AI Driven DevSecOps Part 4: Observing Microservices with OpenTelemetry and Grafana

AI Driven DevSecOps Part 4: Observing Microservices with OpenTelemetry and Grafana

Source: YouTube · SANS Cloud Security · published Jul 31, 2026 · 55:10

Cloud Security
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Description

BLUF: This session demonstrates integrating OpenTelemetry with Kong and Grafana to collect and visualize telemetry data, while using AI agents via MCPs to speed up configuration and troubleshooting 2:46.

Key Takeaways:
• Core observability signals: metrics, logs, and traces linking transactions across systems 2:50
• OpenTelemetry is vendor-neutral—swap backends without rewriting instrumentation 7:51
• High metric cardinality (e.g., unique pod names as labels) can overwhelm storage 6:01
• The OTel Collector uses receiver/processor/exporter pipelines to send data to multiple destinations 11:03
• MCP servers let AI agents explore infrastructure read-only, speeding up debugging 16:21
• Grafana's Loki, Tempo, and Mimir share scalable designs: object storage and multi-tenancy 29:14

AI agents spotted missing configuration in minutes that took the presenter hours to find manually 27:02. Combining solid telemetry with AI assistance enables faster incident response and deeper visibility.

Sources:

  • 2:46 Intro to observability pillars
  • 6:01 Metric cardinality risks
  • 7:51 OpenTelemetry overview
  • 11:03 Collector pipeline architecture
  • 16:21 MCP servers for AI agents
  • 27:02 AI finding missing config
  • 29:14 Grafana storage engines

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First 800 characters of the transcript

Welcome, I guess the part four in the title. We've got all covered here, so um quick background about me. Uh my name is Ben Allen. I currently work at the Bouillon Group as a security engineer. And I figured since we're talking observability, I'd uh give the brief summary of my uh sort of career history here as a trace. So, um slides will be available tomorrow. You can take a look deeper in there. Um top-level summary, I've been doing infosec stuff for over 20 years and I'm having a blast and still learning more and more and more every day, so um what we've got in store for today. Uh [clears throat] we're going to do a quick series recap. Um we'll look at some core concepts of observability. Um dig into the details with Open Telemetry and Grafana and uh do some conclusions. Hopefully, we'r…