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      <title>How to Scrape Kick.com Streamer Data in 2026: Profiles, Live Streams, VODs &amp; Rankings</title>
      <dc:creator>Sami</dc:creator>
      <pubDate>Tue, 14 Apr 2026 01:38:52 +0000</pubDate>
      <link>https://dev.to/sami_8858131362756585e4f4/how-to-scrape-kickcom-streamer-data-in-2026-profiles-live-streams-vods-rankings-2mhh</link>
      <guid>https://dev.to/sami_8858131362756585e4f4/how-to-scrape-kickcom-streamer-data-in-2026-profiles-live-streams-vods-rankings-2mhh</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR:&lt;/strong&gt; Want to skip the coding and &lt;strong&gt;scrape Kick.com&lt;/strong&gt; right now? Jump to the pre-built solution that extracts streamer profiles, live streams, VODs, clips, and channel rankings — no API key, no proxy, no browser needed.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why Scrape Kick.com in 2026?
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Kick.com&lt;/strong&gt; has emerged as one of the fastest-growing &lt;strong&gt;live streaming platforms&lt;/strong&gt; in the world. With creators migrating from Twitch due to better revenue splits, &lt;strong&gt;Kick streaming data&lt;/strong&gt; has become a goldmine for marketers, analysts, and developers.&lt;/p&gt;

&lt;p&gt;Whether you're tracking &lt;strong&gt;Kick streamer analytics&lt;/strong&gt;, monitoring &lt;strong&gt;live viewership trends&lt;/strong&gt;, or researching &lt;strong&gt;influencer marketing opportunities&lt;/strong&gt;, having access to structured &lt;strong&gt;Kick.com data&lt;/strong&gt; is essential.&lt;/p&gt;

&lt;h3&gt;
  
  
  What Can You Do With Kick.com Data?
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Influencer marketing&lt;/strong&gt; — Identify top &lt;strong&gt;Kick streamers&lt;/strong&gt; for brand partnerships based on audience size, category, and engagement&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Esports analytics&lt;/strong&gt; — Track competitive gaming trends and viewership across categories&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Brand monitoring&lt;/strong&gt; — Monitor sponsorship ROI across &lt;strong&gt;Kick channels&lt;/strong&gt; in real time&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Competitive streaming intelligence&lt;/strong&gt; — Compare channel performance and growth patterns&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Content research&lt;/strong&gt; — Discover trending categories, formats, and top-performing clips&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  The DIY Approach: Scraping Kick.com With Python
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Kick.com&lt;/strong&gt; exposes internal API endpoints that return structured JSON data. Here's how to build a basic &lt;strong&gt;Kick scraper&lt;/strong&gt; with Python:&lt;/p&gt;

&lt;h3&gt;
  
  
  Setting Up Your Environment
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;curl-cffi asyncio
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Basic Kick.com Channel Scraper
&lt;/h3&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;asyncio&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;curl_cffi.requests&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;AsyncSession&lt;/span&gt;

&lt;span class="n"&gt;BASE&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://kick.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;Accept&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;application/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;Referer&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://kick.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;Accept-Language&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;en-US,en;q=0.9&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;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;scrape_kick_channel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;channel_name&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="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;Scrape a Kick.com channel profile.&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="nc"&gt;AsyncSession&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;session&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;url&lt;/span&gt; &lt;span class="o"&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;BASE&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/api/v2/channels/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;channel_name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;session&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="n"&gt;url&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;impersonate&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;chrome&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;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status_code&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;data&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;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;channelName&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;channel_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;displayName&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;data&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;user&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;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;username&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;followersCount&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;data&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;followersCount&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;isLive&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;data&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;livestream&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&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="p"&gt;,&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;verified&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;data&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;verified&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

&lt;span class="c1"&gt;# Usage
&lt;/span&gt;&lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;asyncio&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;scrape_kick_channel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;xqc&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;result&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  The Challenges of DIY Kick Scraping
&lt;/h3&gt;

&lt;p&gt;Building your own &lt;strong&gt;Kick.com scraper&lt;/strong&gt; sounds straightforward, but you'll quickly run into problems:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Challenge&lt;/th&gt;
&lt;th&gt;Impact&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;TLS fingerprinting&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Kick detects standard HTTP clients — you need impersonation&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Rate limiting&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Too many requests get your IP temporarily blocked&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;API endpoint changes&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Kick regularly updates internal API routes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Data normalization&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Raw API responses need heavy parsing for clean output&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Multiple data modes&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Profiles, streams, VODs, and clips each require different endpoints&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Infrastructure costs&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Running scrapers 24/7 requires servers, monitoring, and maintenance&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;The Pre-Built Solution: Kick.com Streamer &amp;amp; Channel Analytics
&lt;/h2&gt;

&lt;p&gt;Instead of maintaining your own scraper, the &lt;a href="https://apify.com/zhorex/kick-scraper" rel="noopener noreferrer"&gt;Kick.com Streamer &amp;amp; Channel Analytics&lt;/a&gt; actor on Apify handles everything for you — &lt;strong&gt;4 scraping modes in one tool&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why Use This Actor?
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;No API key required&lt;/strong&gt; — accesses Kick.com's public API endpoints directly&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No proxy needed&lt;/strong&gt; — direct HTTP requests work without proxy rotation&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No browser needed&lt;/strong&gt; — pure HTTP requests, no Playwright or Puppeteer overhead&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lightweight&lt;/strong&gt; — runs on 256 MB RAM with pure HTTP requests&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pay per result&lt;/strong&gt; — just $0.005 per data point ($5 per 1,000 results)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Structured output&lt;/strong&gt; — clean JSON ready for analytics, dashboards, or integrations&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  The 4 Scraping Modes
&lt;/h3&gt;

