MHP

Production Patterns – Scheduling & CI/CD

Go-live patterns for production data pipelines
Lakeflow Jobs
Schedule notebooks and jobs
Monitor with Databricks SQL
CI/CD with GitHub Actions
Snowflake Tasks
Native task scheduling
Streams for change detection
Task history and monitoring
dbt Cloud
dbt Cloud job scheduling
CI/CD with GitHub integration
Slim CI for fast feedback

All three patterns support the medallion architecture (Bronze → Silver → Gold) for data quality validation