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Refcards Trend Reports
Events Video Library
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The Latest Monitoring and Observability Topics

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Why AWS and Azure Handle Data Perimeter Differently
AWS and Azure handle identities and audit logging in fundamentally different ways, changing what you see in your security logs when someone tries to access your data.
August 13, 2026
by Suresh Gururajan
· 2,453 Views · 1 Like
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Incident Management and the Rise of AI SRE Agents
A newer category, dedicated AI SRE agents, goes further: they actively query logs, metrics, and deploy history live during an incident.
August 11, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 2,594 Views · 2 Likes
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Structured Logging in Distributed Systems: What Most Teams Get Wrong and How to Fix It
Most teams log, but log badly: wrong severity levels, no trace IDs, inconsistent fields, and logs siloed from traces. Fix that, and incidents go from hours to minutes.
August 10, 2026
by Ashwini Dave
· 3,748 Views · 2 Likes
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Building an Async Validation API With AWS Bedrock Agents and Serverless Architecture
Build a serverless async API that uses AWS Bedrock Agents to validate business forms against 60+ rules in under 60 seconds, without blocking the user.
August 5, 2026
by Rohit Nagpal
· 1,923 Views
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Designing a Reliable Data Synchronization Layer: Idempotency, Ownership, and Observability
Four design decisions for a sync layer you can trust: single ownership, idempotent writes, cheap change detection, observability.
August 4, 2026
by Mike Beentjes
· 4,468 Views · 5 Likes
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No Observability Tool Is the “Best”
There's no single "best" monitoring tool — like cars or pizza, "best" depends on your specific needs, budget, and skills.
August 3, 2026
by Leon Adato
· 1,663 Views · 1 Like
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Calling GCP From AWS Without Static Keys Using Open-Source MultiCloudJ
This guide demonstrates exchanging an AWS SigV4 Request for a GCP access token to enable secure, zero-trust communication between clouds using MultiCloudJ.
August 3, 2026
by Sandeep Pal
· 1,392 Views · 2 Likes
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Deploying a Spring Boot Microservice on AWS Fargate: Lessons From the Outage That Forced Me to Get It Right
Deploy a production-ready Spring Boot microservice on AWS Fargate with Docker, ECS, ALB health checks, private subnets, secrets, CI/CD, and autoscaling.
July 31, 2026
by Vishal Rameshchandra Shah
· 2,750 Views · 4 Likes
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SRE Best Practices for Production Alerting
Learn how to reduce alert noise, improve production monitoring, and create more effective alerts for large-scale distributed systems.
July 30, 2026
by Krishna Vinnakota
· 2,222 Views · 1 Like
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I Built a RAG Agent on Azure AI Foundry in an Afternoon. Here's What Nobody Tells You.
Azure AI Foundry turns RAG setup from a week of manual plumbing into an afternoon of configuration — but access control, security, and cost planning are still on you.
July 30, 2026
by Balaji Venkatasubramaniyar DZone Core CORE
· 2,254 Views · 1 Like
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Coordinating AI Agents With AWS SQS: A Practical Queue-Based Architecture
AWS SQS helps multi-agent AI workflows handle retries, duplicates, and repeated failures with queues, idempotency, and DLQs.
July 30, 2026
by Lucas Yoon
· 2,795 Views · 3 Likes
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AI in SRE: A Practical Autonomy Model for Self-Healing Infrastructure
A practical framework for graduated autonomy in self-healing infrastructure, covering three remediation tiers and policy-driven blast-radius controls for cloud SRE teams.
July 29, 2026
by Shraddhaben Gajjar
· 3,479 Views · 2 Likes
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OpenTelemetry's OpAMP Potential Far Beyond Supporting Collectors
A look at the Open Agent Management Protocol (OpAMP) that has been created by the CNCF OpenTelemetry project and how it could deliver beyond OTel's needs.
July 27, 2026
by Phil Wilkins
· 2,264 Views
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The Rise of Agentic SRE: Humans, Agents, and Reliability
Agentic SRE speeds up incident response, but it also requires clear guardrails, strong observability, and human oversight.
July 23, 2026
by Neel Shah
· 4,926 Views · 1 Like
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Agent Sprawl Is Your Next Production Incident: An SRE Response to Datadog's State of AI Engineering 2026
Datadog published the State of AI Engineering 2026 report. Read it. It's the most comprehensive look at AI in production available now.
July 20, 2026
by AJAY DEVINENI
· 4,074 Views · 1 Like
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7 Essential Guardrails for Building AI SRE Agents
AI agents can take over the first minutes of incident response, but only with the right boundaries. Seven guardrails that keep an SRE agent from becoming the outage.
July 20, 2026
by Akhilesh Rao Meesala
· 2,693 Views · 3 Likes
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Observability for AI Agents and Multi-Agent Systems: When Your System Can't Tell You Why It Did That
Agent systems discard the reasoning behind decisions. Capture workflow IDs, semantic logs, and prompt context before production deployment.
July 17, 2026
by Pruthvi Raj Seknametla
· 36,451 Views · 2 Likes
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Most Automation Failures Aren’t Bugs — They’re Boundary Problems
Most failures aren’t bugs — they’re broken assumptions between systems. Focus on boundaries, not just code, to debug faster.
July 16, 2026
by Gayathri Bolineni
· 3,236 Views · 4 Likes
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Scaling Teams, Scaling Systems: Unlocking Developer Productivity With Platform Engineering
Platform engineering scales teams and systems, streamlines workflows, and reduces friction—driving faster delivery, collaboration, and sustainable growth.
July 14, 2026
by Ammar Husain DZone Core CORE
· 3,289 Views · 1 Like
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AWS Glue ETL Design Principles for Production PySpark Pipelines
Learn eight AWS Glue ETL design principles for building production PySpark pipelines that are maintainable, scalable, observable, and cost-efficient.
July 14, 2026
by Janani Annur Thiruvengadam DZone Core CORE
· 3,743 Views · 2 Likes
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