Phase 7: CI/CD Pipelines for AI Code · 50 min · GitHub Actions · GitHub Releases · SBOM
Deployment Gates & Release Quality
Block releases on quality failures. 0 critical SAST, mutation > 80%, coverage > 90%.
Hiring signal: Engineers who can implement deployment gates and release quality thresholds demonstrate release management expertise.
What you will learn
- Implement deployment gates that block releases on quality failures
- Enforce release quality thresholds: 0 critical SAST, mutation > 80%, coverage > 90%
- Generate release artifacts with SBOM and audit trail
- Configure release pipelines with quality gates before deployment
The Problem
CI gates (Lessons 1-2) prevent bad code from being merged. But deployment gates prevent bad releases from reaching production. This lesson covers deployment gates, release quality thresholds, and release artifacts with SBOM.
Release Quality Thresholds
| Gate | Threshold | Rationale |
|---|
| SAST critical findings | 0 | No critical security vulnerabilities in production |
| SAST high findings | 0 | No high severity vulnerabilities in production |
| Mutation score | > 80% | Tests catch 80%+ of behavioral bugs |
| Test coverage | > 90% | 90%+ of code paths are tested |
| SCA critical/high | 0 | No vulnerable dependencies in production |
| AI review critical | 0 | No critical issues from AI code review |
| Lockfile hash match | 100% | No package substitution |
| SBOM generated | Yes | Inventory for incident response |
Unlock the full lesson
You've read the first 2 sections. The rest of this lesson covers The Release Pipeline, Build It — plus a hands-on lab, quiz, and project artifact.
Create a free account to unlock Phase 0 and Phase 1 of every course — no credit card.
Browse all courses · View pricing · DeVenture Academy