&lt;h4&gt;
  
  
  Mode 1: Channel Profiles (&lt;code&gt;channel_details&lt;/code&gt;)
&lt;/h4&gt;

&lt;p&gt;Get complete &lt;strong&gt;Kick streamer profiles&lt;/strong&gt; with follower counts, live status, social links, and more:&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;"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;"channel_details"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"channelNames"&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;"xqc"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"amouranth"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"trainwreckstv"&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;&lt;strong&gt;Returns:&lt;/strong&gt; display name, bio, avatar, banner, follower count, live status, current viewers, category, verified badge, subscriber badges, social links (Instagram, Twitter, YouTube, Discord, TikTok), and creation date.&lt;/p&gt;

&lt;h4&gt;
  
  
  Mode 2: Live Streams (&lt;code&gt;live_streams&lt;/code&gt;)
&lt;/h4&gt;

&lt;p&gt;Discover who's &lt;strong&gt;streaming live on Kick&lt;/strong&gt; right now, filtered by category and minimum viewers:&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;"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;"live_streams"&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;"just-chatting"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"minViewers"&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;"maxResults"&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;"sortBy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"viewers"&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;strong&gt;Returns:&lt;/strong&gt; channel name, viewer count, stream title, category, start time, thumbnail, language, tags, and maturity rating.&lt;/p&gt;

&lt;h4&gt;
  
  
  Mode 3: VODs &amp;amp; Clips (&lt;code&gt;channel_videos&lt;/code&gt;)
&lt;/h4&gt;

&lt;p&gt;Extract past broadcasts and &lt;strong&gt;Kick clips&lt;/strong&gt; from any channel:&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;"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;"channel_videos"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"channelNames"&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;"xqc"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"videoType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"clips"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxResults"&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="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;strong&gt;Returns:&lt;/strong&gt; clip ID, title, duration, views, likes, category, thumbnail, video URL, creator name, and creation date.&lt;/p&gt;

&lt;h4&gt;
  
  
  Mode 4: Channel Rankings (&lt;code&gt;top_channels&lt;/code&gt;)
&lt;/h4&gt;

&lt;p&gt;Get a ranked list of &lt;strong&gt;top Kick channels&lt;/strong&gt; sorted by live viewer count:&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;"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;"top_channels"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"sortBy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"viewers"&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;"just-chatting"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxResults"&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="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;strong&gt;Returns:&lt;/strong&gt; rank, channel name, bio, avatar, current viewers, stream title, category, affiliate status, and social links.&lt;/p&gt;

&lt;h3&gt;
  
  
  How to Get Started
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Sign up&lt;/strong&gt; for a free Apify account&lt;/li&gt;
&lt;li&gt;Go to the &lt;a href="https://apify.com/zhorex/kick-scraper" rel="noopener noreferrer"&gt;Kick.com Streamer &amp;amp; Channel Analytics&lt;/a&gt; actor page&lt;/li&gt;
&lt;li&gt;Click &lt;strong&gt;"Try for free"&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Select your scraping mode and enter your parameters&lt;/li&gt;
&lt;li&gt;Hit &lt;strong&gt;Start&lt;/strong&gt; and get structured data in seconds&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Export Your Data Anywhere
&lt;/h3&gt;

&lt;p&gt;Results are stored in an Apify dataset and can be exported as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;JSON&lt;/strong&gt; — for APIs and applications&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;CSV&lt;/strong&gt; — spreadsheet-ready for analysis&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Excel (.xlsx)&lt;/strong&gt; — direct download&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;XML&lt;/strong&gt; — for legacy system integration&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Plus, integrate directly with &lt;strong&gt;Google Sheets&lt;/strong&gt;, &lt;strong&gt;Zapier&lt;/strong&gt;, &lt;strong&gt;Make&lt;/strong&gt;, and more.&lt;/p&gt;




&lt;h2&gt;
  
  
  DIY vs. Pre-Built: The Comparison
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Feature&lt;/th&gt;
&lt;th&gt;DIY Python Scraper&lt;/th&gt;
&lt;th&gt;&lt;a href="https://apify.com/zhorex/kick-scraper" rel="noopener noreferrer"&gt;Kick.com Analytics Actor&lt;/a&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Setup time&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Hours to days&lt;/td&gt;
&lt;td&gt;2 minutes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;API key needed&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Proxy needed&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Sometimes&lt;/td&gt;
&lt;td&gt;Never&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Browser needed&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;TLS fingerprinting&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Must handle yourself&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;4 scraping modes&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Build each separately&lt;/td&gt;
&lt;td&gt;All included&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Data normalization&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Manual parsing&lt;/td&gt;
&lt;td&gt;Clean JSON output&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Rate limit handling&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Your problem&lt;/td&gt;
&lt;td&gt;Handled automatically&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;API change updates&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;You maintain it&lt;/td&gt;
&lt;td&gt;Maintained for you&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Scheduling&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Cron jobs + servers&lt;/td&gt;
&lt;td&gt;Built-in Apify scheduler&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Cost&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Server + dev time&lt;/td&gt;
&lt;td&gt;$0.005/result&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  Real-World Use Case Workflows
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Influencer Marketing Agency
&lt;/h3&gt;

&lt;p&gt;Use &lt;strong&gt;channel_details&lt;/strong&gt; mode to bulk-analyze potential &lt;strong&gt;Kick partners&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;"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;"channel_details"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"channelNames"&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;"streamer1"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"streamer2"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"streamer3"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"streamer4"&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;Then filter by follower count, live status, and engagement to find the best fits for your brand campaigns.&lt;/p&gt;

