How to Scrape Twitter/X Data: Complete Guide for 2026

Disclaimer: This guide covers extracting publicly accessible data. Always review a site's robots.txt and Terms of Service before scraping. Extracting data from Twitter/X requires moving beyond standard HTTP requests. The platform is a heavy Single Page Application (SPA) built on React, utilizing complex client-side rendering, dynamic data fetching via GraphQL, and strict rate limiting. This guide demonstrates how to build a robust pipeline for extracting public tweets, profile metadata, and tren