From HTML Scraping to Resilient APIs: Automating Article Analytics on Zenn

When public APIs are unavailable, developers extracting platform analytics must rely on undisclosed endpoints—but fragile implementations risk silent data corruption. This guide demonstrates how to safely query Zenn's private stats API, validate responses rigorously, and architect probes that crash intentionally rather than limp along with garbage data, ensuring reliable automated monitoring through GitHub Actions.