&lt;h3&gt;
  
  
  Esports Data Dashboard
&lt;/h3&gt;

&lt;p&gt;Combine &lt;strong&gt;live_streams&lt;/strong&gt; and &lt;strong&gt;top_channels&lt;/strong&gt; modes on a schedule to build a real-time &lt;strong&gt;Kick viewership dashboard&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;"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;"live_streams"&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;"fortnite"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"minViewers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;500&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"sortBy"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"viewers"&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;Schedule runs every 5 minutes for real-time monitoring, or daily for trend analysis.&lt;/p&gt;

&lt;h3&gt;
  
  
  Content Creator Research
&lt;/h3&gt;

&lt;p&gt;Use &lt;strong&gt;channel_videos&lt;/strong&gt; mode to analyze what's performing on &lt;strong&gt;Kick clips&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;"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;"channel_videos"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"channelNames"&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;"xqc"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"adin"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"videoType"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"clips"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maxResults"&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="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;Discover trending content formats, optimal clip lengths, and high-engagement topics.&lt;/p&gt;




&lt;h2&gt;
  
  
  Frequently Asked Questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Does this need an API key to scrape Kick.com?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;No.&lt;/strong&gt; The &lt;a href="https://apify.com/zhorex/kick-scraper" rel="noopener noreferrer"&gt;Kick.com Streamer &amp;amp; Channel Analytics&lt;/a&gt; actor uses Kick.com's publicly accessible internal API endpoints. No authentication required.&lt;/p&gt;

&lt;h3&gt;
  
  
  Does it need a proxy?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;No.&lt;/strong&gt; Direct HTTP requests work without any proxy rotation needed.&lt;/p&gt;

&lt;h3&gt;
  
  
  Can I track live viewership on Kick in real time?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Yes.&lt;/strong&gt; The &lt;code&gt;live_streams&lt;/code&gt; mode returns real-time viewer counts for all currently live streams. Schedule runs every 5 minutes for continuous monitoring.&lt;/p&gt;

&lt;h3&gt;
  
  
  What data formats can I export?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;JSON, CSV, Excel (.xlsx), and XML&lt;/strong&gt; — all available directly from the Apify dashboard or API. Plus direct integrations with Google Sheets, Zapier, and Make.&lt;/p&gt;

&lt;h3&gt;
  
  
  How does Kick.com scraping compare to Twitch scraping?
&lt;/h3&gt;

&lt;p&gt;Both platforms expose internal API endpoints, but &lt;strong&gt;Kick's API&lt;/strong&gt; is generally more open and doesn't require authentication tokens. The same developer also offers a &lt;a href="https://apify.com/zhorex/twitch-scraper" rel="noopener noreferrer"&gt;Twitch Streamer &amp;amp; Channel Analytics&lt;/a&gt; actor for complete cross-platform streaming intelligence.&lt;/p&gt;

&lt;h3&gt;
  
  
  Is scraping Kick.com legal?
&lt;/h3&gt;

&lt;p&gt;This actor only accesses &lt;strong&gt;Kick.com's publicly available API endpoints&lt;/strong&gt;. It does not bypass any authentication, CAPTCHA, or rate-limiting mechanisms. No private or user-authenticated data is accessed.&lt;/p&gt;




&lt;h2&gt;
  
  
  Start Scraping Kick.com Today
&lt;/h2&gt;

&lt;p&gt;Ready to extract &lt;strong&gt;Kick.com streamer data&lt;/strong&gt; at scale? The &lt;a href="https://apify.com/zhorex/kick-scraper" rel="noopener noreferrer"&gt;Kick.com Streamer &amp;amp; Channel Analytics&lt;/a&gt; actor on Apify gives you everything you need — &lt;strong&gt;4 scraping modes&lt;/strong&gt;, clean JSON output, and zero infrastructure to maintain.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://apify.com/zhorex/kick-scraper" rel="noopener noreferrer"&gt;Try it free on Apify →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;No API key. No proxy. No browser. Just data.&lt;/p&gt;

</description>
      <category>webscraping</category>
      <category>python</category>
      <category>streaming</category>
      <category>api</category>
    </item>
    <item>
      <title>How to Scrape RedNote (Xiaohongshu) Data in 2026: The Complete Guide</title>
      <dc:creator>Sami</dc:creator>
      <pubDate>Tue, 14 Apr 2026 01:16:00 +0000</pubDate>
      <link>https://dev.to/sami_8858131362756585e4f4/how-to-scrape-rednote-xiaohongshu-data-in-2026-the-complete-guide-25hk</link>
      <guid>https://dev.to/sami_8858131362756585e4f4/how-to-scrape-rednote-xiaohongshu-data-in-2026-the-complete-guide-25hk</guid>
      <description>&lt;p&gt;RedNote (小红书 / Xiaohongshu) exploded onto the global stage in January 2025 when millions of TikTok users migrated to the platform during the US TikTok ban uncertainty. What was once a Chinese-only lifestyle app suddenly became a cross-cultural phenomenon with 300+ million monthly active users.&lt;/p&gt;

&lt;p&gt;For marketers, researchers, and e-commerce brands, &lt;strong&gt;RedNote scraping&lt;/strong&gt; is now essential for consumer insights — but extracting data from Xiaohongshu is notoriously difficult. The platform is built for the Chinese market, uses aggressive anti-bot measures, and has no public API.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;TL;DR:&lt;/strong&gt; If you want structured RedNote data without building a scraper, skip to The Pre-Built RedNote Scraper — no API key needed, works out of the box.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;This guide covers how &lt;strong&gt;Xiaohongshu scraping&lt;/strong&gt; works, what data you can extract, the technical challenges involved, and practical solutions for getting reliable data at scale.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why RedNote Data Matters in 2026
&lt;/h2&gt;

