Data Collection

A Bedrock knowledge base is AWS's retrieval-augmented generation (RAG) feature. It indexes documents and returns relevant chunks. Since September 30, 2026, only managed knowledge bases accept new Web Crawler connectors. AWS policy restricts that crawler to your own or authorized sites. This guide compares both AWS crawlers and tests 2 ways to add external web data with Decodo.

Rotation is a configuration applied to a proxy pool, not a proxy type. The best rotating proxy setup combines a healthy IP pool, useful session controls, enough concurrency, and pricing that fits your request volume. This guide compares 9 providers using current product details and independent 2026 tests.

Firecrawl pricing uses a credit-based model, with 1,000 free credits monthly and paid plans starting at $19 per month. Each API operation consumes credits, but the amount varies depending on whether you're scraping pages, searching the web, or extracting structured data. This guide covers Firecrawl's plans, credit costs, billing rules, and what different workloads actually cost.

T3 Code is a free, open-source app for managing AI coding agents like Claude Code, Codex, and Cursor from a single desktop, web, or mobile interface. Developed by Theo Browne's T3 Tools team, it has become one of GitHub's fast-growing developer projects in 2026. In this guide, we'll cover what T3 Code does, its main features, how to get started, and how it compares to other coding tools.

Crawl4AI is an open-source Python web-crawling library that uses browser automation to turn web pages into clean, structured data for LLMs. Developers use it to collect AI-ready data for AI agents, RAG systems, and scraping pipelines. This tutorial covers setup, extraction, deep crawling, proxies, and when to use a managed crawling API instead.

A web scraping CLI fetches pages and returns output that an agent can parse and an exit code it can branch on. An agent's built-in fetch tool can return a challenge page or an empty JavaScript shell that looks like success. We ran 6 CLIs, including our open-source pobear, through the same tests and logged every output and exit code.

The best web proxy depends on the job: a free browser tool works for a quick, one-off visit, while a paid provider is the better choice for logins, regular use, or important business tasks. This guide explains how both options work, where free tools fall short, and how 5 paid providers compare in 2026.

The Lightpanda browser is an open-source headless browser built from scratch for automation. It runs JavaScript pages with less memory than headless Chrome, which matters when you scrape at scale. This guide runs Lightpanda from Python with Playwright and routes it through Decodo residential proxies. Then it tests what still gets blocked on 9 protected sites.

SERP analysis means examining a search engine results page (SERP) for a keyword to understand what ranks, which features appear, and whether your content has a realistic chance of earning visibility and clicks. This guide walks through what SERP analysis is, the six steps to run one, and how to pull SERP data at scale.

Zapier MCP is Zapier's hosted MCP server: one connection that lets an AI agent take actions across 9,000+ apps. It solves reach, not data. Your agent still needs a separate way to get fresh information from the web. This guide covers how Zapier MCP works, how to connect it, and how to pair it with Decodo for live web data.

Keeping up with everything happening around the world can feel overwhelming. With countless news sites competing for your attention using catchy headlines, it’s hard to find what you need among celebrity tea and what the Kardashians were up to this week. Fortunately, there’s a handy tool called Google News that makes it easier to stay informed by helping you filter out the noise and focus on essential information. Let’s explore how you can use Google News together with Python to get the key updates delivered right to you.

A stealth browser is a browser-automation tool that makes an automated session look human to the website. An AI agent can fail mid-session. In our tests, a stealth browser loaded a protected site's landing page and was blocked on page 2. This guide compares CloakBrowser, Camoufox, and undetected-chromedriver on multi-step sessions and shows which fits your agent.

Exa is a neural search API for AI agents. It matches queries to pages by meaning, using embeddings, and returns their contents. It belongs to the retrieval layer, next to search APIs and web data APIs that also crawl and extract. Teams compare Exa alternatives when an agent needs every page of a documentation site or pages behind bot protection.

Reverse Engineer Anything (REA) is an open-source toolkit that lets AI agents investigate how software works, even without access to its original source code. The project has gained significant attention on GitHub in October 2026. In this guide, we'll explore how REA works, what you can analyze with it, and how to get started. We'll also look at an alternative approach when your goal is collecting public web data rather than reverse engineering software.

Tavily is an agentic search API that takes a natural-language query and returns ranked, LLM-ready content instead of raw search result HTML. Many LangChain projects use it by default, and teams compare Tavily alternatives when an agent gives an outdated price or can't read a bot-protected page. This guide shows which alternative fits which use case and how to migrate.

Cursor MCP servers extend the editor beyond local code, connecting APIs, docs, databases, and design tools. Each server used to eat tokens until Cursor's January 2026 dynamic context discovery update cut total agent tokens by 46.9% in runs that called an MCP tool. This guide covers 10 of the best MCP servers for Cursor, with config for each.

Ever wished you could make the web work for you? JavaScript web scraping allows you to gather valuable information from websites in an automated way, unlocking insights that would be difficult to collect manually. In this guide, you'll learn the key tools, techniques, and best practices to scrape data efficiently, whether you're a beginner or a developer looking to streamline data collection.

Puppeteer and Playwright are Node-based browser automation libraries that drive a real Chromium, Firefox, or WebKit browser through code. Choosing between them is a real architectural decision for any production scraping project. The two libraries share a common origin, with Playwright being built at Microsoft by engineers who previously worked on Puppeteer at Google. Yet they differ in browser coverage, language bindings, and scraping ergonomics. In this guide, we’ll cover their performance, stealth, and proxy integration.