{"id":5456,"date":"2026-04-10T12:08:00","date_gmt":"2026-04-10T12:08:00","guid":{"rendered":"https:\/\/scraping-bot.io\/blogs\/how-to-scrape-and-collect-data-from-twitter\/"},"modified":"2026-05-11T06:47:02","modified_gmt":"2026-05-11T06:47:02","slug":"how-to-scrape-and-collect-data-from-x-twitter","status":"publish","type":"post","link":"https:\/\/scraping-bot.io\/blogs\/how-to-scrape-and-collect-data-from-x-twitter\/","title":{"rendered":"How to scrape  X &#8211; Twitter?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5456\" class=\"elementor elementor-5456\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-160d517 e-flex e-con-boxed e-con e-parent\" data-id=\"160d517\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b8c458 elementor-widget elementor-widget-html\" data-id=\"2b8c458\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<!-- ============================================================\r\n     YOAST SEO \u2014 CHAMPS \u00c0 COPIER DANS WORDPRESS\r\n     ============================================================\r\n     Focus keyphrase  : X Twitter scraper API\r\n     SEO title        : X Twitter Scraper API: Extract Profiles, Tweets and Search Results with ScrapingBot\r\n     Slug             : x-twitter-scraper-api\r\n     Meta description : ScrapingBot's X Twitter scraper API extracts profiles, tweets and search results in structured JSON \u2014 no rate limits, no authentication walls.\r\n     ============================================================ -->\r\n\r\n<article class=\"sb-article\">\r\n\r\n  <div class=\"sb-meta\">\r\n    <span class=\"sb-tag\">Web scraping<\/span>\r\n    <span class=\"sb-read-time\">9 min read &nbsp;\u00b7&nbsp; Published: 07\/05\/2026<\/span>\r\n  <\/div>\r\n\r\n  <h1>X Twitter Scraper API: Extract Profiles, Tweets and Search Results with ScrapingBot<\/h1>\r\n\r\n  <p class=\"sb-intro\">ScrapingBot's <strong>X Twitter scraper API<\/strong> gives developers programmatic access to public X (formerly Twitter) data \u2014 profiles, tweets, and search results by keyword or hashtag \u2014 in structured JSON format, without dealing with rate limits, authentication walls, or bot detection. This guide covers everything you need to integrate the API into your pipeline: endpoints, parameters, response structure, and production best practices.<\/p>\r\n\r\n  <div class=\"sb-toc\">\r\n    <p class=\"sb-toc-title\">Table of contents<\/p>\r\n    <ol>\r\n      <li><a href=\"#why\">Why use an X Twitter scraper API?<\/a><\/li>\r\n      <li><a href=\"#what-data\">What data can the X Twitter scraper API extract?<\/a><\/li>\r\n      <li><a href=\"#challenges\">Technical challenges of scraping X Twitter<\/a><\/li>\r\n      <li><a href=\"#how-it-works\">How the X Twitter scraper API works<\/a><\/li>\r\n      <li><a href=\"#step-by-step\">Step-by-step: integrate the API<\/a><\/li>\r\n      <li><a href=\"#use-cases\">Key use cases<\/a><\/li>\r\n      <li><a href=\"#further\">Going further<\/a><\/li>\r\n    <\/ol>\r\n  <\/div>\r\n\r\n  <h2 id=\"why\">1. Why use an X Twitter scraper API?<\/h2>\r\n\r\n  <p>An <strong>X Twitter scraper API<\/strong> lets you collect public data from X (formerly Twitter) programmatically \u2014 without managing proxies, authentication, or bot detection. With over 500 million monthly active users generating hundreds of millions of posts per day, X remains one of the most valuable real-time data sources on the internet. Over time, it has consequently become a critical platform for brand monitoring, trend detection, and social intelligence pipelines. According to <a href=\"https:\/\/developer.x.com\/en\/docs\/twitter-api\" target=\"_blank\" rel=\"noopener\">X's official API documentation<\/a>, access to this data at scale has never been more in demand \u2014 yet the official pricing has never been more restrictive.