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case of transient errors. Dead-letter Queues (Optional): For critical messages or persistent errors, consider implementing a dead-letter queue (DLQ). Failed messages can be sent to the DLQ for manual intervention or later processing attempts. 3. Leverage Kafka Consumer Offsets Management Tools: