teams ask these questions all day. Paid enrichment databases answer them from a snapshot that may be months old. But most of the answer is public and live: in the website's HTML and headers, and in the domain's DNS.&lt;/p&gt;

&lt;p&gt;I built two APIs that read exactly that. Here is what they returned for real companies on 1 October 2026, and how to read the result without fooling yourself.&lt;/p&gt;

&lt;h2&gt;
  
  
  Part 1: the website — &lt;code&gt;techstack&lt;/code&gt;
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;--request&lt;/span&gt; GET &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--url&lt;/span&gt; &lt;span class="s1"&gt;'https://tech-stack-detector2.p.rapidapi.com/api/v1/techstack?url=posthog.com'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Key: YOUR_RAPIDAPI_KEY'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Host: tech-stack-detector2.p.rapidapi.com'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;0.49 s&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"success"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://posthog.com/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"renderedWith"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"http"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"count"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;5&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"technologies"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Gatsby"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Static site generator"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"confidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"high"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"version"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"4.25.9"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"meta: generator: Gatsby 4.25.9"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"html: &amp;lt;div id=&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;___gatsby&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;&amp;gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"React"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"JavaScript framework"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"confidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"high"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"impliedBy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Gatsby"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Tailwind CSS"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"UI library"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"confidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"high"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Cloudinary"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"CDN"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"confidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"medium"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"media: https://res.cloudinary.com/…"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Vercel"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Hosting / PaaS"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"confidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"high"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"header: x-vercel-id: …"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"header: x-vercel-cache: HIT"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Every detection carries its &lt;code&gt;evidence&lt;/code&gt;, so you can check &lt;em&gt;why&lt;/em&gt; it was reported. For linear.app (1.41 s) it found Next.js (from an &lt;code&gt;x-nextjs-cache&lt;/code&gt; header and &lt;code&gt;_next/static&lt;/code&gt; scripts), React (implied), Cloudflare and Google Cloud (&lt;code&gt;via: 1.1 google&lt;/code&gt;, medium confidence).&lt;/p&gt;

&lt;p&gt;This is the part every "BuiltWith-style" tool does. The interesting part is the next one.&lt;/p&gt;

&lt;h2&gt;
  
  
  Part 2: the domain — DNS tells you the tools behind the website
&lt;/h2&gt;

&lt;p&gt;A website shows you the front end. DNS shows you the company:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;MX records&lt;/strong&gt; say who actually hosts their email (Google Workspace, Microsoft 365, their own servers…).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;SPF &lt;code&gt;include:&lt;/code&gt;s&lt;/strong&gt; list every service allowed to send mail as them — marketing automation, transactional email, support desks.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;TXT verification records&lt;/strong&gt; are left behind when someone proves domain ownership to a SaaS vendor: Slack, Notion, Atlassian, Stripe, OpenAI…&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The Company Enrichment API combines this with the website, the registration record and the careers page:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;--request&lt;/span&gt; GET &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--url&lt;/span&gt; &lt;span class="s1"&gt;'https://company-enrichment-api13.p.rapidapi.com/api/v1/company/enrich?domain=linear.app'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Key: YOUR_RAPIDAPI_KEY'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Host: company-enrichment-api13.p.rapidapi.com'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;2.63 s&lt;/strong&gt;, 4 pages read (home, about, contact, careers), no browser needed. The DNS part:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="nl"&gt;"dns"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mxProvider"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Google Workspace"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mxHosts"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"aspmx.l.google.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"alt1.aspmx.l.google.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"…"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"dnsHost"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Cloudflare"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"spfIncludes"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"_spf.google.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"spf.mtasv.net"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"44092442.spf10.hubspotemail.net"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"amazonses.com"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"emailAuth"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"spf"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"spfPolicy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"softfail"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"dmarc"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"dmarcPolicy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"reject"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"services"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Google Workspace"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Email hosting"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;        &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"MX aspmx.l.google.com"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Postmark"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;         &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Email delivery"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;       &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"SPF include:spf.mtasv.net"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"HubSpot"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;          &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Marketing automation"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"SPF include:44092442.spf10.hubspotemail.net"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Amazon SES"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;       &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Email delivery"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;       &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"SPF include:amazonses.com"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Microsoft 365"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;    &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Email hosting"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;        &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"TXT MS=…"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Slack"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;            &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Collaboration"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;        &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"TXT slack-domain-verification=…"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Notion"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;           &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Collaboration"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;        &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"TXT notion-domain-verification=…"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Stripe"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;           &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Payments"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;             &lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"TXT stripe-verification=…"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;(8 of 19 services shown. The others included Zoom, DocuSign, LaunchDarkly, MongoDB Atlas, Rippling and a few AI vendors.) Verification values are cut at the &lt;code&gt;=&lt;/code&gt; on purpose; the API never returns the tokens themselves.&lt;/p&gt;

&lt;p&gt;The rest of the same response:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Linear"&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Purpose-built for planning and building products with AI agents."&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"foundedYear"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;2019&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"primaryEmail"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"hello@linear.app"&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"socialProfiles"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"x"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://x.com/linear"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"github"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://github.com/linear"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"youtube"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://www.youtube.com/@linear"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"domainRegistration"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"registrar"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"CloudFlare, Inc."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"createdAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2018-05-09T23:45:22.384Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"domainAgeYears"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;8.3&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"source"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"rdap"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"companySize"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"careersPage"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://linear.app/careers"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"ats"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"ashby"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"openJobs"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"hiring"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"evidence"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"foundedYear"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"source"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"page text"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://linear.app/about"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;So from one domain: email on Google Workspace, transactional mail through Postmark and SES, marketing mail through HubSpot, DMARC at &lt;code&gt;reject&lt;/code&gt;, Next.js on Cloudflare, 30 open jobs on Ashby. Each field says where it came from.&lt;/p&gt;

&lt;h2&gt;
  
  
  How to read it without fooling yourself
&lt;/h2&gt;

&lt;p&gt;This is where most "tech stack" data goes wrong, so I want to be explicit:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;MX beats TXT for "who hosts their email".&lt;/strong&gt; linear.app has a Microsoft &lt;code&gt;MS=&lt;/code&gt; verification record &lt;em&gt;and&lt;/em&gt; Google MX records. Mail goes to Google. The Microsoft record only proves someone verified the domain with Microsoft at some point. Use &lt;code&gt;mxProvider&lt;/code&gt; for the email host; treat TXT-based services as "has (or had) an account".&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Self-hosted MX is not the whole story.&lt;/strong&gt; basecamp.com runs its own MX (&lt;code&gt;mx1.basecamp.com&lt;/code&gt;), so &lt;code&gt;mxProvider&lt;/code&gt; is &lt;code&gt;"self-hosted or other"&lt;/code&gt;. But the API also found a Google DKIM key (&lt;code&gt;google._domainkey&lt;/code&gt;) and Mailchimp in SPF — they still send some mail through Google and Mailchimp.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Absence is not proof.&lt;/strong&gt; A tool that never needed DNS verification, or a site that hides its framework, will not show up.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Headers can be rewritten.&lt;/strong&gt; The detector only trusts Cloudflare headers when the site's DNS actually points at Cloudflare, but anything read from a page is a hint with evidence, not a fact.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Turn a domain list into a CSV
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;csv&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;

&lt;span class="n"&gt;HOST&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;company-enrichment-api13.p.rapidapi.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;HEADERS&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;X-RapidAPI-Key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;YOUR_RAPIDAPI_KEY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;X-RapidAPI-Host&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;HOST&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="n"&gt;domains&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;linear.app&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;basecamp.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;posthog.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

&lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="nf"&gt;open&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;companies.csv&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;w&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;newline&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;encoding&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;utf-8&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;f&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;w&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;csv&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;writer&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;f&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;w&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;writerow&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;email_host&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;senders&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;frameworks&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;hosting&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ats&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;open_jobs&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
    &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;d&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;domains&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;c&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;HOST&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/api/v1/company/enrich&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;params&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;domain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
                         &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;HEADERS&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;60&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;c&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
            &lt;span class="n"&gt;w&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;writerow&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;c&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;error&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;code&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]]);&lt;/span&gt; &lt;span class="k"&gt;continue&lt;/span&gt;        &lt;span class="c1"&gt;# parked_domain, target_unreachable...
&lt;/span&gt;        &lt;span class="n"&gt;dns&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;c&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;dns&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;{}&lt;/span&gt;
        &lt;span class="n"&gt;senders&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;s&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;s&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;dns&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;services&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[])&lt;/span&gt;
                   &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;s&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Email delivery&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Email marketing&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Marketing automation&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)]&lt;/span&gt;
        &lt;span class="n"&gt;cats&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;c&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;techStack&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;{}).&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;categories&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{})&lt;/span&gt;
        &lt;span class="n"&gt;size&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;c&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;companySize&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;{}&lt;/span&gt;
        &lt;span class="n"&gt;w&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;writerow&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="n"&gt;d&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;c&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;dns&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;mxProvider&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;; &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;senders&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;; &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;cats&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;JavaScript framework&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[])),&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;; &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;cats&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hosting / PaaS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[])),&lt;/span&gt;
                    &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ats&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;openJobs&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)])&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Parked or for-sale domains come back as &lt;code&gt;422 parked_domain&lt;/code&gt; instead of a made-up company. There is also &lt;code&gt;/api/v1/company/enrich/ai&lt;/code&gt;, which adds an AI industry label, business model (for example &lt;code&gt;nonprofit&lt;/code&gt;) and a one-paragraph summary; it is billed separately, so the plain endpoint never runs a model.&lt;/p&gt;

&lt;h2&gt;
  
  
  Price
&lt;/h2&gt;

&lt;p&gt;RapidAPI plans as of 1 October 2026:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;Free&lt;/th&gt;
&lt;th&gt;Pro&lt;/th&gt;
&lt;th&gt;Ultra&lt;/th&gt;
&lt;th&gt;Mega&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Tech Stack Detector&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;100 lookups&lt;/td&gt;
&lt;td&gt;$9.99 / 2,500&lt;/td&gt;
&lt;td&gt;$29.99 / 12,000&lt;/td&gt;
&lt;td&gt;$79.99 / 50,000&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Company Enrichment&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;100 lookups + 25 AI&lt;/td&gt;
&lt;td&gt;$14.99 / 5,000 + 1,500 AI&lt;/td&gt;
&lt;td&gt;$49.99 / 25,000 + 6,000 AI&lt;/td&gt;
&lt;td&gt;$129.99 / 100,000 + 20,000 AI&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Free plans have hard limits. Overage on paid plans is listed on each pricing page. RapidAPI charges its own bandwidth fee above 10 GB a month.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Tech Stack Detector: &lt;a href="https://rapidapi.com/tidytools/api/tech-stack-detector2" rel="noopener noreferrer"&gt;https://rapidapi.com/tidytools/api/tech-stack-detector2&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Company Enrichment: &lt;a href="https://rapidapi.com/tidytools/api/company-enrichment-api13" rel="noopener noreferrer"&gt;https://rapidapi.com/tidytools/api/company-enrichment-api13&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For lists of thousands of domains without writing code, both are also Apify Actors: &lt;a href="https://apify.com/tidytools/website-tech-stack-detector" rel="noopener noreferrer"&gt;https://apify.com/tidytools/website-tech-stack-detector&lt;/a&gt; ($4 per 1,000 sites with at least one detection) and &lt;a href="https://apify.com/tidytools/company-website-enrichment" rel="noopener noreferrer"&gt;https://apify.com/tidytools/company-website-enrichment&lt;/a&gt; ($6 per 1,000 companies, includes AI).&lt;/p&gt;

&lt;h2&gt;
  
  
  Responsible use
&lt;/h2&gt;

