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web scraping

Vanaxity insights tagged web scraping - notes on AI content, SEO, GEO and AEO from Van Data Team.

Data engineering behind AI search — SERP snapshots and AI answers turned into entities, citations and structured signals.
Under the hood
AI Search StrategyAI search researchSERP data
AI Search Strategy · Jul 7, 2026

The Data Engineering Behind AI Search Research: How Vanaxity Sees the SERP

A look under the hood at the data engineering that powers Vanaxity's SEO, GEO and AEO research: collecting SERP and answer-engine data, extracting competitor and citation signals from protected sources, and turning it into review-ready reporting.