test-automation-strategy
Design and implement effective test automation with proper pyramid, patterns, and CI/CD integration. Use when building automation frameworks or improving test efficiency.
Works with
---
name: test-automation-strategy
description: Design and implement effective test automation with proper pyramid, patterns, and CI/CD integration. Use when building automation frameworks or improving test efficiency.
license: MIT
---
# Test Automation Strategy
<default_to_action>
When designing or improving test automation:
1. DETECT anti-patterns: Ice cream cone? Slow suite? Flaky tests?
2. USE patterns: Page Object Model, Builder pattern, Factory pattern
3. INTEGRATE in CI/CD: Every commit runs tests, fail fast
4. MANAGE flaky tests: Quarantine, fix, or delete - never ignore
**Quick Anti-Pattern Detection:**
- Ice cream cone (many E2E, few unit) → Invert to pyramid
- Slow tests (> 10 min suite) → Parallelize, mock external deps
- Flaky tests → Fix timing, isolate data, or quarantine
- Brittle selectors → Use data-testid, semantic locators
</default_to_action>
## Quick Reference Card
### When to Use
- Building new automation framework
- Improving existing test efficiency
- Reducing flaky test burden
- Optimizing CI/CD pipeline speed
### Anti-Patterns to Detect
| Problem | Symptom | Fix |
|---------|---------|-----|
| Ice cream cone | 80% E2E, 10% unit | Invert pyramid |
| Slow suite | 30+ min CI | Parallelize, prune |
| Flaky tests | Random failures | Quarantine, fix timing |
| Coupled tests | Order-dependent | Isolate data |
| Brittle selectors | Break on CSS change | Use data-testid |
---
## CI/CD Integration
```yaml
name: Test Pipeline
on: [push, pull_request]
jobs:
unit-tests:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- run: npm ci
- run: npm run test:unit -- --coverage
timeout-minutes: 5
- uses: codecov/codecov-action@v3
integration-tests:
needs: unit-tests
runs-on: ubuntu-latest
services:
postgres:
image: postgres:15
steps:
- run: npm run test:integration
timeout-minutes: 10
e2e-tests:
needs: integration-tests
runs-on: ubuntu-latest
steps:
- run: npx playwright test
timeout-minutes: 15
```
---
## Flaky Test Management
```typescript
// Quarantine flaky tests
describe.skip('Quarantined - INC-123', () => {
test('flaky test awaiting fix', () => { /* ... */ });
});
// Agent-assisted stabilization
await Task("Fix Flaky Tests", {
tests: quarantinedTests,
analysis: ['timing-issues', 'data-isolation', 'race-conditions'],
strategies: ['add-waits', 'isolate-fixtures', 'mock-externals']
}, "qe-flaky-test-hunter");
```
---
## Agent-Assisted Automation
```typescript
// Generate tests following pyramid
await Task("Generate Test Suite", {
sourceCode: 'src/',
pyramid: { unit: 70, integration: 20, e2e: 10 },
patterns: ['page-object', 'builder', 'factory'],
framework: 'jest'
}, "qe-test-generator");
// Optimize test execution
await Task("Optimize Suite", {
algorithm: 'johnson-lindenstrauss',
targetReduction: 0.3,
maintainCoverage: 0.95
}, "qe-regression-risk-analyzer");
// Analyze flaky patterns
await Task("Flaky Analysis", {
testHistory: 'last-30-days',
detectPatterns: ['timing', 'data', 'environment'],
recommend: 'stabilization-strategy'
}, "qe-flaky-test-hunter");
```
---
## Agent Coordination Hints
### Memory Namespace
```
aqe/automation/
├── test-pyramid/* - Coverage by layer
├── page-objects/* - Shared page objects
├── flaky-registry/* - Quarantined tests
└── execution-metrics/* - Suite performance data
```
### Fleet Coordination
```typescript
const automationFleet = await FleetManager.coordinate({
strategy: 'test-automation',
agents: [
'qe-test-generator', // Generate pyramid-compliant tests
'qe-test-executor', // Parallel execution
'qe-coverage-analyzer', // Coverage gaps
'qe-flaky-test-hunter', // Flaky detection
'qe-regression-risk-analyzer' // Smart selection
],
topology: 'hierarchical'
});
```
---
## Related Skills
- [tdd-london-chicago](../tdd-london-chicago/) - TDD for unit tests
- [api-testing-patterns](../api-testing-patterns/) - Integration patterns
- [cicd-pipeline-qe-orchestrator](../cicd-pipeline-qe-orchestrator/) - Pipeline integration
- [shift-left-testing](../shift-left-testing/) - Early automation
---
## Remember
**With Agents:** Agents generate pyramid-compliant tests, detect flaky patterns, optimize execution time, and maintain test infrastructure. Use agents to scale automation quality.
## Gotchas
- Agent generates 80% E2E tests and 20% unit tests (inverted pyramid) — explicitly enforce 70/20/10 ratio
- Page Object Model tests become brittle when selectors change — prefer data-testid attributes over CSS selectors
- Flaky tests quarantined but never fixed is technical debt — set a 2-week SLA to fix or delete
- Agent treats test code as second-class — test code needs the same review standards as production code
- Parallel test execution requires test isolation — shared state between tests causes non-deterministic failuresMore Deployment & CI/CD skills
azure-enterprise-infra-planner
microsoft/azure-skills
Architect and provision enterprise Azure infrastructure from workload descriptions. For cloud architects and platform engineers planning networking, identity, security, compliance, and multi-resource topologies with WAF alignment. Generates Bicep or Terraform directly (no azd). WHEN: 'plan Azure infrastructure', 'architect Azure landing zone', 'design hub-spoke network', 'plan multi-region DR topology', 'set up VNets firewalls and private endpoints', 'subscription-scope Bicep deployment', 'Azure Backup for VM workloads'. PREFER azure-prepare FOR app-centric workflows.
azure-kubernetes-app-deploy
microsoft/azure-skills
Use when deploying an existing web application or API to an already-running Azure Kubernetes Service cluster. Detects the framework, generates a Dockerfile and Kubernetes manifests, validates against AKS Deployment Safeguards, and deploys with verification. WHEN: deploy app to AKS, deploy to existing AKS cluster, containerize app for Kubernetes, generate K8s manifests for Azure, set up CI/CD for AKS, my AKS deployment is failing safeguard checks, I have a Django/Express/Spring Boot app to run on AKS. DO NOT USE FOR: creating or provisioning an AKS cluster (use azure-kubernetes), assessing migration to AKS Automatic (use azure-kubernetes-automatic-readiness), or deploying to non-AKS targets like Web Apps, Container Apps, or Functions.
finetuning
microsoft/azure-skills
Fine-tune models on Microsoft Foundry using SFT (supervised), DPO (preference), or RFT (reinforcement with graders). Covers dataset preparation, training job submission, deployment, and evaluation. USE FOR: fine-tune, SFT, DPO, RFT, training data, grader, distillation, fine-tuned model, training job, large file upload, calibrate grader, deploy fine-tuned model, evaluate fine-tuned model. DO NOT USE FOR: general model deployment without fine-tuning (use deploy-model), agent creation (use agents), prompt optimization without training (use prompt-optimizer).