&lt;p&gt;Everything here is public: DNS records anyone can query, and pages the company publishes. Still, use it for B2B research, not to profile individuals, and follow the anti-spam rules where you live before you email anyone you found this way.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built these APIs and Actors and I earn money when people use them. Outputs are real responses from 1 October 2026; the companies were picked as well-known public examples and have no connection to me.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>api</category>
      <category>dns</category>
      <category>sales</category>
      <category>webdev</category>
    </item>
    <item>
      <title>An on-page SEO audit API: a 0–100 score and a fix list in about 2 seconds</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Sat, 03 Oct 2026 03:52:28 +0000</pubDate>
      <link>https://dev.to/tidytools/an-on-page-seo-audit-api-a-0-100-score-and-a-fix-list-in-about-2-seconds-155b</link>
      <guid>https://dev.to/tidytools/an-on-page-seo-audit-api-a-0-100-score-and-a-fix-list-in-about-2-seconds-155b</guid>
      <description>&lt;p&gt;I wanted an SEO check I could run inside a CI job: one URL in, a number out, and a list of things to fix. No dashboard, no crawl that takes ten minutes, no AI guessing. Rules only, so the same page gives the same score every time.&lt;/p&gt;

&lt;p&gt;So I built one. Here is what it returned for two well-known sites on 1 October 2026 (real calls, real responses), and how to wire it into a deploy pipeline.&lt;/p&gt;

&lt;h2&gt;
  
  
  One call
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;--request&lt;/span&gt; GET &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--url&lt;/span&gt; &lt;span class="s1"&gt;'https://seo-audit-api15.p.rapidapi.com/api/v1/seo/audit?url=https://htmx.org/'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Key: YOUR_RAPIDAPI_KEY'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--header&lt;/span&gt; &lt;span class="s1"&gt;'X-RapidAPI-Host: seo-audit-api15.p.rapidapi.com'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;1.32 s&lt;/strong&gt; later:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"success"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://htmx.org/"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"statusCode"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"renderedWith"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"http"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"score"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;90&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"grade"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"A"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"summary"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"critical"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"warnings"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"notices"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;5&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"total"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;6&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"categoryScores"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"indexing"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"technical"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"meta"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;97&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"headings"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;85&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"content"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"links"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"images"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;97&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"social"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;94&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"structured-data"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;97&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"performance"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"mobile"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"international"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"issues"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"severity"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"warning"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"code"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"h1-multiple"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"headings"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"message"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"The page has 2 H1 headings."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"fix"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Keep a single main H1 and turn the others into H2 headings."&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"severity"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"notice"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"code"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"description-long"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"meta"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"message"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"The meta description is 338 characters (~2168px) and will likely be cut (about 920px fit)."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"fix"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Shorten the meta description to about 160 characters."&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"severity"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"notice"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"code"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"img-dimensions-missing"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"images"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"message"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"44 of 44 images have no width/height attributes."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"fix"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Add width and height attributes to images so the layout does not shift while they load (CLS)."&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;(Three of the six issues shown; the other three were missing Open Graph tags, no &lt;code&gt;twitter:card&lt;/code&gt;, and no structured data.)&lt;/p&gt;

&lt;p&gt;The two H1s are "Platinum Sponsor" and "Gold Sponsor" — exactly the kind of thing nobody notices until a tool points at it. The response also includes the details behind each finding: the full heading outline, title and description pixel widths, the robots.txt rule that matched Googlebot (&lt;code&gt;Allow: /&lt;/code&gt;), and the sitemap it found through robots.txt (188 URLs, and it lists this page).&lt;/p&gt;

&lt;h2&gt;
  
  
  Checking links too
&lt;/h2&gt;

&lt;p&gt;Add &lt;code&gt;checkLinks=10&lt;/code&gt; and it also requests up to 10 links from the page (internal first) and follows their redirects. For &lt;a href="https://svelte.dev/" rel="noopener noreferrer"&gt;https://svelte.dev/&lt;/a&gt; (&lt;strong&gt;1.55 s&lt;/strong&gt;, score &lt;strong&gt;88 / B&lt;/strong&gt;):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="nl"&gt;"links"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"total"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;121&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"internal"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;16&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"external"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;105&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"unique"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;70&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"checked"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"requested"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"checked"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"broken"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"redirected"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;6&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Six of the ten navigation links redirect — &lt;code&gt;/docs/svelte&lt;/code&gt; → &lt;code&gt;/docs/svelte/overview&lt;/code&gt;, &lt;code&gt;/playground&lt;/code&gt; → &lt;code&gt;/playground/hello-world?show=input&lt;/code&gt;, and so on — so the audit adds a notice to link to the final URLs. It also flagged a missing canonical, no XML sitemap (none in robots.txt, &lt;code&gt;/sitemap.xml&lt;/code&gt; is 404), a 34-character meta description, and 6 render-blocking stylesheets.&lt;/p&gt;

