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AI Enrichment Pipeline: From Sample Classification to 100K-File Metadata Search with Bedrock and OpenSearch NextGen

Quick Recap: What We Built in Part 1 In Part 1 , we built a metadata catalog on Apache Iceberg (S3 Tables) that makes unstructured files on FSx for…

awsicebergdatalakeamazonfsxfornetappontap
Dev.to Jun 8, 2026, 16:37 UTC
EN

From Hours to Seconds: An AI-Powered Metadata Catalog for Unstructured Data on FSx for ONTAP

What Works Now vs What Requires Validation This article separates verified AWS-native capabilities from cross-platform paths that still require vali…

awsicebergdatalakeamazonfsxfornetappontap
Dev.to Jun 8, 2026, 16:26 UTC
EN

FSx for ONTAP Audit Logs with Data Residency in your region with Sumo Logic

TL;DR We built a serverless Lambda pipeline that ships FSx for ONTAP audit logs to Sumo Logic's JP (Tokyo) region deployment. For Japanese enterpris…

awssumologicobservabilityamazonfsxfornetappontap
Dev.to May 31, 2026, 00:37 UTC
EN

AI-Powered Root Cause: Correlating File Access with APM via Dynatrace

TL;DR We built a serverless Lambda pipeline that ships FSx for ONTAP audit logs to Dynatrace via the Log Ingest API v2. The real value: Dynatrace's…

awsdynatraceobservabilityamazonfsxfornetappontap
Dev.to May 31, 2026, 00:26 UTC
EN

High-Cardinality File Access Analysis with Honeycomb + OTel

TL;DR We built a serverless pipeline that ships FSx for ONTAP audit logs to Honeycomb, where its high-cardinality query engine turns file access dat…

awshoneycombobservabilityamazonfsxfornetappontap
Dev.to May 31, 2026, 00:15 UTC
EN

Operational Hardening — Guardrails, Secrets Rotation & SLO — FSx ONTAP S3AP Phase 12

TL;DR Phase 12 hardens the Phase 11 event-driven pipeline for production: capacity guardrails, automated secrets rotation, SLO observability, and Pe…

awsserverlessamazonfsxfornetappontaps3accesspoints
Dev.to May 17, 2026, 18:21 UTC
EN

Event-Driven Ransomware Detection with ONTAP ARP + Datadog

TL;DR ONTAP's Autonomous Ransomware Protection (ARP) detects encryption patterns at the storage layer. When ARP fires, an EMS event is pushed via we…

awsserverlessdatadogamazonfsxfornetappontap
Dev.to May 17, 2026, 09:16 UTC
EN

Shipping FSx for ONTAP Logs to Datadog — The Serverless Way

TL;DR Deploy a CloudFormation stack, configure ONTAP audit logging, and see structured file access events in Datadog Log Explorer within minutes — n…

awsserverlessdatadogamazonfsxfornetappontap
Dev.to May 17, 2026, 09:16 UTC
EN

Why Your FSx for ONTAP Audit Logs Deserve Better Than EC2

TL;DR FSx for ONTAP file access audit logs are usually consumed through EC2-based patterns — mounted audit volumes and agent-based forwarders such a…

awsserverlessobservabilityamazonfsxfornetappontap
Dev.to May 17, 2026, 09:14 UTC
EN

Smart Routing, Transfer Family Ingestion, and Voice Chat — Permission-Aware RAG v4.2

What This Post Covers This is a companion article to the FSx for ONTAP S3 Access Points Serverless Patterns series. While that series focuses on ser…

awsamazonfsxfornetappontapserverlessamazonbedrock
Dev.to May 15, 2026, 03:51 UTC
EN

Smart Routing, Transfer Family Ingestion, and Voice Chat — Permission-Aware RAG v4.2

What This Post Covers This is a companion article to the FSx for ONTAP S3 Access Points Serverless Patterns series. While that series focuses on ser…

awsamazonfsxfornetappontapserverlessamazonbedrock
Dev.to May 14, 2026, 12:23 UTC
EN

Production Rollout, VPC Endpoint Auto-Detection, and the CDK No-Go — FSx for ONTAP S3 Access Points, Phase 9

TL;DR This is Phase 9 of the FSx for ONTAP S3 Access Points serverless pattern library. Building on Phase 8 , Phase 9 delivers: VPC Endpoint auto-de…

awsamazonfsxfornetappontaps3accesspointsserverless
Dev.to May 14, 2026, 02:23 UTC

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