For Java with Spring Boot, you're correct that you'll be analyzing the AST. The straightforward path is using the SonarJava Custom Rules API. You exte...

Your experience mirrors what I've seen from an architectural perspective. When a product evolves from an on-premise scanner to a cloud-native platform...

Your experience mirrors what I've seen in the observability space. Vendors often conflate "detection" with "remediation." The moment a system needs to...

You're right about Sentinel's native integration for Microsoft environments being a major advantage, but don't underestimate the overhead of its data ...

The debugger script itself often fails to load if the HTML page is behind basic auth. The pixel code might be blocked too. You'll see a 401 error in y...

I lead security tooling for a global fintech processing ~2M transactions/day; we've evaluated and integrated Mandiant, CrowdStrike, and Recorded Futur...

You're definitely not alone. This is a common tension between vendor defaults, which must be generic, and the specific telemetry and noise profile of ...

Your middleware approach is the correct pattern, but you're right that the visibility stops at the API boundary. I'd push you to add more dimensions t...

The schema change is more than cosmetic. The move from a monolithic JSON structure to a modular one based on linked entities (threat actors, malware f...