&lt;p&gt;RedNote isn't just "Chinese Instagram." It's a hybrid of Instagram, Pinterest, and Amazon Reviews — users post product reviews, travel guides, fashion inspiration, skincare routines, and restaurant recommendations, all with purchase links and brand tags.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Brand intelligence:&lt;/strong&gt; Global brands like Estée Lauder, Nike, and Dyson actively monitor RedNote to understand how Chinese consumers perceive their products. A single viral &lt;strong&gt;Xiaohongshu post&lt;/strong&gt; can drive millions in sales.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Trend forecasting:&lt;/strong&gt; Beauty, fashion, and food trends often start on RedNote months before they hit Western markets. K-beauty routines, "clean girl" aesthetics, and matcha everything all gained traction on &lt;strong&gt;Xiaohongshu&lt;/strong&gt; first.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;E-commerce research:&lt;/strong&gt; RedNote's integration with e-commerce means posts include real purchase data, price comparisons, and authentic reviews — invaluable for &lt;strong&gt;product research&lt;/strong&gt; and &lt;strong&gt;market analysis&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Influencer marketing:&lt;/strong&gt; Brands entering the Chinese market need to identify &lt;strong&gt;RedNote KOLs&lt;/strong&gt; (Key Opinion Leaders) in their niche and analyze their engagement rates before investing in partnerships.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Technical Challenge of Scraping Xiaohongshu
&lt;/h2&gt;

&lt;p&gt;RedNote is one of the harder platforms to scrape:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;No public API.&lt;/strong&gt; Unlike Twitter/X, Reddit, or Telegram, &lt;strong&gt;Xiaohongshu offers no official API&lt;/strong&gt; for developers. Everything must be reverse-engineered.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Chinese-first infrastructure.&lt;/strong&gt; The platform is built for Chinese users. Content is primarily in Chinese, and the web version behaves differently from international access points.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Anti-bot protection.&lt;/strong&gt; RedNote uses request signature verification (the &lt;code&gt;X-s&lt;/code&gt; and &lt;code&gt;X-t&lt;/code&gt; headers), cookie-based session management, rate limiting, and dynamic page rendering. This makes &lt;strong&gt;scraping RedNote&lt;/strong&gt; significantly harder than most Western platforms.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Data Can You Extract from RedNote?
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Post/Note Data
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Title and full text content&lt;/li&gt;
&lt;li&gt;Images and video URLs&lt;/li&gt;
&lt;li&gt;Likes, comments, shares, and saves counts&lt;/li&gt;
&lt;li&gt;Post date and tagged topics/hashtags&lt;/li&gt;
&lt;li&gt;Tagged products with prices&lt;/li&gt;
&lt;li&gt;Location tags&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  User Profile Data
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Username, display name, bio&lt;/li&gt;
&lt;li&gt;Follower/following counts&lt;/li&gt;
&lt;li&gt;Total likes received&lt;/li&gt;
&lt;li&gt;Verification status&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Engagement Metrics
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Like-to-follower ratio&lt;/li&gt;
&lt;li&gt;Average engagement per post&lt;/li&gt;
&lt;li&gt;Posting frequency&lt;/li&gt;
&lt;li&gt;Content category distribution&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to Scrape RedNote: Web vs Mobile API
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Approach 1: Web Scraping (xiaohongshu.com)
&lt;/h3&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;httpx&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;bs4&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;BeautifulSoup&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;fetch_note&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;note_id&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="n"&gt;url&lt;/span&gt; &lt;span class="o"&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://www.xiaohongshu.com/explore/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;note_id&lt;/span&gt;&lt;span class="si"&gt;}&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;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="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Accept-Language&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;zh-CN,zh;q=0.9,en;q=0.8&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;Referer&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.xiaohongshu.com/&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;async&lt;/span&gt; &lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="n"&gt;httpx&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;AsyncClient&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;client&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="k"&gt;await&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;get&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="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="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status_code&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;parse_note_html&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="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;elif&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status_code&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;461&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;SignatureRequired&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Request needs signing&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;The 461 status code is &lt;strong&gt;RedNote's signature challenge&lt;/strong&gt; — requiring custom &lt;code&gt;X-s&lt;/code&gt; and &lt;code&gt;X-t&lt;/code&gt; headers that change with every request.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Xiaohongshu Signature Problem
&lt;/h3&gt;

&lt;p&gt;Both web and mobile approaches hit RedNote's signature verification. Solutions:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Browser automation&lt;/strong&gt; — Use Playwright to run RedNote's own JavaScript. Most reliable but slowest (1-3 seconds per request).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Signature reverse engineering&lt;/strong&gt; — Faster but breaks whenever RedNote updates their code (happens frequently).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Hybrid approach&lt;/strong&gt; — Browser automation for session setup, then direct HTTP for batch extraction. Best balance of speed and reliability.&lt;/p&gt;

&lt;h3&gt;
  
  
  Handling RedNote Rate Limits
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Xiaohongshu throttles aggressively&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Search requests: ~20 per minute&lt;/li&gt;
&lt;li&gt;Note detail pages: ~30 per minute&lt;/li&gt;
&lt;li&gt;User profiles: ~15 per minute&lt;/li&gt;
&lt;li&gt;IP blocks: 1-24 hours after sustained high volume
&lt;/li&gt;
&lt;/ul&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;asyncio&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;random&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;rate_limited_request&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="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;delay&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;random&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;uniform&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="mf"&gt;5.0&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;asyncio&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="n"&gt;delay&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="k"&gt;await&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;get&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="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;kwargs&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;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status_code&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;429&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;wait&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;random&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;uniform&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="mi"&gt;60&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;asyncio&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="n"&gt;wait&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;rate_limited_request&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="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Pro tip:&lt;/strong&gt; Use residential proxies for any serious volume. Datacenter IPs get blocked almost immediately by Xiaohongshu.&lt;/p&gt;

&lt;h3&gt;
  
  
  Processing Chinese Content from RedNote
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;extract_hashtags&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;text&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="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;Extract both Latin and Chinese hashtags from Xiaohongshu posts&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;
    &lt;span class="n"&gt;pattern&lt;/span&gt; &lt;span class="o"&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;#[\w\u4e00-\u9fff\u3400-\u4dbf]+&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
    &lt;span class="k"&gt;return&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;findall&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;pattern&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Since the TikTok migration of 2025, many &lt;strong&gt;RedNote channels&lt;/strong&gt; now post bilingual content, making the platform increasingly accessible to global researchers and marketers.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Pre-Built RedNote Scraper
&lt;/h2&gt;

&lt;p&gt;Building and maintaining a &lt;strong&gt;Xiaohongshu scraper&lt;/strong&gt; is a significant time investment — the signature algorithm changes frequently, rate limits require constant tuning, and edge cases add up fast. &lt;strong&gt;I've been maintaining one for over a year so you don't have to.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;I built the &lt;strong&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;RedNote Xiaohongshu Scraper&lt;/a&gt;&lt;/strong&gt; on Apify that handles all of this — and it's &lt;strong&gt;free to try&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why use it instead of building your own?
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Feature&lt;/th&gt;
&lt;th&gt;DIY Scraper&lt;/th&gt;
&lt;th&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;My Apify RedNote Scraper&lt;/a&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Setup time&lt;/td&gt;
&lt;td&gt;Days/weeks&lt;/td&gt;
&lt;td&gt;30 seconds&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Signature handling&lt;/td&gt;
&lt;td&gt;You reverse-engineer it&lt;/td&gt;
&lt;td&gt;Built-in &amp;amp; auto-updated&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Proxy management&lt;/td&gt;
&lt;td&gt;You manage it&lt;/td&gt;
&lt;td&gt;Built-in residential proxies&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Rate limit handling&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Chinese text processing&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;JSON/CSV export&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Scheduled monitoring&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Maintenance when RedNote updates&lt;/td&gt;
&lt;td&gt;On you&lt;/td&gt;
&lt;td&gt;On me&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h3&gt;
  
  
  What you can do with it:
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;Search by keyword&lt;/a&gt;&lt;/strong&gt; — find posts matching any topic, brand, or product in Chinese or English&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Scrape user profiles&lt;/strong&gt; — extract all posts from specific creators or KOLs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Extract by URL&lt;/strong&gt; — paste specific post URLs for structured data&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Full metadata&lt;/strong&gt; — likes, comments, shares, saves, images, videos, tagged products&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No API key needed&lt;/strong&gt; — runs on Apify's infrastructure with proxy management built in&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It currently serves brands, agencies, and researchers with a &lt;strong&gt;90%+ success rate&lt;/strong&gt; across thousands of extractions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;→ Try the RedNote Xiaohongshu Scraper on Apify (Free Trial)&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Common Use Cases for RedNote Scraping
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Brand Monitoring on Xiaohongshu
&lt;/h3&gt;

&lt;p&gt;Search for your brand name (Chinese and English), extract matching posts, set up scheduled runs for new mentions. Critical for any brand selling in China.&lt;/p&gt;

&lt;h3&gt;
  
  
  Competitor Analysis on RedNote
&lt;/h3&gt;

&lt;p&gt;Extract competitor's last 100-200 posts, sort by engagement rate, analyze what topics and formats drive the most saves. On RedNote, &lt;strong&gt;saves = purchase intent&lt;/strong&gt;, making this metric more valuable than likes.&lt;/p&gt;

&lt;h3&gt;
  
  
  KOL/Influencer Identification
&lt;/h3&gt;

&lt;p&gt;Search niche keywords, collect top-performing post authors, filter by engagement rate — &lt;strong&gt;micro-KOLs with 10K-50K followers&lt;/strong&gt; often drive more conversions than celebrity influencers on Xiaohongshu.&lt;/p&gt;

&lt;h3&gt;
  
  
  Trend Research &amp;amp; Product Discovery
&lt;/h3&gt;

&lt;p&gt;Track emerging keywords over time, analyze which products get tagged most, cross-reference with Western platforms to spot trends early. Many global brands use this to &lt;strong&gt;predict Western trends 3-6 months early&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Can I scrape RedNote without an API?
&lt;/h3&gt;

&lt;p&gt;Yes, but it's technically challenging due to signature verification. The easiest approach is using a &lt;strong&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;pre-built RedNote scraper&lt;/a&gt;&lt;/strong&gt; that handles the anti-bot measures for you.&lt;/p&gt;

&lt;h3&gt;
  
  
  Is scraping Xiaohongshu legal?
&lt;/h3&gt;

&lt;p&gt;Scraping publicly available data is generally legal. However, always respect rate limits and the platform's terms. Using the data for competitive intelligence and market research is standard practice.&lt;/p&gt;

&lt;h3&gt;
  
  
  What's the best RedNote scraper in 2026?
&lt;/h3&gt;

&lt;p&gt;The &lt;strong&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;RedNote Xiaohongshu Scraper on Apify&lt;/a&gt;&lt;/strong&gt; is the most maintained option with the highest success rate. It handles signature changes, proxy rotation, and rate limiting automatically.&lt;/p&gt;

