Support automation tooling.

Problem

Engineers repeated the same log and metric checks on every case.

Solution

Wrote tooling to collect and analyze logs, metrics and traces.

Architecture

Python/Bash utilities plus shared playbooks.

Results

Faster root-cause analysis on customer incidents.