#buildinpublic https://kamil.chm.ski/
Want the complete guide to workflow anatomy and CI Vitals optimization?
Read the full breakdown: cimatic.io/blog/github-...
#GitHubActions #CICD #DevOps #DeveloperProductivity #Automation
Want the complete guide to workflow anatomy and CI Vitals optimization?
Read the full breakdown: cimatic.io/blog/github-...
#GitHubActions #CICD #DevOps #DeveloperProductivity #Automation
1. Move linting/quick tests to job start
2. Add caching for node_modules, pip, etc.
3. Use artifacts to share builds between jobs
4. Remove unnecessary dependencies
5. Add retries for external calls
Small changes = big savings.
1. Move linting/quick tests to job start
2. Add caching for node_modules, pip, etc.
3. Use artifacts to share builds between jobs
4. Remove unnecessary dependencies
5. Add retries for external calls
Small changes = big savings.
❌ Sequential jobs that could run parallel
❌ No caching (downloading deps every run)
❌ Expensive operations before quick checks
❌ Flaky external dependencies without retries
❌ Rebuilding same artifacts in multiple jobs
❌ Sequential jobs that could run parallel
❌ No caching (downloading deps every run)
❌ Expensive operations before quick checks
❌ Flaky external dependencies without retries
❌ Rebuilding same artifacts in multiple jobs
**🏎️ Workflow Execution Time**
- Remove unnecessary `needs` dependencies
- Parallelize independent jobs
- Cache dependencies and build outputs
**🎯 Noise-to-Fix Ratio**
- Retry logic for network steps
- `continue-on-error` for non-critical steps
**🏎️ Workflow Execution Time**
- Remove unnecessary `needs` dependencies
- Parallelize independent jobs
- Cache dependencies and build outputs
**🎯 Noise-to-Fix Ratio**
- Retry logic for network steps
- `continue-on-error` for non-critical steps
1. Event triggers workflow
2. Jobs start in parallel (unless `needs`)
3. Steps run sequentially
4. Artifacts/outputs pass data between jobs
5. Workflow completes when all jobs finish
Parallel = faster. Dependencies = bottlenecks.
1. Event triggers workflow
2. Jobs start in parallel (unless `needs`)
3. Steps run sequentially
4. Artifacts/outputs pass data between jobs
5. Workflow completes when all jobs finish
Parallel = faster. Dependencies = bottlenecks.
**Workflow** → Collection of jobs
**Job** → Set of steps (runs on one runner)
**Step** → Individual task or action
**Action** → Reusable code component
**Runner** → VM that executes everything
Understanding this hierarchy = better optimization decisions.
**Workflow** → Collection of jobs
**Job** → Set of steps (runs on one runner)
**Step** → Individual task or action
**Action** → Reusable code component
**Runner** → VM that executes everything
Understanding this hierarchy = better optimization decisions.
🔴 Advanced Testing Strategies
🟡 Pipeline Control & Orchestration
🔵 Multi-Platform & Multi-Cloud Support
🟤 Access Control & Security Architecture
📖 Read about all 7 pillars: cimatic.io/blog/cicd-pi...
9/9
🔴 Advanced Testing Strategies
🟡 Pipeline Control & Orchestration
🔵 Multi-Platform & Multi-Cloud Support
🟤 Access Control & Security Architecture
📖 Read about all 7 pillars: cimatic.io/blog/cicd-pi...
9/9
Your pipeline generates wealth of data.
Track what matters:
• DORA metrics (lead time, deployment frequency)
• Developer experience metrics
• Pipeline performance trends
• Build/test bottlenecks
You can't improve what you don't measure.
8/9
Your pipeline generates wealth of data.
Track what matters:
• DORA metrics (lead time, deployment frequency)
• Developer experience metrics
• Pipeline performance trends
• Build/test bottlenecks
You can't improve what you don't measure.
8/9
The game-changer: Decouple deployment from release.
• Deploy safely with features off
• Gradual rollouts to minimize blast radius
• Instant rollback without code deployment
• A/B testing with real user data
Recovery time: Hours → Seconds
7/9
The game-changer: Decouple deployment from release.
• Deploy safely with features off
• Gradual rollouts to minimize blast radius
• Instant rollback without code deployment
• A/B testing with real user data
Recovery time: Hours → Seconds
7/9
Beyond dev-staging-prod:
• Team-specific sandboxes
• Ephemeral preview environments
• PR-based testing environments
• Compliance-ready promotion gates
No more "who broke the shared dev environment?"
6/9
Beyond dev-staging-prod:
• Team-specific sandboxes
• Ephemeral preview environments
• PR-based testing environments
• Compliance-ready promotion gates
No more "who broke the shared dev environment?"
6/9
Need better testing? Start with Pillar 4.
Security concerns? Jump to Pillar 7.
Scaling issues? Pillar 1 or 6.
The framework adapts to YOUR reality.
5/9
Need better testing? Start with Pillar 4.
Security concerns? Jump to Pillar 7.
Scaling issues? Pillar 1 or 6.
The framework adapts to YOUR reality.
5/9
🟣 Multiple Environments & Promotion
🟠 Feature Flags & Gradual Rollouts
🟢 Metrics & Observability
🔴 Advanced Testing Strategies
🟡 Pipeline Control & Orchestration
🔵 Multi-Platform & Multi-Cloud
🟤 Access Control & Security
4/9
🟣 Multiple Environments & Promotion
🟠 Feature Flags & Gradual Rollouts
🟢 Metrics & Observability
🔴 Advanced Testing Strategies
🟡 Pipeline Control & Orchestration
🔵 Multi-Platform & Multi-Cloud
🟤 Access Control & Security
4/9