Grafana’s Approach to AI-Native Observability

Grafana’s Approach to AI-Native Observability

Author: Software Engineering Daily July 2, 2026 Duration: 48:29

Advanced software systems have long been more complex than any single engineer can fully understand. Observability is the established solution to this problem, but with AI agents now generating code, deploying changes, and operating autonomously, the challenge of understanding large software systems is entering a new dimension.

Grafana is an open source observability platform, and one of the most widely used in the world. The company builds tools that help teams collect, visualize, and act on telemetry data across logs, metrics, and traces. They are now extending that capability into the agentic era with AI-powered investigation and monitoring tools.

Anthony Woods is a co-founder of Grafana Labs. In this episode, he joins Matt Merrill to discuss how AI-generated code is straining software operations, why telemetry data volume has become as much a problem as a solution, how Grafana is adapting to a world where agents are the primary consumers of observability data, and what keeps him up at night about where the industry is headed.

Sponsorship inquiries: sponsor@softwareengineeringdaily.com

The post Grafana’s Approach to AI-Native Observability appeared first on Software Engineering Daily.


Every day, the world of technology evolves, and Software Engineering Daily provides a crucial, in-depth look at how that happens. This podcast sits at the intersection of code, infrastructure, and the people who build it, offering long-form conversations that go far beyond surface-level news. Each episode features a detailed technical interview with engineers, founders, and researchers who are actively shaping the landscape. Listeners will hear concrete discussions about system design, programming languages, DevOps practices, and the architectural decisions behind major platforms. The focus is on the how and the why-the practical challenges and trade-offs faced by professionals in the field. It’s a resource for developers seeking to understand not just what tools to use, but the underlying principles that make them effective. By dedicating time to a single topic per episode, the podcast allows for a thorough exploration that is both educational and genuinely insightful. Tune in for a consistent and substantive dive into the mechanics of modern software, where every conversation is an opportunity to deepen your technical understanding and stay engaged with the pulse of the industry.
Author: Language: en-us Episodes: 50

Software Engineering Daily
Podcast Episodes
Hype and Reality of the AI Coding Shift [not-audio_url] [/not-audio_url]

Duration: 57:05
AI coding tools have gone from novelty to core infrastructure in under three years. Today, many devs use AI daily, a substantial share of new code is AI-generated, and expectations for automation are rapidly increasing.…
Unlocking the Data Layer for Agentic AI with Simba Khadder [not-audio_url] [/not-audio_url]

Duration: 49:04
AI agents are increasingly capable of reasoning and performing autonomous work over long periods. However, as agents take on more complex, longer-horizon tasks, keeping them supplied with the right information becomes th…
Agentic Mesh with Eric Broda [not-audio_url] [/not-audio_url]

Duration: 47:23
AI agents are evolving from individual productivity tools into distributed systems components inside enterprises. The next frontier is coming into focus, and it involves large-scale ecosystems of collaborating agents emb…
New Relic and Agentic DevOps with Nic Benders [not-audio_url] [/not-audio_url]

Duration: 46:18
Observability emerged from the need to understand complex software systems, and involves tracking metrics, logs, and traces so engineers can detect and diagnose problems before they affect users. However, modern applicat…
Mobile App Security with Ryan Lloyd [not-audio_url] [/not-audio_url]

Duration: 54:52
Mobile apps have become a primary interface for critical services, including banking, payments, and healthcare. Unlike web applications, much of the logic and intellectual property in a mobile app lives directly on the u…
FastMCP with Adam Azzam and Jeremiah Lowin [not-audio_url] [/not-audio_url]

Duration: 1:06:06
The Model Context Protocol, or MCP, gives developers a common way to expose tools, data, and capabilities to large language models, and it has quickly become an important standard in agentic AI. FastMCP is an open source…
SED News: OpenCode, AI Code vs. Shipped Code, and the LiteLLM Breach [not-audio_url] [/not-audio_url]

Duration: 56:42
SED News is a monthly podcast from Software Engineering Daily where hosts Gregor Vand and Sean Falconer unpack the biggest stories shaping software engineering, Silicon Valley, and the broader tech industry. In this epis…
FreeBSD with John Baldwin [not-audio_url] [/not-audio_url]

Duration: 1:03:31
FreeBSD is one of the longest-running and most influential open-source operating systems in the world. It was born from the Berkeley Software Distribution in the early 1990s, it has powered everything from high-performan…
Cilium, eBPF, and Modern Kubernetes Networking with Bill Mulligan [not-audio_url] [/not-audio_url]

Duration: 57:30
Modern cloud-native systems are built on highly dynamic, distributed infrastructure where containers spin up and down constantly, services communicate across clusters, and traditional networking assumptions break down. L…