OpenTelemetry | Observability | Agentic Operations

Your stack may be messy.
Your observability
shouldn't be.

Brownfield environments are our home. How to migrate from proprietary telemetry, multiple single-pane-of-glass tooling, alert fatigue, and out-of-control monitoring budgets to a world of open standards?

Brownfield is the default.

Vendor lock-in

Proprietary telemetry instrumentation & collection, custom query languages, and data formats that keep you tethered to contracts you've outgrown.

Tool sprawl

Teams using two or more of: Datadog, Grafana, Amazon CloudWatch, New Relic, Splunk, and Dynatrace.Nobody planned it, but we have to pay for all of it.

Runaway costs

Observability bills that grow faster than your infrastructure. Custom metrics, log ingestion from dev/test, and cardinality explosions eating your budget.

Alert fatigue

Thousands of alerts, little to no actionable signal. Our on-call teams drowning in noise while real incidents slip through.

Open standards!

OpenTelemetry Prometheus Kubernetes eBPF FluentBit Jaeger ClickHouse

We recommend …

Tooling

We maintain a curated list of tools for working with OpenTelemetry and brownfield observability stacks.

Newsletters & blogs

Deep technical content on OpenTelemetry best practices: span naming, attribute conventions, collector tuning. From the people who build the Collector.

o11y.news Newsletter

Weekly curated observability newsletter by Michael Hausenblas covering OpenTelemetry, Prometheus, Grafana, Fluent Bit, and the broader CNCF ecosystem.

The official OTel project blog. Release notes, roadmap updates, semantic convention changes, and community spotlights straight from the maintainers.

Practical deep-dives on Grafana, Loki, Tempo, Mimir, and their OpenTelemetry integrations. Strong coverage of fleet management and collector operations.

Broad cloud-native coverage with excellent OpenTelemetry reporting. Frequent features on OTel roadmap, sampling strategies, and the economics of observability.

Learning

o11y.love Community

Community-maintained collection of observability resources: tools, tutorials, use cases, and learning paths. A great starting point for teams new to OTel.

The canonical reference. Covers SDKs, Collector, semantic conventions, and instrumentation guides across all supported languages.

Thinking out loud.

Let's talk about your stack.

Whether you're drowning in dashboards or just starting to question your observability bill, we'd love to hear from you. No pitch decks, no pressure. Just a conversation.