The Problem
Pipeline failures interrupt development workflows. The typical remediation process:
- Scan through thousands of lines of build logs to find the error
- Understand the root cause
- Write the fix
- Test the change
For common, repetitive failures — missing Terraform variables, incorrect region names, syntax errors—this wastes significant engineering time. We measured an average of 30 minutes per failure in our environment.