How We Optimized a Django Playwright Scraper to Save 60% on Rotating Proxy Bandwidth
As indie hackers and backend developers, we love using modern browser automation frameworks like Playwright to handle heavy, JavaScript-rendered dynam…
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Building a Lean, Single-Worker Broken URL Monitor for Data Pipelines
The Technical Problem: Websites Drift, Pipelines Don't Know Long-running scraping pipelines have a structural assumption baked in: the URLs you config…
What is Web Scraping? A Beginner's Guide with Real Python Code
Every website you visit is full of data. Web scraping is how you extract that data automatically using code instead of copying it manually. A real pro…
How to Scrape E-Commerce Sites for AI Agents Using Playwright and LLMs
TL;DR AI agents require structured JSON data (prices, specifications, availability), but modern e-commerce sites serve heavily obfuscated, JavaScript-…
How to Get Google Search Results in JSON for an AI Agent
So you’re building an AI agent. At first, everything feels simple. The user asks a question, the model thinks, and the agent returns an answer. Then y…
Your Scraper Collected 50 Rows. There Were 4,000.
A scraper can pass every check you wrote and still be wrong about the one thing you actually care about: how much it collected. No exception. No 500. …
Charting Twitch Chat Velocity: Hype Curve Analysis for Esports VODs
Quick answer: To measure Twitch chat hype or velocity, pull the full VOD chat using the twitch-vod-chat-archive Actor, load the rows into pandas, bin …
Training a Twitch chat toxicity classifier on real VOD data at scale
Quick answer: Twitch has no public API for VOD chat replay. To build a Twitch toxicity classifier dataset you walk the internal VideoCommentsByOffsetO…
Cloudflare Turnstile in Playwright: Why Your Tests Stall and How to Solve It in 8 Lines
Cloudflare Turnstile in Playwright: Why Your Tests Stall and How to Solve It in 8 Lines If you're running Playwright or Selenium against any site behi…
Threads Reply Scraper: export the full conversation tree of any public post
Quick answer: Meta's official Threads API is gated behind a developer-account review and refuses third-party conversation reads. To export the full re…
Steam Regional Price Data: fetch 60 regions in one run for $1.05/1K
Quick answer: Steam publishes regional prices on the public store.steampowered.com/api/appdetails endpoint — but it returns one currency at a time, ti…
How to scrape Recruitee jobs data (with salary) in Python — no API key
Recruitee powers the careers sites of thousands of companies (bunq, Channable, Vandebron, and many more), and every board is backed by a public Offers…
Reverb Scraper: pull historical sold prices for any musical gear
Quick answer: The Reverb Price Guide is the largest public dataset of used-instrument sale prices on the internet — millions of completed transactions…
LLM API pricing comparison: one schema across all 7 providers for $5.05/1K
Quick answer: There is no unified official API for LLM pricing. OpenAI, Anthropic, Google, Mistral, Groq, Together AI, and DeepSeek each publish their…
How to scrape Google Play data with Node.js (no API key needed)
Google Play has no official public API for app listings or reviews. So if you want app details, ratings, the ratings histogram, or customer reviews as…
Kick Chat Scraper: archive live chat before it disappears forever
Quick answer: Kick.com exposes no API for past chat and no download button. A kick chat scraper connects to Kick's public Pusher WebSocket — the same …
Stop pretending your scraper worked: honest JSON for AI agents
Most scraper demos lie by accident. They show the happy path: one URL, one clean page, one neat JSON object. Then the first real user tries a marketpl…
I scraped 50,000 G2 reviews to map the 2026 SaaS Battlecard Atlas
The 2026 SaaS Battlecard Atlas: What 50,000 G2 Reviews Reveal About 25 of the Most-Used B2B Tools A few weeks ago I got tired of guessing which B2B Sa…
How to monitor a brand across 5 Chinese social platforms with Python in 2026 — the cross-platform dedup problem and how to handle it
You want to know how a brand is being talked about in China. The catch: the conversation isn't on one platform. It's split across Weibo (microblog), R…
Bing Search API Replacement: scrape SERP results for $1.05/1K
Quick answer: Microsoft retired the Bing Search API on August 11, 2025. There is no longer an official endpoint. A Bing search scraper hits the same w…
ATS Tech Stack Detector: pull company back-end stacks from jobs for $5.05/1K
Quick answer: Greenhouse, Lever, and Ashby each publish a public job-board API that any job aggregator can hit — no auth required. An ATS tech stack d…
Google AI Overview Tracker: 8-selector battery + citation drift telemetry
Quick answer: Google publishes no API for AI Overview citations. The only way to get the data programmatically is to render Google SERPs in a real bro…
The 7 Best Reddit Scrapers in 2026 (Free & Paid, Tested)
Looking for the best way to scrape Reddit posts and comments in 2026? Here's an honest, hands-on comparison of the top Reddit scrapers — including the…
I Tested Every Web Scraping Tool Against Lazada — Here's What Actually Works (May 2026)
I came across Scrapling through a recommendation on X and decided to put it through its paces — not against a demo page, but against Lazada Singapore,…
How China-focused funds turn Weibo into alt-data (Python, 2026)
If you run a China book — equities, FX, commodities, or just a macro tilt — you already know the problem: the official numbers are slow and the Englis…
I Built a SaaS Risk Scanner That Collects 35+ Signals Per Vendor. Here's What I Learned About Scraping, LLMs, and Solo Engineering.
I got into lifetime SaaS deals (LTDs) the way most people do - I bought a few on AppSumo and got burned. Not catastrophically, but enough to notice: t…
How I built a Bluesky scraper using the AT Protocol API (and published it on Apify)
Bluesky hit 40 million users earlier this year, and unlike Twitter, it runs on an open protocol — the AT Protocol — where public data is genuinely pub…
Data Normalization Across Dublin Rental Portals: How to Make Listings Comparable
Data Normalization Across Dublin Rental Portals: How to Make Listings Comparable Dublin rental listings are fragmented even across the main portals. D…
Optimizing Browser Fingerprint Spoofing and Session Validation in Automated Scrapers
Maintaining session longevity in high-entropy adversarial environments requires decoupling structural browser fingerprinting from state validation. In…
Cleaning Background Noise and Scaling AI Scraping
While optimizing the background workers for a data-heavy pipeline (specifically cleaning up bloated log files and refactoring core/tools/buildinpublic…