The UI tells you what the product decided. The backend tells you why.
When a case gets weird, I stop trusting the dashboard and start querying:
- SQL and Python against internal telemetry
- Elasticsearch and Coralogix for backend logs
- APIs and stack traces when the behavior doesn't match the docs
Because three very different problems look identical from the UI:
- A configuration issue. The settings did exactly what they were told to do.
- A true detection gap. The threat was real, and nothing caught it.
- A product defect. The tool was supposed to catch it and didn't.
Each one needs a completely different fix. Guess wrong and you "fix" the wrong thing while the real problem keeps happening.
Across 5,970 cases spanning phishing, BEC, DLP, security filtering and authentication failures, the most useful habit I've built is simple: don't conclude anything the data can't back up.