Real‑time and overnight data pipelines often succeed or fail on one thing: Can you move enough data through BigQuery and Dataflow within your SLA window?

In a production Apache Beam/Dataflow environment, several large jobs started to miss their daily deadlines after a Beam upgrade. All of them shared a pattern: