Resources
Read Crawlora notes on structured public web data workflows, scraping infrastructure, API integrations, reliability, and product updates.
Learn web scraping with Python step by step — requests + BeautifulSoup, pagination, Playwright for JavaScript pages, and when a scraping API beats DIY.
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Compare the best YouTube data APIs in 2026 for transcripts, stats, comments, and search — what the official Data API can't do, and which tool fits.
Search Chrome extensions, compare adoption and ratings, track history, and monitor permission or privacy changes with a structured dataset API.
Compare the best TikTok data APIs in 2026 for profiles, video stats, comments, hashtag search, and ad-library data — since TikTok has no public data API.
Free-to-play is ~7% of Steam's 2024 releases and ~20% of the catalog — yet 35% of US top sellers and the #1 game by live players are free. The paradox, in data.
We ranked the top 10,000 Steam games by owners: the top 1% hold 33% of players, new-game prices hit $9.99, and native Linux support is fading despite the Deck.
Scrape App Store and Google Play reviews and ratings in 2026 — DIY Python, no-code, or a structured API — with the legal and rate-limit basics.
The median US home costs 5.1x income; buying takes a $112,046 salary, $30K above what households earn. Mapped for 51 states + 100 cities via Redfin and Census.
Three ways to scrape website data into Excel or Google Sheets — Power Query and IMPORTXML, no-code scrapers, and a schedulable Python + API script.
How AI agents scrape the web in 2026 — LLM extraction, MCP tool calls, n8n workflows — with working configs, and why anti-bot access is the bottleneck.
A complete BeautifulSoup tutorial: install bs4, master find_all and CSS selectors, scrape a real site to CSV, handle pagination, and fix common errors.
Learn Selenium web scraping with Python in 2026: Selenium 4 setup, headless Chrome, WebDriverWait, real interactions, and when to switch to an API.
Scrape Airbnb in 2026 three ways — DIY Python, no-code, or a structured API for search, room details, reviews, and availability — with the legal basics.
Web scraping with Playwright in Python: setup, locators, blocking assets, intercepting JSON responses, parallel contexts, and honest limits at scale.
Three ways to scrape Twitter/X in 2026 — DIY Python, no-code tools, or a structured API for public profiles, posts, and timelines — with the legal basics.
Google Trends demand vs. live US App Store charts for 40 AI apps: search and rank barely align — only ChatGPT tops both; Gemini rides distribution.
A practical Scrapy tutorial: project setup, your first spider, CSS selectors, pagination with response.follow, pipelines, and production settings.
Build a fast Go web scraper: net/http and goquery, Colly with pagination and rate limits, worker-pool concurrency, chromedp, and the anti-bot wall.
How to scrape a website to Google Sheets: IMPORTXML with real XPath, IMPORTHTML, IMPORTDATA, an Apps Script auto-refresh, and a Python + API pipeline.
Scrape sites in Node.js with native fetch and Cheerio, render JavaScript pages with Puppeteer, and know when a scraping API is the better call.
We measured every Billboard Hot 100 hit from 1959–2025 on Spotify: length peaked at 4:39 in 1992, fell to 3:13 by 2019, and 2025's rebound is in the average.
Three ways to scrape Instagram in 2026 — DIY Python, no-code tools, or a structured API for public profiles, posts, and reels — with the legal basics.
Scrape TripAdvisor in 2026 — DIY Python, no-code, or a structured API for hotel, restaurant, and attraction search plus reviews — with the legal basics.
Compare the best Instagram data APIs in 2026 for profiles, posts, reels, comments, and hashtag search — what the Graph API can't do, and which tool fits.
Three ways to scrape Zillow in 2026 — DIY Python, no-code tools, or a structured API for property search and listing details — with the legal basics.
Compare the best Zillow data APIs in 2026 — why Bridge API is MLS-gated, real pricing across Bright Data, Oxylabs, Apify, HasData, and which fits.
978,539 sites fingerprinted: Cloudflare fronts 36.7%, WordPress runs 73.1% of every CMS site, and CAPTCHA prevalence independently matches our Anti-Bot Index.
Compare the best Trustpilot review data APIs in 2026 — what the official API cannot do, and how Crawlora, Bright Data, Oxylabs, and Apify compare.
We enriched 972,576 public GitHub profiles: geography, employers, and a follower distribution so skewed that 95% of developers sit under 100 followers.
We censused 7.85M Airbnb listings across 60+ countries — about 90% of Airbnb's own inventory. Supply, price bands and ratings by country, mapped.
Compare the best Airbnb data APIs in 2026 — why there's no official API, plus real pricing from Bright Data, Oxylabs, Apify, and AirDNA.
Use an Apple Podcasts scraper API for chart rankings, show metadata, episodes, and search as JSON, and see where the iTunes Search API falls short.
Compare the best Reddit data APIs in 2026 after Reddit blocked unauthenticated JSON access — official API, Apify, Bright Data, and structured alternatives.
Compare the best eBay data APIs in 2026 for search, item, and seller data — where the official eBay API falls short, and which tool fits.
We joined Crawlora's Airbnb and Housing datasets by metro. In Gatlinburg, Savannah and Orlando, active Airbnb listings outnumber homes currently for sale.
Compare the best Twitter/X data APIs in 2026 — official pricing tiers, TwitterAPI.io, SocialData.tools, Bright Data, Oxylabs, and Apify — and how to pick.
Three ways to scrape Trustpilot reviews and ratings in 2026 — DIY Python, no-code tools, or a structured API — what each returns and the legal basics.
The World Cup's biggest TikTok creators aren't in the USA or Brazil — they're in Saudi Arabia, Egypt and the Andes. We ranked all 26 nations by creator size.
On TikTok, #messi (700B views) beats #ronaldo (580B) — and a 17-year-old outranks Haaland. We ranked the 2026 World Cup by hashtag hype, not followers.
We re-sliced our 973K GitHub census around the ml-ai tag: India leads AI/ML developer geography, and this group is far more reachable than GitHub overall.
We tracked 172.9M domains across 80 Common Crawl archives (2018–2026). About 40M are dead — but vanishing from a crawl over-counts death by about a third.
We read ~5M recent App Store & Google Play reviews. The star badge hides a hollow middle: ~80% are 1 or 5 stars, recent iOS averages just 3.15★.
Only ~11–16% of podcasts are active — discovery hides the rest. The findable median has ~250 episodes, and AI now publishes more new shows than humans.
Three ways to scrape Shopify store products and collections in 2026 — DIY Python, no-code tools, or a structured API — what each returns and the legal basics.
Compare LinkedIn data APIs in 2026 — why no general-purpose LinkedIn API exists, real third-party options and pricing, and why Proxycurl shut down.
We split Crawlora's tech-stack dataset by ecommerce platform: Shopify stores sit behind Cloudflare 97.5% of the time. WooCommerce stores? Just 40.6%.
How many streaming services do you need in 2026? We mapped the 100 most-popular US titles: it takes 11 (~$152/mo) to watch them all — about what cable cost.
Product Hunt trends, 2013–2026: we read every leaderboard. AI agents went from 0 to 9 of the annual Top 10 by 2025, and the trend rotates monthly, not yearly.
We scanned the top 1,000,000 sites: 53.5% of the reachable web runs a managed anti-bot or WAF — and, surprisingly, the busiest sites run the least.
Three ways to scrape eBay listings, items, and sellers in 2026 — DIY Python, no-code tools, or a structured API — what each returns and the legal basics.
Reddit deprecated unauthenticated .json endpoints in 2026 (now 403). Why it happened — AI data licensing and bots — and how to get Reddit data now.
Your scraper works locally but 403s from a server? Usually it's IP reputation, TLS fingerprinting, or headless detection — how to tell which, and fix it.
Only 14% of the top 10 million domains are genuinely dead — not the usual 27.6%. Nearly half of the 'dead' web is just blocking bots or serving errors.
How many AI apps are on the App Store? We analyzed 1,490: 84% launched since ChatGPT, the median has just 171 ratings, and five apps hold 45% of all ratings.
We pulled 8,505 AI apps off the App Store — 5.7× our first study. The median has 10 ratings, 87% have under 1,000, and the flood is still accelerating.
Get Google Trends data in 2026 — interest over time, rising and top queries, and trending searches — as structured JSON via API, with the legal basics.
How news paywalls work: hard vs metered, client- vs server-side rendering, the Googlebot JSON-LD contract, and why some are easy to read and others aren't.
