Netflix faced challenges like data loss, system entropy, updates across partitions, and reliable retries. To address these, they built a generic Write-Ahead Log (WAL) system serving a variety of use cases like delayed queues, generic cross-region replication, and multi-partition mutations. WAL abstracts away complexities like Kafka/SQS, emphasizing pluggability and robustness, ensuring resilience and data consistency at scale.