
How to scrape Google AI Mode: citation pills + place cards
Scrape Google AI Mode in 2026: extract citation pills, parse place cards and shopping carousels, and intercept the conversational SERP network calls.
Topic
Extracting data from the open web and from AI interfaces: tooling, architecture, and the failure modes.

Scrape Google AI Mode in 2026: extract citation pills, parse place cards and shopping carousels, and intercept the conversational SERP network calls.

Scrape the Google AI Overview block in 2026: parse dynamic source citations, handle desktop/mobile layout shifts, and extract embedded sponsored ads.

Learn how to scrape Google search results with Python, Playwright, or a SERP API. Compare HTML parsing, browser automation, and anti-bot risk.

Learn how to scrape Gemini with the API, URL context, or web UI automation. Compare structured outputs, citations, and anti-bot trade-offs clearly.

Learn how to scrape Microsoft Copilot: capture WebSocket events, parse Bing-grounded citations, and compare DIY automation with managed APIs.

Learn how to scrape Perplexity with the official API, structured outputs, or web UI automation. Compare sources, citations, and trade-offs clearly.

Learn how to scrape ChatGPT: capture SSE streams, expand citations, handle Cloudflare, and decide when a managed API is safer than DIY scraping.

AI web scraping uses LLMs to extract structured data from messy pages. Compare selector scraping, AI parsing, costs, tools, and when to use each.

Learn how to solve CAPTCHAs for scraping: prevent challenges with fingerprints and proxies, use solver APIs, and handle reCAPTCHA or Turnstile.