&lt;h3&gt;
  
  
  Can I scrape RedNote in English?
&lt;/h3&gt;

&lt;p&gt;Yes. Since the 2025 TikTok migration, RedNote has significantly more English content. The scraper extracts content in any language and you can search using English or Chinese keywords.&lt;/p&gt;

&lt;h3&gt;
  
  
  How do I monitor my brand on Xiaohongshu?
&lt;/h3&gt;

&lt;p&gt;Use a &lt;strong&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;RedNote scraper&lt;/a&gt;&lt;/strong&gt; with scheduled runs — search for your brand name weekly, compare engagement metrics over time, and track new mentions automatically.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;RedNote is arguably the most valuable social media platform for consumer insights into the Chinese market.&lt;/strong&gt; The scraping challenge is real but solvable.&lt;/p&gt;

&lt;p&gt;If you want &lt;strong&gt;production-ready Xiaohongshu data&lt;/strong&gt; without the maintenance headache, &lt;strong&gt;&lt;a href="https://apify.com/zhorex/rednote-xiaohongshu-scraper" rel="noopener noreferrer"&gt;try my RedNote Scraper on Apify&lt;/a&gt;&lt;/strong&gt; — it's free to start and handles all the anti-bot complexity covered in this article.&lt;/p&gt;

&lt;p&gt;Questions about &lt;strong&gt;RedNote scraping&lt;/strong&gt;? Drop a comment below.&lt;/p&gt;

</description>
      <category>webscraping</category>
      <category>python</category>
      <category>marketing</category>
      <category>api</category>
    </item>
    <item>
      <title>How to Scrape Telegram Channels in 2026 (Without API Keys or Phone Numbers)</title>
      <dc:creator>Sami</dc:creator>
      <pubDate>Tue, 14 Apr 2026 01:11:26 +0000</pubDate>
      <link>https://dev.to/sami_8858131362756585e4f4/how-to-scrape-telegram-channels-in-2026-without-api-keys-or-phone-numbers-195</link>
      <guid>https://dev.to/sami_8858131362756585e4f4/how-to-scrape-telegram-channels-in-2026-without-api-keys-or-phone-numbers-195</guid>
      <description>&lt;p&gt;Telegram has 950+ million monthly active users and has become the go-to platform for crypto communities, news channels, research groups, and brand communications. If you need to &lt;strong&gt;scrape Telegram channels&lt;/strong&gt;, extract messages, reactions, media, or metadata from public Telegram channels — for OSINT research, competitive analysis, crypto monitoring, or academic projects — this guide covers everything you need to know.&lt;/p&gt;

&lt;p&gt;I'll walk through the two main approaches to &lt;strong&gt;Telegram scraping&lt;/strong&gt;, the technical pitfalls that break most implementations, and a &lt;strong&gt;ready-to-use Telegram scraper&lt;/strong&gt; that actually works in production.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;TL;DR:&lt;/strong&gt; If you just want a working solution, skip to The Pre-Built Telegram Scraper — no API keys, no phone number, no setup required.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  Why Scraping Telegram Is Different from Other Platforms
&lt;/h2&gt;

&lt;p&gt;Most social media platforms require you to fight anti-bot systems — CAPTCHAs, IP blocks, browser fingerprinting. Telegram is different for one critical reason: it was built for developer access.&lt;/p&gt;

&lt;p&gt;Telegram offers two paths to data extraction:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Path 1: The web preview endpoint&lt;/strong&gt; (&lt;code&gt;t.me/s/channelname&lt;/code&gt;) renders public channel messages as plain HTML. No login. No API keys. No JavaScript rendering needed. You can &lt;code&gt;curl&lt;/code&gt; it directly and parse the HTML. This is what makes Telegram one of the easiest platforms to scrape — yet most existing &lt;strong&gt;Telegram scraper tools&lt;/strong&gt; still manage to fail at it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Path 2: The Telegram API via Telethon&lt;/strong&gt; gives you full access to message history, member lists, media files, and reply threads. It requires API credentials from &lt;code&gt;my.telegram.org&lt;/code&gt; and a phone number for authentication, but provides complete data that the web preview can't match.&lt;/p&gt;

&lt;h2&gt;
  
  
  How to Scrape Telegram Channels Without Authentication
&lt;/h2&gt;

&lt;p&gt;Every public Telegram channel has a web preview at &lt;code&gt;https://t.me/s/CHANNEL_NAME&lt;/code&gt;. This page contains the latest messages rendered as server-side HTML — no JavaScript execution required. This is the fastest way to &lt;strong&gt;scrape Telegram messages&lt;/strong&gt; without any setup.&lt;/p&gt;

&lt;p&gt;Here's the basic structure of a &lt;strong&gt;Python Telegram scraper&lt;/strong&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;import&lt;/span&gt; &lt;span class="n"&gt;httpx&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;bs4&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;BeautifulSoup&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;scrape_telegram_channel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;channel_name&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="n"&gt;url&lt;/span&gt; &lt;span class="o"&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://t.me/s/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;channel_name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

    &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="n"&gt;httpx&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;AsyncClient&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;client&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="k"&gt;await&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;get&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="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="n"&gt;soup&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;BeautifulSoup&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="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;lxml&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;messages&lt;/span&gt; &lt;span class="o"&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;widget&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;soup&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;select&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;.tgme_widget_message_wrap&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="n"&gt;message&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;widget&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;select_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;.tgme_widget_message&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="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;message&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;msg_data&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;id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;extract_message_id&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&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="nf"&gt;extract_text&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;extract_date&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;views&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;extract_views&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;reactions&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;extract_reactions&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;media&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;extract_media&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg_data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The key CSS selectors for &lt;strong&gt;Telegram data extraction&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;.tgme_widget_message_text&lt;/code&gt; — message content (preserves formatting)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;.tgme_widget_message_date time&lt;/code&gt; — timestamp (in the &lt;code&gt;datetime&lt;/code&gt; attribute)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;.tgme_widget_message_views&lt;/code&gt; — view count&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;.tgme_widget_message_forwarded_from&lt;/code&gt; — forwarded channel info&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;.tgme_widget_message_photo_wrap&lt;/code&gt; — photo containers&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;.tgme_widget_message_video&lt;/code&gt; — video elements&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Telegram Message Pagination
&lt;/h3&gt;

&lt;p&gt;The web preview doesn't show all messages at once. To &lt;strong&gt;scrape older Telegram messages&lt;/strong&gt;, use the &lt;code&gt;before&lt;/code&gt; parameter:&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="n"&gt;url&lt;/span&gt; &lt;span class="o"&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://t.me/s/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;channel_name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;?before=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;last_message_id&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Keep requesting with decreasing message IDs until you get an empty response. This typically gives you access to the latest 500-1,000 messages depending on the channel.&lt;/p&gt;

&lt;h3&gt;
  
  
  Extracting Telegram Reactions Data
&lt;/h3&gt;

&lt;p&gt;Telegram added reactions in 2022, and the web preview includes them — useful for &lt;strong&gt;sentiment analysis on Telegram&lt;/strong&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="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;extract_reactions&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message_element&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;reactions&lt;/span&gt; &lt;span class="o"&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;reaction&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;message_element&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;select&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;.tgme_widget_message_reaction&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="n"&gt;emoji&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;reaction&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;select_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;.tgme_widget_message_reaction_emoji&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;count&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;reaction&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;select_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;.tgme_widget_message_reaction_count&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;emoji&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;count&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;reactions&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;emoji&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&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="o"&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;count&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&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="nf"&gt;replace&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="sh"&gt;""&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;reactions&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Scraping Telegram with Telethon (Full API Access)
&lt;/h2&gt;

&lt;p&gt;For complete &lt;strong&gt;Telegram message history&lt;/strong&gt;, member data, or private channels you belong to, you need the Telegram API via Telethon:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;telethon
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&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;telethon&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;TelegramClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;telethon.sessions&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;StringSession&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;scrape_with_telethon&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;api_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;api_hash&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;channel&lt;/span&gt;&lt;span class="p"&gt;):&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;TelegramClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;StringSession&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;api_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;api_hash&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;await&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;start&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

    &lt;span class="n"&gt;entity&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&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;get_entity&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;channel&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;messages&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[]&lt;/span&gt;
    &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;message&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;iter_messages&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;entity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;limit&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;1000&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&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="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;date&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isoformat&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="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;views&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;views&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;forwards&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;forwards&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sender_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;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;sender_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;reply_to&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;reply_to_msg_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;pinned&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;pinned&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;media_type&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;type&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;media&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;media&lt;/span&gt; &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="p"&gt;})&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Handling Telegram FloodWaitError
&lt;/h3&gt;

&lt;p&gt;This is where every &lt;strong&gt;Telegram scraper&lt;/strong&gt; breaks. Telegram enforces rate limits through &lt;code&gt;FloodWaitError&lt;/code&gt; — when you hit the limit, the API tells you exactly how many seconds to wait:&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;telethon.errors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FloodWaitError&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;asyncio&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;safe_api_call&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;coro&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;max_retries&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;3&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;attempt&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="nf"&gt;range&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;max_retries&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;coro&lt;/span&gt;
        &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;FloodWaitError&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;wait&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;seconds&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="mi"&gt;5&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;Rate limited. Waiting &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;wait&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;s...&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;asyncio&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="n"&gt;wait&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;Exception&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Max retries exceeded&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;The key insight: don't try to avoid FloodWaitError — expect it and handle it gracefully.&lt;/p&gt;

&lt;h3&gt;
  
  
  Getting Telegram API Credentials
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Go to my.telegram.org&lt;/li&gt;
&lt;li&gt;Log in with your phone number&lt;/li&gt;
&lt;li&gt;Click "API development tools"&lt;/li&gt;
&lt;li&gt;Create a new application&lt;/li&gt;
&lt;li&gt;Save your &lt;code&gt;api_id&lt;/code&gt; and &lt;code&gt;api_hash&lt;/code&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Common Pitfalls That Break Telegram Scrapers
&lt;/h2&gt;

&lt;p&gt;After building my own &lt;strong&gt;Telegram channel scraper&lt;/strong&gt; and testing against a dozen others, here are the failure modes I've seen:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Not handling empty channels.&lt;/strong&gt; Some channels have web preview disabled. Your scraper should detect this and return a clear message instead of crashing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Ignoring forwarded message metadata.&lt;/strong&gt; Many crypto and news channels are mostly forwards. If you don't extract the &lt;code&gt;forwarded_from&lt;/code&gt; field, you lose critical context.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Breaking on media-only messages.&lt;/strong&gt; Messages with only photos/videos and no text are common. Scrapers that assume every message has text crash or skip these silently.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Not normalizing channel input.&lt;/strong&gt; Users will provide &lt;code&gt;t.me/channel&lt;/code&gt;, &lt;code&gt;https://t.me/channel&lt;/code&gt;, &lt;code&gt;@channel&lt;/code&gt;, or just &lt;code&gt;channel&lt;/code&gt;. Handle all formats.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Crashing on rate limits instead of waiting.&lt;/strong&gt; This alone accounts for most 1-star reviews on existing Telegram scrapers.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Pre-Built Telegram Scraper
&lt;/h2&gt;

