infrastructure

Docker Compose health checks and dependency ordering are configured by standardizing service wiring, enforcing startup sequences, and validating port mappings across multi-container stacks to keep the streaming pipeline consistent and healthy.

TimescaleDB hypertable indexing rules are applied by validating database initialization scripts, enforcing hypertable conventions, and standardizing schema setups for event, drift, alert, and model tables in the fraud detection stack.

Provisioning Grafana dashboards and Prometheus scrape targets involves validating monitoring configuration, enforcing scrape target rules, and ensuring datasource stability to maintain observability across the real-time anomaly detection pipeline.

Yes, the infrastructure validation supports pinned Python dependencies and Dockerfile layering by enforcing exact version pinning and consistent build patterns across application services to maintain dependency hygiene.

Startup failures in the fraud detection stack often stem from misconfigured service wiring, incorrect dependency ordering, or invalid environment loading, which infrastructure validation resolves by standardizing Compose service orchestration rules.

Yes, adding a new microservice is supported by validating networking, startup order, metrics exposure, and database conventions, ensuring the new service aligns with existing Compose, TimescaleDB, and monitoring configurations.