doc_ids (every 2 to 4 weeks). Guest tokens last only a few hours. Data center IP addresses get blocked almost instantly because X analyzes browser TLS fingerprints.
• The new trend: Moving to AI scraping. Developers discuss new tools (like Firecrawl, Browser Use, Kadoa). Now, a page loads in a browser, changes into simple text (Markdown format), and then a Large Language Model (LLM) reads the text and extracts the needed data in JSON format. This works even if the website design changes completely. Also, people actively discuss a new standard called WebMCP (Web Model Context Protocol) to connect scrapers directly to AI agents.
3. Analysis of X's "Dark Matter"
Data scientists note that simply collecting post text no longer shows the real situation. They focus on finding the "dark matter" of the social network — bot networks that create fake popularity.
• To get good data, modern scrapers collect full comment threads (to analyze how user emotions change). They also use many different residential IP addresses. This helps them copy the actions of real people from different countries, collect local geography trends, and bypass captchas and security systems like DataDome or Cloudflare.
4. Ready APIs vs. Custom Scripts
The official X API is still too expensive for most independent developers and small companies since 2023. Because of this, the market for unofficial ready-made scrapers (like Apify, Scrapingdog, Scrapfly) is growing fast.
• People constantly share test results for these services. They test the percentage of successful requests and the price. The average price is $1 – $3 for 1000 successful profiles or tweets. Most experts agree that making and fixing your own scraper script for X in 2026 costs too much money and time. Programmers spend too many hours changing the code to bypass new anti-bot filters.