&lt;p&gt;None of these are disasters; both sites are in good shape. That is the point of a score: you can see that a page is fine, and see the moment it gets worse.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it checks
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Indexing:&lt;/strong&gt; status code, redirects, canonical (and whether its target works), meta robots and &lt;code&gt;X-Robots-Tag&lt;/code&gt;, robots.txt verdict for Googlebot, sitemap.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Meta and headings:&lt;/strong&gt; title and description length in characters &lt;em&gt;and&lt;/em&gt; pixels, H1 count, skipped levels, the full outline.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Content and images:&lt;/strong&gt; word count, readability, alt text (empty &lt;code&gt;alt=""&lt;/code&gt; counts as decorative, not missing), missing width/height.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Social and structured data:&lt;/strong&gt; Open Graph, Twitter cards, JSON-LD and Microdata validated against rich-result rules.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Speed hints from the response itself:&lt;/strong&gt; HTML size, compression, cache headers, render-blocking resources. (This is not Lighthouse; there are no lab Core Web Vitals here.)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mobile and international:&lt;/strong&gt; viewport, zoom, &lt;code&gt;lang&lt;/code&gt;, hreflang.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It uses a plain HTTP request first and only opens a real browser if the site blocks the request or the HTML is an empty JavaScript shell.&lt;/p&gt;

&lt;p&gt;Errors are explicit. A page that does not exist is not "score 0":&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"success"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"error"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"code"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"target_error"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"message"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"The page does not exist (HTTP 404)."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"details"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"targetStatus"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;404&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"finalUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://htmx.org/this-page-does-not-exist"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Use it as a CI gate
&lt;/h2&gt;

&lt;p&gt;Fail the deploy if a key page drops below a score, or if any critical issue appears:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# seo_gate.py — run after deploying a preview
&lt;/span&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;sys&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;

&lt;span class="n"&gt;HOST&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;seo-audit-api15.p.rapidapi.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;PAGES&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://staging.example.com/&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://staging.example.com/pricing&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="n"&gt;MIN_SCORE&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;85&lt;/span&gt;

&lt;span class="n"&gt;failed&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;
&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;url&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;PAGES&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;r&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;HOST&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/api/v1/seo/audit&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;params&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;url&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;checkLinks&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
                     &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;X-RapidAPI-Key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;environ&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;RAPIDAPI_KEY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;X-RapidAPI-Host&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;HOST&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;60&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;a&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAIL &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;error&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;code&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt; &lt;span class="n"&gt;failed&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;continue&lt;/span&gt;
    &lt;span class="n"&gt;critical&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;i&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;i&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;issues&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;i&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;severity&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;critical&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;score&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;:&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;grade&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;i&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;issues&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]:&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;    [&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;i&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;severity&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;] &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;i&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;message&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; -&amp;gt; &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;i&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;fix&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;a&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;score&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="n"&gt;MIN_SCORE&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="n"&gt;critical&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;failed&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;

&lt;span class="n"&gt;sys&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;exit&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;failed&lt;/span&gt; &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="c1"&gt;# .github/workflows/seo.yml (excerpt)&lt;/span&gt;
&lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;SEO gate&lt;/span&gt;
  &lt;span class="na"&gt;run&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;python seo_gate.py&lt;/span&gt;
  &lt;span class="na"&gt;env&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;RAPIDAPI_KEY&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;${{ secrets.RAPIDAPI_KEY }}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Note that the API has to reach the page, so staging must be publicly reachable; private and local addresses are refused on purpose.&lt;/p&gt;

&lt;h2&gt;
  
  
  Price
&lt;/h2&gt;

