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#observability

Diagram showing data flow through an AI API gateway with monitoring points.
AI Dev Tools

AI Gateways: Your New Blind Spot?

We've moved past asking 'can it call the model?' to demanding 'what happens when it doesn't work?' The AI API gateway is the new frontier for crucial — and often overlooked — observability.

4 min read 2 days, 8 hours ago
Diagram illustrating the complex network of microservices and infrastructure components during a cloud migration.
DevOps & Platform Eng

Heroku to EKS: Migrating Assumptions, Not Just Systems

When a fast-growing SaaS company migrated from Heroku to EKS, they didn't just move servers; they unearthed deeply held, flawed assumptions about their infrastructure. The cost savings and performance gains were hard-won.

6 min read 2 days, 10 hours ago
Diagram showing application data flowing through OTel SDK and Collector to Datadog and Azure Monitor.
DevOps & Platform Eng

OpenTelemetry: Vendor Lock-In's Death Knell?

The promise of vendor-agnostic observability is finally within reach. OpenTelemetry is no longer just a buzzword; it's a production-ready reality that promises to break free from the shackles of proprietary monitoring solutions.

5 min read 3 days, 6 hours ago
A diverse group of professionals collaborating around a digital display showing complex data visualizations and AI-related graphics, symbolizing the collaborative and complex nature of AI agent deployment.
AI Dev Tools

AI Agents in Production: Datadog & T-Mobile Spill the Beans [Reality Check]

Think AI agents are a magic bullet for enterprise problems? Think again. Datadog and T-Mobile leaders are pulling back the curtain on the real, often messy, journey of deploying AI agents in production environments.

6 min read 1 week, 3 days ago
Diagram illustrating standardized telemetry flow for AI agents across different platforms.
AI Dev Tools

AI Agents Get a Standard: Arize & Google Cloud Mandate Telemetry

The composable nature of modern enterprise software has finally caught up with AI. Now, Arize AI and Google Cloud are pushing for standardized telemetry to tame the 'Wild West' of agent behavior.

6 min read 2 weeks, 1 day ago
Diagram showing Grafana Assistant agents collecting data from Prometheus, Loki, and Tempo to build an infrastructure knowledge base.
DevOps & Platform Eng

Grafana Assistant's Autopilot: Infrastructure Memory Arrives

When alerts fire, engineers often drown in context gathering. Grafana Assistant's new 'infrastructure memory' feature promises to cut through that noise, learning your systems *before* you ask.

6 min read 2 weeks, 4 days ago
Screenshot of the gcx CLI tool in action within a terminal, showing observability data.
DevOps & Platform Eng

Grafana CLIs for AI Agents: Observability Now in Your Terminal [Deep Dive]

Remember when we thought AI agents would just write code faster? Turns out, they need to see the world too. Grafana's new CLI tool is bridging that critical gap, bringing live system data straight to your terminal and your AI copilots.

5 min read 2 weeks, 6 days ago
Observability Explained: Logs, Metrics, and Traces for Modern Applications
DevOps & Platform Eng

Observability Explained: Logs, Metrics, and Traces for Modern Applications

A comprehensive guide to observability covering the three pillars of logs, metrics, and traces, and how to implement an effective observability strategy.

6 min read 1 month, 1 week ago
Fractured digital signals drifting apart in a complex system architecture diagram
DevOps & Platform Eng

68% of Outages Start Here: Signal Fragmentation's Quiet Sabotage

Honeycomb's 2023 report nails it: 68% of production outages trace back to signal inconsistencies, not outright failures. Systems chug along. Meaning? It slips away.

4 min read 1 month, 2 weeks ago
Diagram of AI agent workflow traced end-to-end with OpenLIT spans in Grafana Cloud
Databases & Backend

AI Agents Gone Wild: Tracing Chaos with OpenLIT and Grafana Cloud

Your AI agent just burned $500 on a wild goose chase across tools and LLMs. OpenLIT and Grafana Cloud turn that black box into a traceable map—before costs spiral.

4 min read 1 month, 2 weeks ago

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