Uber replaced its batch-heavy data lake ingestion with IngestionNext - a streaming-first platform built on Kafka, Flink, and Apache Hudi. Latency dropped from hours to minutes and compute usage fell 25%. A technical breakdown of the architecture and what data teams can learn from it.