&lt;p&gt;RapidAPI plans as of 1 October 2026:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Plan&lt;/th&gt;
&lt;th&gt;Per month&lt;/th&gt;
&lt;th&gt;Audits&lt;/th&gt;
&lt;th&gt;Overage&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Basic&lt;/td&gt;
&lt;td&gt;$0&lt;/td&gt;
&lt;td&gt;200 (hard limit)&lt;/td&gt;
&lt;td&gt;—&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Pro&lt;/td&gt;
&lt;td&gt;$7.99&lt;/td&gt;
&lt;td&gt;10,000&lt;/td&gt;
&lt;td&gt;$0.001 each&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ultra&lt;/td&gt;
&lt;td&gt;$24.99&lt;/td&gt;
&lt;td&gt;50,000&lt;/td&gt;
&lt;td&gt;$0.0008 each&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Mega&lt;/td&gt;
&lt;td&gt;$69.99&lt;/td&gt;
&lt;td&gt;200,000&lt;/td&gt;
&lt;td&gt;$0.0005 each&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;The free plan covers a CI check on a handful of pages per deploy for a small project. RapidAPI charges its own bandwidth fee above 10 GB a month.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Try it:&lt;/strong&gt; &lt;a href="https://rapidapi.com/tidytools/api/seo-audit-api15" rel="noopener noreferrer"&gt;https://rapidapi.com/tidytools/api/seo-audit-api15&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Need a whole site, not one page?&lt;/strong&gt; The same rules run as a crawler on Apify, with site-wide checks (duplicate titles, sitemap URLs that fail, internal links to redirects) and an optional PageSpeed measurement: &lt;a href="https://apify.com/tidytools/seo-audit-crawler" rel="noopener noreferrer"&gt;https://apify.com/tidytools/seo-audit-crawler&lt;/a&gt; ($5 per 1,000 pages).&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Disclosure: I built this API and the Apify crawler and I earn money when people use them. The scores above are what the API returned on 1 October 2026; the sites may have changed since. htmx and Svelte were picked as well-known public examples, not because anything is wrong with them.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Prices updated on 2026-10-08.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>seo</category>
      <category>api</category>
      <category>webdev</category>
      <category>devops</category>
    </item>
    <item>
      <title>Podcast to multilingual subtitles in one step</title>
      <dc:creator>Tidy Tools</dc:creator>
      <pubDate>Thu, 01 Oct 2026 10:14:46 +0000</pubDate>
      <link>https://dev.to/tidytools/podcast-to-multilingual-subtitles-in-one-step-29l2</link>
      <guid>https://dev.to/tidytools/podcast-to-multilingual-subtitles-in-one-step-29l2</guid>
      <description>&lt;p&gt;Subtitles in one language are easy to get now: run Whisper, get an SRT. Subtitles in three languages still usually mean three steps: transcribe, split the text into subtitle-sized cues, then translate each cue without breaking the timings. Most translation tools do not know what an SRT file is, so the timestamps get mangled or the cues get merged.&lt;/p&gt;

&lt;p&gt;I added a &lt;code&gt;subtitleLanguages&lt;/code&gt; option to my audio transcriber on Apify so that the whole thing is one run. Here is a real run on a NASA podcast episode, with the timings and the bill.&lt;/p&gt;

&lt;h2&gt;
  
  
  The input
&lt;/h2&gt;

&lt;p&gt;Give it the podcast's RSS feed, pick the episode, and list the languages:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"podcastFeeds"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"https://www.nasa.gov/feeds/podcasts/curious-universe"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"titleIncludes"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Launching Soon"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxEpisodesPerFeed"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"usePublisherTranscripts"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"subtitleLanguages"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Spanish"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Traditional Chinese"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;podcastFeeds&lt;/code&gt; also accepts Apple Podcasts show links. Instead of a feed you can pass direct audio or video URLs (MP3, MP4, M4A, WEBM…) or upload files.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;titleIncludes&lt;/code&gt; picks episodes by title. Without it you get the newest &lt;code&gt;maxEpisodesPerFeed&lt;/code&gt; episodes.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;usePublisherTranscripts: false&lt;/code&gt; forces a real transcription. By default, if the feed already has the publisher's own transcript (&lt;code&gt;&amp;lt;podcast:transcript&amp;gt;&lt;/code&gt;), the Actor uses that and charges no audio minutes.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;subtitleLanguages&lt;/code&gt; takes up to 5 languages, by name or code (&lt;code&gt;es&lt;/code&gt;, &lt;code&gt;ja&lt;/code&gt;, &lt;code&gt;zh-TW&lt;/code&gt;…).&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The run
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Episode&lt;/td&gt;
&lt;td&gt;NASA's Curious Universe, "Launching Soon: NASA's Roman Space Telescope" (4 min 57 s, 7.5 MB MP3)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Feed&lt;/td&gt;
&lt;td&gt;108 episodes; 107 filtered out by the title&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Transcript&lt;/td&gt;
&lt;td&gt;754 words, English detected automatically, Whisper large-v3-turbo&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Subtitles&lt;/td&gt;
&lt;td&gt;87 cues in English, 87 in Spanish, 87 in Traditional Chinese&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Processing time&lt;/td&gt;
&lt;td&gt;
&lt;strong&gt;75 seconds&lt;/strong&gt; for transcription and both translations (81 s for the whole run)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Price&lt;/td&gt;
&lt;td&gt;5 audio minutes × $0.006 + 5 minutes × 2 languages × $0.002 = &lt;strong&gt;$0.05&lt;/strong&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Every cue in the translated files has &lt;strong&gt;exactly the same timestamps&lt;/strong&gt; as the English one. I compared all 87 start and end times in the three SRT files: identical. The longest cue was 5.6 seconds.&lt;/p&gt;

&lt;p&gt;Two cues from the three files:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;00:00:19,400 --&amp;gt; 00:00:22,740
the latest in a legacy of exploration.

00:00:19,400 --&amp;gt; 00:00:22,740
el último de una larga
tradición de exploración.

00:00:19,400 --&amp;gt; 00:00:22,740
這是探索遺產中的最新成果。
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;00:00:23,840 --&amp;gt; 00:00:25,160
First, there was Hubble.

00:00:23,840 --&amp;gt; 00:00:25,160
Primero, estuvo Hubble.

00:00:23,840 --&amp;gt; 00:00:25,160
首先，有哈勃。
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;One thing to watch: "Traditional Chinese" gives you Traditional characters, but word choices can follow mainland usage. Hubble became 哈勃, while Taiwan usually writes 哈伯. And one proper name came out half-translated: "Discovery" (the Space Shuttle) became 迪斯covery. Machine-translated subtitles are a strong first draft, not a finished product: if your audience is in one specific region, have a native speaker check names and terms.&lt;/p&gt;

&lt;h2&gt;
  
  
  What you get back
&lt;/h2&gt;

&lt;p&gt;One dataset row per episode:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;text&lt;/code&gt;, &lt;code&gt;segments&lt;/code&gt; (with start and end times) and &lt;code&gt;paragraphs&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;with &lt;code&gt;"wordTimestamps": true&lt;/code&gt;, a &lt;code&gt;words&lt;/code&gt; array (&lt;code&gt;word&lt;/code&gt;, &lt;code&gt;start&lt;/code&gt;, &lt;code&gt;end&lt;/code&gt;) in every segment, at no extra cost&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;srtUrl&lt;/code&gt; and &lt;code&gt;vttUrl&lt;/code&gt; for the original language&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;translatedSubtitles&lt;/code&gt;: for each language, &lt;code&gt;srtUrl&lt;/code&gt;, &lt;code&gt;vttUrl&lt;/code&gt;, the number of cues and whether it succeeded&lt;/li&gt;
&lt;li&gt;episode metadata from the feed: &lt;code&gt;podcastTitle&lt;/code&gt;, &lt;code&gt;episodeTitle&lt;/code&gt;, &lt;code&gt;pubDate&lt;/code&gt;, &lt;code&gt;episodeUrl&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Subtitles are cut to subtitle size using word timings: at most 7 seconds and two lines per cue. Raw Whisper segments can run for 20+ seconds, which video platforms reject.&lt;/p&gt;

&lt;h2&gt;
  
  
  How accurate and how fast?
&lt;/h2&gt;

