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Production feature platform with SageMaker Feature Store + Databricks Feature Store + Feast unified abstraction. Streaming features via Kinesis→DynamoDB online+S3 offline, batch features via Spark, training on SageMaker+Databricks, real-time serving with <50ms P99, drift monitoring via Model Monitor + PSI/KS detector.