Streaming vs batch: now, or exactly?

When to stream, when to batch, and how to do both: the latency, accuracy and cost trade-off, Lambda's batch and speed layers and its two-codebase problem, Kappa's replay and its big question, how to choose, Flink windows, watermarks and state, Spark batch jobs, unified APIs, and the mistakes that produce wrong numbers.