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    <title>DEV Community: autokeren</title>
    <description>The latest articles on DEV Community by autokeren (@autokeren).</description>
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      <title>How to Scrape X (Twitter) in 2026 — Why Datacenter Scrapers Keep Dying</title>
      <dc:creator>autokeren</dc:creator>
      <pubDate>Sat, 31 Oct 2026 14:24:15 +0000</pubDate>
      <link>https://dev.to/autokeren/how-to-scrape-x-twitter-in-2026-why-datacenter-scrapers-keep-dying-3do3</link>
      <guid>https://dev.to/autokeren/how-to-scrape-x-twitter-in-2026-why-datacenter-scrapers-keep-dying-3do3</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR:&lt;/strong&gt; X blocks search from every datacenter IP range. Your scraper isn't broken — your IP is. Here are the 4 approaches that still work, with code.&lt;/p&gt;

&lt;p&gt;If you've built a Twitter scraper in the last few months, you've probably seen this: same code, worked yesterday, &lt;code&gt;404 Not Found&lt;/code&gt; today. No error message. No rate-limit headers. Just 404s.&lt;/p&gt;

&lt;p&gt;It's not your code. X (Twitter) returns 404 for SearchTimeline requests from virtually every &lt;strong&gt;datacenter IP range&lt;/strong&gt; — AWS, GCP, Azure, Hetzner, OVH, and even carrier CGNAT ranges. The endpoint works fine from a residential ISP and fails from a VPS with the exact same headers, cookies, and TLS fingerprint.&lt;/p&gt;

&lt;p&gt;Let me walk through what still works in 2026, from easiest to hardest.&lt;/p&gt;

&lt;h2&gt;
  
  
  Option 1: Profile data — free, no browser, no login
&lt;/h2&gt;

&lt;p&gt;Here's something most people miss: &lt;strong&gt;x.com serves profile pages server-rendered to logged-out visitors.&lt;/strong&gt; No API key, no headless browser, no cookies. A plain HTTP GET returns the full profile in the HTML:&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;requests&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;get_profile&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;username&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://x.com/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;username&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="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;User-Agent&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;Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36&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;html&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="n"&gt;text&lt;/span&gt;
    &lt;span class="n"&gt;anchor&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;rf&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;screenName:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;username&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;html&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;window&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;html&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;anchor&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;start&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="mi"&gt;1200&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;anchor&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;end&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="mi"&gt;1500&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;bio&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;r&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="s"&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;window&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;group&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;followers&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;int&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;followers:(\d+)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;window&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;group&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;following&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;int&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;following:(\d+)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;window&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;group&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;tweets&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;int&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tweets:(\d+)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;window&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;group&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;user_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;restId:&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="n"&gt;window&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;group&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="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="nf"&gt;get_profile&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;elonmusk&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;Exact counts, not the rounded "8M" you get from the UI. About 2 seconds per profile. This works from datacenter IPs because it's just the regular public page.&lt;/p&gt;

&lt;h2&gt;
  
  
  Option 2: Managed scrapers (Apify, pay-per-result)
&lt;/h2&gt;

&lt;p&gt;If you don't want to maintain scraping infrastructure, Apify has X scrapers where you pay per result — you don't pay for failed runs.&lt;/p&gt;

&lt;p&gt;The pricing spread is interesting:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Scraper&lt;/th&gt;
&lt;th&gt;Price / 1K tweets&lt;/th&gt;
&lt;th&gt;Approach&lt;/th&gt;
&lt;th&gt;Uptime&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;apidojo X Scraper&lt;/td&gt;
&lt;td&gt;$0.40/1K&lt;/td&gt;
&lt;td&gt;datacenter&lt;/td&gt;
&lt;td&gt;breaks periodically&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;xquik&lt;/td&gt;
&lt;td&gt;$0.15/1K&lt;/td&gt;
&lt;td&gt;datacenter&lt;/td&gt;
&lt;td&gt;breaks periodically&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ghostfox X Scraper&lt;/td&gt;
&lt;td&gt;$0.10/1K&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;real device&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;100% since launch&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;The device-based one (autokeren/ghostfox-x-scraper) is the approach I'd pick if I were buying instead of building — it routes search through an actual phone with a real ISP connection, which is the one thing X doesn't block. It also handles the profile scraping from Option 1 as a bonus mode.&lt;/p&gt;

&lt;p&gt;Python usage via their free client:&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;xscraper&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;search&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;profile&lt;/span&gt;

&lt;span class="n"&gt;tweets&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;machine learning&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;max_tweets&lt;/span&gt;&lt;span class="o"&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;tab&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;live&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;p&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;profile&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;openai&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)[&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;p&gt;New Apify accounts get $5 free credit, which at $0.10/1K is 50K tweets — enough to decide if it works for you.&lt;/p&gt;

&lt;h2&gt;
  
  
  Option 3: Roll your own device bridge
&lt;/h2&gt;

&lt;p&gt;The DIY version of the above. You need:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;A spare Android phone with a real SIM/mobile data&lt;/li&gt;
&lt;li&gt;An accessibility-based automation framework (uiautomator2, or a custom &lt;code&gt;AccessibilityService&lt;/code&gt; — screenscraping via &lt;code&gt;adb exec-out screencap&lt;/code&gt; is too brittle)&lt;/li&gt;
&lt;li&gt;A tunnel to expose it (cloudflared works fine)&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Your scraper then: opens the app → deep-links to &lt;code&gt;x.com/search?q=...&lt;/code&gt; → scrolls → reads the accessibility tree → parses tweets. It's the same data the UI shows, so no API, no anti-bot. The downside: one phone = one concurrent search, and you're now maintaining hardware.&lt;/p&gt;

&lt;h2&gt;
  
  
  Option 4: Residential proxies + regular scraping
&lt;/h2&gt;

&lt;p&gt;The classic approach. It still works but it's a treadmill: proxy quality degrades, X tightens, you pay more. Expect $1–5/GB for residential proxies that survive, and budget for the arms race.&lt;/p&gt;

&lt;h2&gt;
  
  
  What about the official API?
&lt;/h2&gt;

&lt;p&gt;At $100/month for basic tier (10K tweets read), it's only worth it if you're building something commercial with predictable volume. For research and scraping-style workloads, the pricing doesn't fit — which is why everyone's here reading about scrapers.&lt;/p&gt;

&lt;h2&gt;
  
  
  Bottom line
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Profiles&lt;/strong&gt; → just HTTP, no anti-scraping exists for this, use the code above&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Search&lt;/strong&gt; → device-based is the only approach with real uptime; managed device scrapers exist from $0.10/1K&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;DIY&lt;/strong&gt; → fun weekend project, painful long-term maintenance&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Happy to answer questions in the comments.&lt;/p&gt;

</description>
      <category>datascience</category>
      <category>webscraping</category>
      <category>python</category>
      <category>twitter</category>
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