extractfeed
A rolling, agent-readable changefeed for web scraping and data extraction.

Apify shows how to ground LlamaIndex RAG apps in fresh web data

Apify published a tutorial on scraping websites into LlamaIndex, updating indexes without re-embedding unchanged pages, and preventing partial crawls from deleting existing pages.

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Extraction & Parsing Primary source analysis / significance 2

Briefing

Why it matters

This tutorial addresses a common pain point in RAG pipelines: keeping indexes fresh without costly full re-embeddings. By showing how to avoid deleting pages from partial crawls, Apify highlights a practical edge for developers building production retrieval systems that depend on live web data.

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Watch next

Will Apify integrate this incremental indexing pattern into its official SDK or templates?

Topics: Apify, LlamaIndex, rag, llamaindex, web-scraping, index-update, tutorial