&lt;p&gt;On longer test files (in the same week, from our own tests):&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Compared with NASA's official captions on two ScienceCasts videos, the median start-time error was &lt;strong&gt;0.40–0.51 seconds&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;A 62-minute file took 144 seconds, so roughly &lt;strong&gt;17–26× faster than real time&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;Whisper sometimes skips a stretch of speech in the middle of a long file. The Actor now re-transcribes any gap of 5 seconds or more without text; on the 62-minute file that recovered 9 passages.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Cost
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;Price&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Transcription&lt;/td&gt;
&lt;td&gt;$0.006 per audio minute ($0.36 per hour)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Speaker labels (optional)&lt;/td&gt;
&lt;td&gt;$0.015 per minute instead of $0.006&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Translated subtitles&lt;/td&gt;
&lt;td&gt;$0.002 per audio minute per language, only for languages that succeed&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;SRT/VTT, paragraphs, segment and word timestamps&lt;/td&gt;
&lt;td&gt;included&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;So a 30-minute episode in Spanish and German is $0.18 for the transcript plus $0.12 for the two subtitle languages. No start fee.&lt;/p&gt;

&lt;h2&gt;
  
  
  Schedule it
&lt;/h2&gt;

&lt;p&gt;For a podcast that releases a new episode every week, turn on &lt;code&gt;newEpisodesOnly&lt;/code&gt; and give the schedule a &lt;code&gt;monitorName&lt;/code&gt;. The Actor remembers which episodes it already transcribed and only takes episodes released after the newest one it has done, so a scheduled run on a day without a new episode transcribes, and charges, nothing. Old episodes are left alone unless you also set &lt;code&gt;backfillOlderEpisodes: true&lt;/code&gt;, which works through the back catalogue &lt;code&gt;maxEpisodesPerFeed&lt;/code&gt; episodes per run.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"podcastFeeds"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"https://www.nasa.gov/feeds/podcasts/curious-universe"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxEpisodesPerFeed"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"newEpisodesOnly"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"monitorName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"curious-universe"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"subtitleLanguages"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"Spanish"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Japanese"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or call it from code (&lt;code&gt;pip install apify-client&lt;/code&gt;):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;apify_client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;ApifyClient&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ApifyClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;&amp;lt;YOUR_APIFY_TOKEN&amp;gt;&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;run&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;actor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tidytools/audio-transcriber&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;call&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;run_input&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;podcastFeeds&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://www.nasa.gov/feeds/podcasts/curious-universe&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;maxEpisodesPerFeed&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;subtitleLanguages&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Spanish&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Japanese&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
&lt;span class="p"&gt;})&lt;/span&gt;
&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;ep&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dataset&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;run&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;defaultDatasetId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;iterate_items&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;ep&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;failed:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;ep&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;input&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;ep&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;error&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
        &lt;span class="k"&gt;continue&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ep&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;episodeTitle&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;ep&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;srtUrl&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
    &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;sub&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;ep&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;translatedSubtitles&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[]):&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt; &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;language&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;srtUrl&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or with plain HTTP, which waits for the run and returns the rows (fine for short episodes; use the asynchronous run endpoint for long ones):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-X&lt;/span&gt; POST &lt;span class="s2"&gt;"https://api.apify.com/v2/acts/tidytools~audio-transcriber/run-sync-get-dataset-items"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer &lt;/span&gt;&lt;span class="nv"&gt;$APIFY_TOKEN&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{"podcastFeeds": ["https://www.nasa.gov/feeds/podcasts/curious-universe"], "maxEpisodesPerFeed": 1, "subtitleLanguages": ["Spanish"]}'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;It does not download from YouTube, Vimeo or Loom pages: those links come back as a free error row explaining how to get the file. Use files and feeds you have the right to process.&lt;/p&gt;

&lt;p&gt;Try it here: &lt;a href="https://apify.com/tidytools/audio-transcriber" rel="noopener noreferrer"&gt;Audio &amp;amp; Video to Text Transcription - Whisper, Podcasts, SRT&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Disclosure: I built this Actor and earn money when people run it on Apify.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>podcast</category>
      <category>ai</category>
      <category>whisper</category>
      <category>automation</category>
    </item>
  </channel>
</rss>
