Checkpointing is a fault tolerance mechanism used in stateful stream processing systems like RisingWave. It involves periodically taking consistent snapshots of the internal state (e.g., aggregation results, join states) and storing them durably (like in RisingWave's State Store). If a failure occurs, the system can restore its state from the latest successful checkpoint and resume processing, minimizing data loss and ensuring consistency.