webstractor

The webstractor.com journal

Guides for people who build with agents

Practical notes on public web extraction, focused search, and giving AI systems source-linked context without the surrounding noise.

Guide

How to scrape data from Amazon in 2026

How to extract public Amazon product and search data for AI applications in 2026 using one cacheable GET request.

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Guide

How to scrape data from App Store in 2026

How to extract public Apple App Store app metadata for AI agents and product pipelines in 2026.

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Guide

How to scrape data from Bluesky in 2026

How to extract public Bluesky profiles and posts for AI agents and data pipelines in 2026.

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Guide

How to scrape data from Google News in 2026

How to extract public Google News searches, topics, and top stories for AI agents and RAG pipelines in 2026.

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Guide

How to scrape data from Google Play in 2026

How to extract public Google Play app metadata for AI agents and product pipelines in 2026.

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Guide

How to scrape data from Instagram in 2026

How to extract public Instagram posts, reels, and profiles for AI workflows in 2026.

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Guide

How to scrape data from Mastodon in 2026

How to extract public Mastodon posts from federated instances for AI and RAG workflows in 2026.

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Guide

How to scrape data from Reddit in 2026

How to extract public Reddit posts, communities, and profiles for AI and RAG pipelines in 2026.

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Guide

How to scrape data from Shopify in 2026

How to extract public Shopify product and catalog data for AI applications in 2026.

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Guide

How to scrape data from SoundCloud in 2026

How to extract public SoundCloud track, playlist, and creator metadata for AI workflows in 2026.

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Guide

How to scrape data from Spotify in 2026

How to extract public Spotify music and podcast metadata for AI and RAG applications in 2026.

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Guide

How to scrape data from TikTok in 2026

How to extract public TikTok posts and profiles for AI agents and RAG workflows in 2026.

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Guide

How to scrape data from Vimeo in 2026

How to extract public Vimeo video metadata for AI agents and data pipelines in 2026.

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Guide

How to scrape data from X in 2026

How to extract public X posts as clean data for AI applications and agents in 2026.

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Guide

How to scrape data from YouTube in 2026

How to extract public YouTube metadata, channels, and playlists for AI pipelines in 2026.

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Guide

How to scrape data from WooCommerce in 2026

How to extract public WooCommerce product, variant, and catalog data for AI applications in 2026.

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Guide

How to scrape data from Yahoo Finance in 2026

How to search stock symbols and retrieve public market snapshots with configurable currency and history for AI workflows in 2026.

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Guide

Web Search API for AI Agents in 2026

Use a simple web search API to give AI agents ordered, source-linked Markdown or JSON results in 2026.

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Guide

News Search API for AI Agents in 2026

Find current, source-linked public news for AI agents, monitoring, and RAG pipelines with one GET API in 2026.

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Guide

Image Search API for AI Agents in 2026

Search public images with creator and license metadata for AI agents and media workflows in 2026.

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Guide

Place Search API for AI Agents in 2026

Add provider-neutral place search with coordinates and address data to AI agents in 2026.

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Guide

URL to Markdown API for LLMs and RAG in 2026

Convert public webpages into clean, source-linked Markdown for LLM prompts and RAG pipelines in 2026.

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Guide

Webpage to JSON API with Semantic Entities in 2026

Turn public webpages into normalized schema-v1 JSON for AI agents and application pipelines in 2026.

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Guide

One Web Data API for AI Agents in 2026

Combine public URL extraction with web, news, image, and place search for AI agents through one API in 2026.

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Guide

Hosted MCP Server for Web Search and Extraction in 2026

Connect AI agents to hosted web extraction, search, news, image, and place tools through MCP in 2026.

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Guide

Ecommerce Product Data API for AI in 2026

Extract normalized public Amazon, Shopify, WooCommerce, App Store, and Google Play product data for AI in 2026.

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Guide

Public Social Media Data API for AI Agents in 2026

Normalize supported public social posts, profiles, videos, and feeds for AI agents and RAG in 2026.

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Guide

AI Web Search API for Agents in 2026

Build source-grounded AI features with a focused web search API for agents in 2026.

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Guide

Web Context API for AI Agents in 2026

Turn public webpages into compact, source-linked AI context with a GET API in 2026.

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Guide

How to Build a Public-Web RAG Pipeline in 2026

Build a cleaner RAG pipeline from public web sources with Markdown, semantic JSON, and source attribution in 2026.

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Guide

How to Build Source-Grounded AI Answers in 2026

Use public web sources, canonical URLs, and structured metadata to ground AI answers in 2026.

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Guide

Real-Time Web Context for LLMs in 2026

Add fresh public-web context to LLM workflows while keeping caching explicit in 2026.

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Guide

Useful MCP Tools for AI Agents in 2026

Connect AI agents to focused web retrieval and market-data MCP tools in 2026.

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Guide

AI Agent Research Workflows That Stay Source-Linked in 2026

Design source-linked AI research workflows with focused search and public-page extraction in 2026.

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Guide

Structured Web Data for AI Applications in 2026

Use semantic JSON entities to make public web data easier for AI applications to validate in 2026.

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Guide

AI News Search API for Current Research in 2026

Find current, source-linked article results for AI research with a news search API in 2026.

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Guide

AI Image Search API with Attribution in 2026

Search open-license images with attribution metadata for AI applications in 2026.

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Guide

Video Search API for AI Agents in 2026

Find public, source-linked video results for AI agents with date and creator controls in 2026.

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Guide

Market Data API for AI Agents in 2026

Give AI agents market snapshots, chart-ready history, symbol search, and daily movers in 2026.

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Guide

Content Extraction for AI Agents: A Practical Pattern in 2026

Build dependable content-extraction steps for AI agents with public URL retrieval in 2026.

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Guide

Designing AI Agent Tool Calls for Search and Retrieval in 2026

Design clearer AI agent tool calls for public search, extraction, and market data in 2026.

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Guide

Why Cache-First APIs Work Well for AI Data in 2026

Build lower-latency, lower-cost AI retrieval workflows with cache-first public GET APIs in 2026.

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Guide

Search and Extract for LLMs: The Two-Step Retrieval Pattern in 2026

Use a two-step search-and-extract pattern to give LLMs focused public-web evidence in 2026.

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Guide

Web Data Normalization for AI Agents in 2026

Normalize public web data into semantic entities for AI agents, search UIs, and RAG in 2026.

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Guide

Cited AI Workflows: From Public Sources to Reviewable Answers in 2026

Build reviewable, cited AI workflows from public web sources in 2026.

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Guide

Web Context Window Management for AI Agents in 2026

Manage AI context windows with focused public-web extraction and source-linked Markdown in 2026.

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Guide

How to Combine Multiple Public Sources for AI Context in 2026

Combine public web sources into clear, attributable AI context without unnecessary retrieval in 2026.

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