9h ago · 6 min read · Yesterday I posted about losing $540 a month to silent user churn. The day after, I went looking at why my LinkedIn scraper itself was bleeding compute every run. Found three bugs that were quietly eating margin. Shipped fixes today. If you missed it...
Join discussion1d ago · 7 min read · My Apify portfolio went from $268 rolling 30 day profit to $50 over about three weeks in April, and I spent most of that stretch assuming it was a reporting glitch. It wasn't a glitch. Two agency buyers who'd been running my Google Maps Lead Intel ac...
Join discussion2d ago · 2 min read · Was building a training set from AI podcast transcripts and hit YouTube API's 10,000/day quota immediately. Here is how I worked around it. The problem YouTube Data API v3 has a 10,000 unit daily quota per project. A transcript pull costs about 1-3 u...
Join discussion2d ago · 3 min read · I run a LinkedIn employees scraper on Apify that had a 62% false positive problem. Here is how we fixed it. The false positive problem The first version was a Google dork. Query site:linkedin.com/in/ "TargetCompany" and parse the SERP. Fast, cheap, a...
Join discussion3d ago · 9 min read · How to Scrape Google Scholar for Academic Research at Scale in 2026 If you've ever spent an afternoon clicking through Google Scholar pages, manually copying citations into a spreadsheet, or trying to track down all the papers a researcher has publis...
Join discussionApr 2 · 8 min read · A year ago, I had zero scrapers on Apify. Today, I have 30 published actors, with 9 of them ranking in the top 3 of their niche. Here is what that journey looked like — and why I think building data tools is one of the most underrated side businesses...
Join discussionApr 2 · 11 min read · My Apify bill arrived last Tuesday. I expected around $60 for the month. The actual charge was $312. No alert fired. No email warning. Just a charge on my card and a spike in the compute units graph I hadn't thought to check mid-cycle. This guide is ...
Join discussionApr 2 · 5 min read · How I Built a Cross-Country Vinted Scraper Without Getting Blocked in 2026 When you need to track vintage streetwear across six different European countries at the exact same time, you realize quickly that normal web scraping does not work anymore. I...
Join discussion
Apr 2 · 4 min read · Why Python Fails at Scraping Vinted in 2026 (And How to Fix It) If you are trying to scrape Vinted right now using standard Python libraries, you are wasting your time. The era of requests and BeautifulSoup is officially dead. The era of simple Selen...
Join discussion
Feb 13 · 3 min read · If you’re a developer who loves the "Set it and forget it" lifestyle, you’re in the right place. While the Apify CLI is powerful, sometimes you just want to write code on GitHub and have it magically appear in the cloud. In this guide, we’ll build an...
Join discussion
