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Near-Real-Time Processing, ML Inference, and Observability for FSx for ONTAP S3 Access Points — Phase 3 Architecture Patterns

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TL;DR This is Phase 3 of the FSx for ONTAP S3 Access Points serverless patterns collection. Building on the Phase 1 foundation and the 14 industry patterns from Phase 2 , Phase 3 adds three cross-cutting capabilities: Near-real-time processing : Kinesis Data Streams integration for minute-level change detection with seconds-level downstream processing after events are emitted (UC11) ML inference pipeline : SageMaker Batch Transform with Step Functions Callback Pattern for point cloud segmentation (UC9) Observability stack : X-Ray distributed tracing + CloudWatch EMF metrics across all 14 use cases Streaming and SageMaker features are opt-in via CloudFormation Conditions (default disabled, zero additional cost). Observability features (X-Ray, EMF, Dashboard, Alarms) can also be disabled but are enabled by default in the reference deployment.…

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