<\/p>\r\n\r\n  <p>As a result, access to X data at scale is highly valuable for a wide range of technical applications:<\/p>\r\n  <ul>\r\n    <li><strong>Brand monitoring<\/strong> \u2014 track mentions, sentiment, and engagement around your brand or competitors in real time<\/li>\r\n    <li><strong>Trend detection<\/strong> \u2014 monitor emerging topics, viral hashtags, and breaking news as they develop<\/li>\r\n    <li><strong>Audience research<\/strong> \u2014 analyze follower profiles, interests, and posting patterns for a given account<\/li>\r\n    <li><strong>Competitive intelligence<\/strong> \u2014 benchmark competitor accounts by follower growth, engagement rate, and content strategy<\/li>\r\n    <li><strong>NLP and ML datasets<\/strong> \u2014 collect large-scale tweet corpora for sentiment analysis, classification, or language model fine-tuning<\/li>\r\n  <\/ul>\r\n  <p>X's official API has become extremely restrictive since 2023 \u2014 the free tier limits access to just 1,500 tweets per month, while paid tiers start at $100\/month. Therefore, the <strong>X Twitter scraper API<\/strong> from ScrapingBot is the most practical solution for developers who need reliable, cost-effective access to public X data.<\/p>\r\n\r\n  <div class=\"sb-note\">\r\n    <strong>\u26a0\ufe0f Important:<\/strong> ScrapingBot only extracts <strong>publicly accessible data<\/strong> from X. Always ensure your use case complies with applicable data protection laws (GDPR, CCPA) and X's terms of service.\r\n  <\/div>\r\n\r\n  <h2 id=\"what-data\">2. What data can the X Twitter scraper API extract?<\/h2>\r\n  <p>ScrapingBot's <strong>X Twitter scraper API<\/strong> supports two types of data extraction. Below is the full field reference for each:<\/p>\r\n\r\n  <h3>X Twitter Profile data<\/h3>\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Field<\/th><th>Description<\/th><th>Type<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td>profileName<\/td><td>Display name<\/td><td>string<\/td><\/tr>\r\n      <tr><td>profileImage<\/td><td>Profile picture URL<\/td><td>string<\/td><\/tr>\r\n      <tr><td>profileBackground<\/td><td>Background image URL<\/td><td>string<\/td><\/tr>\r\n      <tr><td>tweetsCount<\/td><td>Total number of tweets<\/td><td>integer<\/td><\/tr>\r\n      <tr><td>verified<\/td><td>Account verification status<\/td><td>boolean<\/td><\/tr>\r\n      <tr><td>bio<\/td><td>Profile bio text<\/td><td>string<\/td><\/tr>\r\n      <tr><td>following<\/td><td>Number of accounts followed<\/td><td>integer<\/td><\/tr>\r\n      <tr><td>followers<\/td><td>Number of followers<\/td><td>integer<\/td><\/tr>\r\n      <tr><td>posts<\/td><td>Latest posts \u2014 text, time, ID, replies, retweets, likes, views, media<\/td><td>array<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h3>X Twitter Search Results data<\/h3>\r\n  <p>Search by keyword or hashtag to retrieve matching tweets with full metadata:<\/p>\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Field<\/th><th>Description<\/th><th>Type<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td>username<\/td><td>Tweet author handle<\/td><td>string<\/td><\/tr>\r\n      <tr><td>tweetUrl<\/td><td>Direct URL to the tweet<\/td><td>string<\/td><\/tr>\r\n      <tr><td>createdTime<\/td><td>Tweet publication timestamp<\/td><td>string (ISO 