So I moved to Android's built-in Linux VM (AVF) and somehow got a Flutter APK to build
My Reddit scraper returned empty arrays for 71 days. Nothing broke visibly. The market-listening output file kept being written, kept being committed to git, kept looking like a healthy daily snapshot. Nobody caught it until the interpretation layer noticed that Reddit-sourced signals hadn't changed in two months.
The three patterns I added afterward are small. Combined, they mean that ...
Repeating a YouTube search query three times and keeping only results that appear in two or more of those fetches is more reliable than treating any single fetch as ground truth. The Jaccard similarity between two fetches of the same query — within a single minute — sits around 0.43–0.88. Today's run measured 0.447 for the "more steam reviews than" query. That means roughly half the video IDs f...
ORIGINALLY PUBLISHED ON MEDIUM
This is the thirteenth article in a series on PHP and Laravel application security.
So far we have covered:
Efficient CI/CD Pipelines for Azure Kubernetes Services (AKS): Automation and Scalability
In modern cloud-native environments, Continuous Integration (CI) and Continuous Deployment (CD) are essential components of a successful development process. They enable companies to deliver new features quickly, securely, and with high quality. In...
Your crawl job finished successfully. That doesn't mean it got the data.
Every scraping pipeline has a monitoring dashboard, and every monitoring dashboard has the same blind spot: it tracks whether requests succeeded, not whether the content that came back was real. A job that completes with a wall of green 200 status codes looks healthy. It can also be quietly wrong, ...