# Step 2 — Implementation Detail

1. Added app and test package initializers plus reusable document fixture.
2. Added ingestion and application-wiring tests.
3. Added pyproject.toml, runtime requirements, and development requirements with pinned versions.
4. Added Kubernetes Deployment, ConfigMap, Secret, and ClusterIP Service manifests.