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    <title>DEV Community: Zachary Bucheister</title>
    <description>The latest articles on DEV Community by Zachary Bucheister (@vibermacher).</description>
    <link>https://dev.to/vibermacher</link>
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      <title>DEV Community: Zachary Bucheister</title>
      <link>https://dev.to/vibermacher</link>
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      <title>Google Jobs listings as a CSV for $0.004 a job</title>
      <dc:creator>Zachary Bucheister</dc:creator>
      <pubDate>Wed, 28 Oct 2026 11:01:32 +0000</pubDate>
      <link>https://dev.to/vibermacher/google-jobs-listings-as-a-csv-for-0004-a-job-29jn</link>
      <guid>https://dev.to/vibermacher/google-jobs-listings-as-a-csv-for-0004-a-job-29jn</guid>
      <description>&lt;p&gt;Google's Jobs tab aggregates Indeed, LinkedIn, Glassdoor and company career pages into one list, but it has no export and no API. I built a small Apify Actor that reads it and gives you one clean row per job. Here is how to get a CSV out of it in five minutes.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. Run a search
&lt;/h2&gt;

&lt;p&gt;Open &lt;a href="https://apify.com/vibermacher/google-jobs" rel="noopener noreferrer"&gt;https://apify.com/vibermacher/google-jobs&lt;/a&gt;, sign in (a free Apify account comes with monthly credit), and fill in:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;query&lt;/strong&gt;: &lt;code&gt;registered nurse&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;location&lt;/strong&gt;: &lt;code&gt;Houston,Texas,United States&lt;/code&gt; (City,Region,Country is the most precise form)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;country&lt;/strong&gt;: &lt;code&gt;us&lt;/code&gt; (also &lt;code&gt;gb&lt;/code&gt;, &lt;code&gt;ca&lt;/code&gt;, &lt;code&gt;in&lt;/code&gt;)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Click Start. Rows appear in the Output tab as they are read, about 30 per search. Or start from a ready-made example and change nothing: &lt;a href="https://apify.com/vibermacher/google-jobs/examples/registered-nurse-jobs-in-houston-from-google-jobs" rel="noopener noreferrer"&gt;registered nurse, Houston&lt;/a&gt;, &lt;a href="https://apify.com/vibermacher/google-jobs/examples/software-engineer-jobs-in-new-york-from-google-jobs" rel="noopener noreferrer"&gt;software engineer, New York&lt;/a&gt;, &lt;a href="https://apify.com/vibermacher/google-jobs/examples/data-analyst-jobs-in-london-from-google-jobs" rel="noopener noreferrer"&gt;data analyst, London&lt;/a&gt;, &lt;a href="https://apify.com/vibermacher/google-jobs/examples/google-jobs-data-canada-software-developer-in-toronto" rel="noopener noreferrer"&gt;software developer, Toronto&lt;/a&gt;, &lt;a href="https://apify.com/vibermacher/google-jobs/examples/google-jobs-data-india-software-engineer-in-bengaluru" rel="noopener noreferrer"&gt;software engineer, Bengaluru&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Export
&lt;/h2&gt;

&lt;p&gt;Output tab → Export → CSV (or JSON, Excel). Every row has the title, company, parsed location, posted date as &lt;code&gt;YYYY-MM-DD&lt;/code&gt;, the salary split into &lt;code&gt;salary_min&lt;/code&gt;, &lt;code&gt;salary_max&lt;/code&gt;, &lt;code&gt;salary_currency&lt;/code&gt; and &lt;code&gt;salary_period&lt;/code&gt;, the employment type, every apply link with its board, the full description and Google's own job id for deduping.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Or call it from code
&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;-X&lt;/span&gt; POST &lt;span class="s2"&gt;"https://api.apify.com/v2/acts/vibermacher~google-jobs/run-sync-get-dataset-items?format=csv"&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;'{"query":"registered nurse","location":"Houston,Texas,United States","country":"us"}'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-o&lt;/span&gt; jobs.csv
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Pass &lt;code&gt;searches&lt;/code&gt; (a list of query/location/country objects) to run several searches in one call; a job two searches both find comes back once.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it costs and where it stops
&lt;/h2&gt;

&lt;p&gt;USD 0.004 per row, charged as rows are written, plus a small start fee. Set a maximum charge on the run and it stops cleanly at it. Honest limits: about 30 jobs per search (Google's infinite scroll is not available through the proxy), four countries, no job-type filter in the input (filter on &lt;code&gt;employment_type&lt;/code&gt; in the output). Salaries are exactly what Google shows; when Google's own label does not fit the amount, the row says so instead of guessing.&lt;/p&gt;

&lt;p&gt;If a run is blocked it fails and says so rather than returning empty "successes", and you only pay for rows written.&lt;/p&gt;

</description>
      <category>webscraping</category>
      <category>api</category>
      <category>data</category>
      <category>career</category>
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