Why scrapers get blocked by Cloudflare, DataDome and PerimeterX — and how to get through reliably with stealth browsers, IP rotation and clearance reuse.
We compared the top 10 Google, Bing & Brave results for 15 searches: they share the #1 result just 29% of the time. Each engine is a different internet.
Three ways to scrape Brave Search in 2026 — DIY Python, no-code tools, or a structured API for web, news, and video results — with the legal basics.
Compare the best AI web scraping tools in 2026 — AI-native extractors, structured data APIs, and no-code scrapers — on accuracy, reliability, and cost.
The best web search APIs for AI agents and RAG in 2026 — LLM-ready answer APIs (Tavily, Exa) vs raw SERP APIs (Serper, SerpApi, Crawlora) compared on cost.
AI vs traditional web scraping: how LLM extraction, CSS selectors, and structured data APIs differ — and when each one wins for clean, reliable data.
Web scraping vs official APIs in 2026 — when to scrape, when to use an API, and how a structured scraping API gives you both, with the legal basics.
How to source web data for AI training and RAG compliantly — provenance, licensing, robots and terms, dedupe, and PII — without maintaining scrapers.
Compare the best SerpApi alternatives in 2026 — cheaper SERP APIs by features, engine coverage, and real cost per 1,000 searches, plus when to keep SerpApi.
How to scrape real estate listings in 2026 — DIY Python, no-code tools, or a structured API for Zillow property data — with the legal basics and portal tips.
Compare the best ScraperAPI alternatives in 2026 — structured APIs, generic scrapers, proxy networks, and SERP APIs — on output, anti-bot, and real cost.
Compare the best Firecrawl alternatives in 2026 — structured APIs, AI extractors, generic scrapers, enterprise proxies, and open-source self-hosted tools.
Can you use Product Hunt API data commercially? Check platform terms, legal rights, and scraper/API terms before shipping startup-research products.
Use a Google Finance scraping API to collect quotes, charts, market news, and company data as structured JSON for watchlists and research dashboards.
Collect public LinkedIn company, product, and showcase data via API in 2026 — what's safe, the legal limits, and why personal profiles are off-limits.
Three ways to scrape TikTok in 2026 — DIY Python, ready-made tools, or a structured API — what each returns, where it breaks, and the legal basics.
Three ways to scrape YouTube in 2026 — DIY Python, ready-made tools, or a structured API for videos, search, comments, and transcripts — with the legal basics.
Three ways to scrape Reddit posts, comments, and subreddits in 2026 — DIY Python, no-code tools, or a structured API — what each returns and the legal basics.
Microsoft retired the Bing Search API on August 11, 2025. Compare the best alternatives — Azure Grounding, Crawlora, Brave, SerpApi — and how to migrate.
Bing visibility differs from Google. Here is how to use a Bing Search API for rankings — recording positions, URLs, and snippets to build a Bing rank tracker.
Three ways to scrape Google Maps business listings and reviews in 2026 — DIY Python, no-code, or a structured API — what each returns and the legal basics.
Compare the best Google Maps scraping APIs in 2026 — structured place APIs, dedicated Maps scrapers, and the Places API — on fields, reviews, and cost.
Three ways to scrape Amazon product data, prices, and reviews in 2026: DIY Python, no-code, or a structured API — what each returns and the legal basics.
Compare the best Amazon scraping APIs in 2026 — structured product APIs, generic scrapers, and proxy networks — on data depth, reliability, and cost.
Connect Crawlora's hosted MCP server to your AI agent for live, structured web data — search, maps, e-commerce, finance — via tool calls, not scraping code.
Compare the best SERP APIs in 2026 — engine coverage, AI Overviews, structured output, and real cost per query — across Google, Bing, and Brave.
What a SERP monitoring API does, how to turn result snapshots into rank tracking, and how to build a multi-engine rank tracker across Google, Bing, and Brave.
Compare the best web scraping APIs in 2026 — structured platform APIs, generic scrapers, and proxy networks — on success rate, cost per request, and fit.
What proxies are, why scraping needs them, and how datacenter, residential, ISP, and mobile proxies differ — plus when a managed API lets you skip them.
A practical 2026 guide to web scraping and the law: public vs private data, hiQ/CFAA, terms of service, copyright, and GDPR/CCPA, with a do/don't checklist.