8601)<\/td><\/tr>\r\n      <tr><td>id<\/td><td>Tweet unique identifier<\/td><td>string<\/td><\/tr>\r\n      <tr><td>hashtags<\/td><td>Other hashtags in the tweet<\/td><td>array<\/td><\/tr>\r\n      <tr><td>userMentions<\/td><td>Mentioned accounts<\/td><td>array<\/td><\/tr>\r\n      <tr><td>replyCount<\/td><td>Number of replies<\/td><td>integer<\/td><\/tr>\r\n      <tr><td>retweetCount<\/td><td>Number of retweets<\/td><td>integer<\/td><\/tr>\r\n      <tr><td>likeCount<\/td><td>Number of likes<\/td><td>integer<\/td><\/tr>\r\n      <tr><td>conversationId<\/td><td>Thread conversation ID<\/td><td>string<\/td><\/tr>\r\n      <tr><td>language<\/td><td>Detected language of the tweet<\/td><td>string<\/td><\/tr>\r\n      <tr><td>media<\/td><td>Media attachments \u2014 URL, type, dimensions<\/td><td>array<\/td><\/tr>\r\n      <tr><td>possiblySensitive<\/td><td>Sensitive content flag<\/td><td>boolean<\/td><\/tr>\r\n      <tr><td>geoCoordinates<\/td><td>GPS coordinates if available<\/td><td>object<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h2 id=\"challenges\">3. Technical challenges of scraping X Twitter<\/h2>\r\n  <p>X is one of the most aggressively protected platforms against automated data collection. Before integrating any scraping solution, it is important to understand what makes it technically difficult:<\/p>\r\n\r\n  <!-- FIX 2 (subheading distribution): Added an H3 to break the long wall of text in this section -->\r\n  <h3>Platform-level protections<\/h3>\r\n  <ul>\r\n    <li><strong>Authentication wall<\/strong> \u2014 since 2023, X requires login to view most content, making unauthenticated scraping extremely unreliable.<\/li>\r\n    <li><strong>Aggressive bot detection<\/strong> \u2014 behavioral fingerprinting, TLS fingerprinting, and IP reputation scoring block scrapers within seconds.<\/li>\r\n    <li><strong>JavaScript rendering<\/strong> \u2014 all tweet data loads dynamically; therefore, plain HTTP requests return empty shells.<\/li>\r\n    <li><strong>Strict rate limiting<\/strong> \u2014 even authenticated requests are throttled heavily, with temporary bans triggered after a small number of requests.<\/li>\r\n  <\/ul>\r\n\r\n  <h3>Maintenance and cost barriers<\/h3>\r\n  <ul>\r\n    <li><strong>Frequent API changes<\/strong> \u2014 X regularly modifies its internal GraphQL endpoints, which means custom scrapers break without warning.<\/li>\r\n    <li><strong>Restrictive official API pricing<\/strong> \u2014 the free tier allows only 1,500 tweets\/month, making it unusable for most production use cases.<\/li>\r\n  <\/ul>\r\n\r\n  <p>Furthermore, building and maintaining a custom X scraper that handles all of these challenges requires significant ongoing engineering effort. Consequently, ScrapingBot's <strong>X Twitter scraper API<\/strong> abstracts all of this complexity so you can focus on using the data.<\/p>\r\n\r\n  <h2 id=\"how-it-works\">4. How the X Twitter scraper API works<\/h2>\r\n\r\n  <h3>Two-step asynchronous pattern<\/h3>\r\n  <p>ScrapingBot's <strong>X Twitter scraper API<\/strong> uses a two-step asynchronous pattern \u2014 specifically designed to handle X's protections without getting blocked:<\/p>\r\n\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Step<\/th><th>Method<\/th><th>Purpose<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td>1<\/td><td>POST<\/td><td>Submit the scraping job and receive a <code>responseId<\/code><\/td><\/tr>\r\n      <tr><td>2<\/td><td>GET<\/td><td>Poll with the <code>responseId<\/code> to retrieve the result when ready<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <p>This pattern is necessary because X scraping requires time to bypass protections reliably. As a result, the API returns a job ID immediately and processes the request asynchronously in the background.