&lt;p&gt;If you don't want to build and maintain this yourself, I built a &lt;strong&gt;&lt;a href="https://apify.com/zhorex/telegram-channel-scraper" rel="noopener noreferrer"&gt;Telegram Channel Scraper&lt;/a&gt;&lt;/strong&gt; on Apify that handles all of the above — and it's &lt;strong&gt;free to try&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why use it instead of building your own?
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Feature&lt;/th&gt;
&lt;th&gt;DIY Scraper&lt;/th&gt;
&lt;th&gt;&lt;a href="https://apify.com/zhorex/telegram-channel-scraper" rel="noopener noreferrer"&gt;My Apify Telegram Scraper&lt;/a&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Setup time&lt;/td&gt;
&lt;td&gt;Hours/days&lt;/td&gt;
&lt;td&gt;30 seconds&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;API keys needed&lt;/td&gt;
&lt;td&gt;Yes (Telethon mode)&lt;/td&gt;
&lt;td&gt;No (default mode)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Phone number needed&lt;/td&gt;
&lt;td&gt;Yes (Telethon mode)&lt;/td&gt;
&lt;td&gt;No (default mode)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Handles rate limits&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Media extraction&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Reactions data&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;JSON/CSV export&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Scheduled runs&lt;/td&gt;
&lt;td&gt;You build it&lt;/td&gt;
&lt;td&gt;Built-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cloud infrastructure&lt;/td&gt;
&lt;td&gt;You manage it&lt;/td&gt;
&lt;td&gt;Managed for you&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;It runs in two modes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;No-auth mode&lt;/strong&gt; (default): paste a channel URL, get messages back. No API keys, no phone number, no setup. &lt;strong&gt;&lt;a href="https://apify.com/zhorex/telegram-channel-scraper" rel="noopener noreferrer"&gt;Try it free →&lt;/a&gt;&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Telethon mode&lt;/strong&gt;: provide your API credentials for full message history and member data.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It handles FloodWaitError automatically, never crashes on edge cases, extracts reactions and media metadata, and outputs clean JSON or CSV.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://apify.com/zhorex/telegram-channel-scraper" rel="noopener noreferrer"&gt;→ Try the Telegram Channel Scraper on Apify (Free Trial)&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Use Cases for Telegram Scraping
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Crypto monitoring&lt;/strong&gt; — Track token announcements, pump signals, and community sentiment across Telegram groups&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OSINT research&lt;/strong&gt; — Monitor extremist channels, propaganda networks, or misinformation campaigns&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Competitive intelligence&lt;/strong&gt; — Track competitor announcements and community engagement&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Academic research&lt;/strong&gt; — Collect datasets for NLP, sentiment analysis, or social network studies&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Brand monitoring&lt;/strong&gt; — Track mentions and discussions about your brand across Telegram channels&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;News aggregation&lt;/strong&gt; — Build feeds from curated Telegram news channels&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Can I scrape Telegram without an API key?
&lt;/h3&gt;

&lt;p&gt;Yes. Public Telegram channels have a web preview at &lt;code&gt;t.me/s/channelname&lt;/code&gt; that can be scraped without any authentication. My &lt;strong&gt;&lt;a href="https://apify.com/zhorex/telegram-channel-scraper" rel="noopener noreferrer"&gt;Telegram Channel Scraper&lt;/a&gt;&lt;/strong&gt; uses this approach by default.&lt;/p&gt;

&lt;h3&gt;
  
  
  Is scraping Telegram legal?
&lt;/h3&gt;

&lt;p&gt;Scraping publicly available data is generally legal in most jurisdictions. Telegram's web previews are designed to be publicly accessible. Always check your local laws and Telegram's Terms of Service.&lt;/p&gt;

&lt;h3&gt;
  
  
  How many messages can I extract from Telegram?
&lt;/h3&gt;

&lt;p&gt;Using the web preview, you can typically access the latest 500-1,000 messages. With Telethon API access, you can extract the entire message history.&lt;/p&gt;

&lt;h3&gt;
  
  
  What's the best Telegram scraper in 2026?
&lt;/h3&gt;

&lt;p&gt;For no-setup scraping, the &lt;strong&gt;&lt;a href="https://apify.com/zhorex/telegram-channel-scraper" rel="noopener noreferrer"&gt;Telegram Channel Scraper on Apify&lt;/a&gt;&lt;/strong&gt; is the fastest option — paste a URL, get structured data. For full API access, Telethon is the standard Python library.&lt;/p&gt;

&lt;h3&gt;
  
  
  Can I scrape Telegram groups?
&lt;/h3&gt;

&lt;p&gt;Web preview scraping works only for public channels. For groups, you need Telethon with API credentials and you must be a member of the group.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Telegram is one of the most scraping-friendly platforms out there — public data is genuinely accessible, the API is well-documented, and there's no aggressive anti-bot system. The challenge isn't access — it's reliability.&lt;/p&gt;

&lt;p&gt;If you want a &lt;strong&gt;production-ready Telegram scraper&lt;/strong&gt; without building anything, &lt;strong&gt;&lt;a href="https://apify.com/zhorex/telegram-channel-scraper" rel="noopener noreferrer"&gt;try my Telegram Channel Scraper on Apify&lt;/a&gt;&lt;/strong&gt; — it's free to start and handles all the edge cases covered in this article.&lt;/p&gt;

&lt;p&gt;If you have questions about Telegram scraping, feel free to reach out in the comments.&lt;/p&gt;

</description>
      <category>telegram</category>
      <category>webscraping</category>
      <category>python</category>
      <category>api</category>
    </item>
  </channel>
</rss>
