The most valuable part of building my AI-SOC platform wasn’t Elasticsearch.

It wasn’t FastAPI.

It wasn’t even the detection engine.

It was troubleshooting.

During development, I encountered:

• Infrastructure instability

• VPS migration challenges (very bad experience with Hetzner provider for VPS)

• Authentication failures

• Elasticsearch index mismatches

• Event parsing issues

• Database persistence problems

At one point, everything appeared healthy:

API returned 200 OK.

Detector reported success.

Services were running.

Yet no incidents were being stored.

The root cause?

A database commit operation is located after a return statement.

A small mistake with a large impact.

Building security platforms teaches an important lesson:

Always validate the entire pipeline.

Never trust assumptions.

Logs tell the truth.

#SecurityEngineering

#CyberSecurity

#SOC

#BlueTeam

#DevSecOps