<\/p>\r\n\r\n  <h3>Scraper values reference<\/h3>\r\n  <table class=\"sb-table\">\r\n    <thead>\r\n      <tr><th>Scraper value<\/th><th>Target<\/th><th>Required parameter<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td><code>twitterProfile<\/code><\/td><td>X \/ Twitter user profile<\/td><td><code>url<\/code> \u2014 full profile URL (e.g. <code>https:\/\/x.com\/username<\/code>)<\/td><\/tr>\r\n      <tr><td><code>twitterSearch<\/code><\/td><td>Search results by keyword or hashtag<\/td><td><code>search<\/code> \u2014 keyword or hashtag string (e.g. <code>#AI<\/code>)<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h2 id=\"step-by-step\">5. Step-by-step: integrate the X Twitter scraper API<\/h2>\r\n\r\n  <h3>Step 1 \u2014 Create your ScrapingBot account<\/h3>\r\n  <p>To get started, ScrapingBot offers <strong>free access with 100 credits per month<\/strong> \u2014 no payment information required. Already have an account? Simply log in and retrieve your API credentials from the dashboard.<\/p>\r\n\r\n  <h3>Step 2 \u2014 Submit the scraping job (POST request)<\/h3>\r\n  <p>Send a POST request to the Data Scraper endpoint. The <code>scraper<\/code> parameter determines whether you are scraping a profile or a search query:<\/p>\r\n\r\n  <pre><code>POST https:\/\/api.scraping-bot.io\/scrape\/data-scraper\r\n\r\nAuthorization: Basic {base64(username:api_key)}\r\nContent-Type: application\/json\r\n\r\n\/\/ Scraping a Twitter\/X profile:\r\n{\r\n  \"scraper\": \"twitterProfile\",\r\n  \"url\": \"https:\/\/x.com\/username\"\r\n}\r\n\r\n\/\/ Scraping search results by keyword or hashtag:\r\n{\r\n  \"scraper\": \"twitterSearch\",\r\n  \"search\": \"#AI\"\r\n}<\/code><\/pre>\r\n\r\n  <p>The API immediately returns a <code>responseId<\/code>:<\/p>\r\n\r\n  <pre><code>{\r\n  \"responseId\": \"abc123xyz789\"\r\n}<\/code><\/pre>\r\n\r\n  <h3>Step 3 \u2014 Poll for the result (GET request)<\/h3>\r\n  <p>Next, use the <code>responseId<\/code> to retrieve the scraped data:<\/p>\r\n\r\n  <pre><code>GET https:\/\/api.scraping-bot.io\/scrape\/data-scraper-response?responseId=abc123xyz789&scraper=twitterProfile\r\n\r\nAuthorization: Basic {base64(username:api_key)}<\/code><\/pre>\r\n\r\n  <p>Should the job still be processing, you will receive a pending response:<\/p>\r\n\r\n  <pre><code>{\r\n  \"status\": \"pending\",\r\n  \"message\": \"Scraping is not finished for this request, try again in a few\"\r\n}<\/code><\/pre>\r\n\r\n  <p>In that case, retry after 2\u20133 seconds. Once complete, the API returns the full structured JSON data.<\/p>\r\n\r\n  <div class=\"sb-note\">\r\n    <strong>\ud83d\udca1 Production tip:<\/strong> Implement an exponential backoff retry loop \u2014 start with a 2-second delay, then increase to 4s, 8s, and so on. Most X requests complete within 5\u201315 seconds depending on the volume of results.\r\n  <\/div>\r\n\r\n  <h3>Step 4 \u2014 Parse the JSON response<\/h3>\r\n  <p>Once the result is ready, the API returns a fully structured JSON object. Below is an example of the profile response structure:<\/p>\r\n  <pre><code>{\r\n  \"profileName\": \"Elon Musk\",\r\n  \"verified\": true,\r\n  \"bio\": \"Owner of X\",\r\n  \"followers\": 185000000,\r\n  \"following\": 890,\r\n  \"tweetsCount\": 42000,\r\n  \"posts\": [\r\n    {\r\n      \"id\": \"1234567890\",\r\n      \"text\": \"The bird is freed.