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).…