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Stream-Processing Delivery Guarantees

End-to-end delivery is correct only when input progress, operator state, and sink effects cross failures as one consistent recovery boundary.

flowchart LR J[Junior: crash timing] --> M[Middle: checkpointed offsets and state] M --> S[Senior: transactional and idempotent sinks] --> P[Professional: engine internals]
flowchart LR K[Source offsets] --> C[Checkpoint] ST[Operator state] --> C C --> S[Sink commit] S --> A[Acknowledge checkpoint]

Choose a level

Level Guide You are done when
Junior The crash gap You can explain loss and duplication around offset commits.
Middle Consistent checkpoints You can restore source position and state together.
Senior End-to-end sink correctness You can choose transactions, idempotency, or deduplication.
Professional Recovery protocols You can compare Flink, Kafka Streams, and Spark guarantees.

Practice rule

Never label a job exactly-once until you can describe the crash between its sink write and source-progress commit.