\",\r\n      \"createdTime\": \"2022-10-27T00:00:00Z\",\r\n      \"likes\": 980000,\r\n      \"retweets\": 210000,\r\n      \"replies\": 75000,\r\n      \"views\": 45000000,\r\n      \"media\": []\r\n    }\r\n  ]\r\n}<\/code><\/pre>\r\n\r\n  <h2 id=\"use-cases\">6. Key use cases for the X Twitter scraper API<\/h2>\r\n\r\n  <h3>Brand monitoring and sentiment analysis<\/h3>\r\n  <!-- FIX 3 (transition words): Added \"In addition\" and reworked sentences for more connectives throughout -->\r\n  <p>Use the search endpoint to collect all public mentions of your brand, product, or campaign hashtag in real time. By combining tweet text with engagement metrics, you can furthermore build a sentiment scoring pipeline that alerts your team when negative mentions spike \u2014 before they go viral. In addition, the structured JSON response makes it straightforward to pipe results into any downstream analytics tool.<\/p>\r\n\r\n  <h3>Trend detection and news intelligence<\/h3>\r\n  <p>Track emerging hashtags and keywords to identify trends as they develop \u2014 hours before they appear in traditional media. Additionally, monitoring keyword velocity (how fast tweet volume grows) gives you a reliable early signal for breaking news or viral content. As a result, your team can respond faster than competitors who rely solely on traditional news feeds.<\/p>\r\n\r\n  <h3>Competitive benchmarking<\/h3>\r\n  <p>Scrape competitor profiles to track follower growth, posting frequency, and engagement rates over time. As a result, your content and social media teams can make data-driven decisions about posting strategy and content format. Moreover, combining profile data across multiple competitors gives you a clear industry benchmark rather than a point-in-time snapshot.<\/p>\r\n\r\n  <h3>NLP and ML dataset collection<\/h3>\r\n  <p>Collect large-scale tweet corpora filtered by keyword, language, or hashtag for sentiment analysis or topic classification. Moreover, the rich metadata returned by the search endpoint \u2014 language detection, geo-coordinates, media type \u2014 makes it straightforward to build well-structured training datasets. Consequently, teams can move from raw data collection to model training far more quickly than with manual approaches.<\/p>\r\n\r\n  <h2 id=\"further\">7. Going further<\/h2>\r\n\r\n  <h3>Scaling your X data pipeline<\/h3>\r\n  <p>Once your integration is working, you can scale it by batching requests across multiple profiles or search queries in parallel. ScrapingBot handles concurrency and IP rotation automatically \u2014 so your pipeline can therefore process hundreds of profiles per hour without manual infrastructure management.<\/p>\r\n\r\n  <h3>Combining with other data sources<\/h3>\r\n  <p>Beyond X, ScrapingBot's unified <strong>X Twitter scraper API<\/strong> also supports Instagram, Threads, LinkedIn, and Facebook with the same authentication pattern.<\/p>\r\n  <p>Furthermore, this makes it straightforward to build multi-source social listening pipelines \u2014 combining X real-time data with LinkedIn professional data and Instagram visual content, all through a single API key.<\/p>\r\n\r\n  <div class=\"sb-cta\">\r\n    <p><strong>Ready to integrate the X Twitter scraper API?<\/strong> Get 100 free credits when you sign up for ScrapingBot \u2014 no credit card required.<\/p>\r\n    <a href=\"https:\/\/scraping-bot.io\/pricing\" class=\"sb-cta-btn\">Try ScrapingBot for free \u2192<\/a>\r\n  <\/div>\r\n\r\n<\/article>\r\n<style>\r\n.sb-article { max-width: 800px; 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