A 3-day bug hunt on a 3-person team costs up to β¬7,200 in lost engineering time. This workshop teaches you to prevent that β unit tests, data tests, and integration tests for PySpark and Databricks Lakeflow, including Spark Declarative Pipelines.
The Structured Streaming guarantees end-to-end exactly-once delivery (in micro-batch mode) through the semantics applied to state management, data source and data sink. The state was more covered in the post about the state store but 2 other parts still remain to discover.