Netflix implemented a Write-Ahead Log (WAL) system to enhance data platform resilience by capturing database mutations in a durable log before applying them downstream. The modular architecture decouples producers from consumers, uses SQS and Kafka with dead-letter queues, and supports delay queues, cross-region replication,
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