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It is good to hear that the CNCF OpenTelemetry project has become a graduated project (7 years after Fluentd, which encapsulates Fluent Bit, which is also OTLP-compliant). Admitted...
OpenTelemetry solved a real problem. Before it, every APM vendor had you install a proprietary agent, which meant switching vendors meant re-instrumenting everything. OTel gave eng...
OpenTelemetry E2E Setup Guide for AI Agents This guide shows how to set up end-to-end OpenTelemetry observability for AI agents, from local tracing to production export. It covers...
In case you missed it: OpenTelemetry (OTel) has officially achieved CNCF graduated status! It now stands proudly alongside amazing open source projects such as Kubernetes and Prome...
How the OTel Java agent attaches at JVM startup, what it captures automatically across JDBC, Spring MVC, and Kafka, and where @WithSpan picks up the rest. Adding tracing to a Java...
In case you missed it: OpenTelemetry (OTel) has officially achieved CNCF graduated status! It now stands proudly alongside amazing open source projects such as Kubernetes and Prome...
The upcoming release of the July 28 Model Context Protocol (MCP) specification completely revolutionized how developers build AI tools. By shifting from stateful, long-lived connec...
We added OpenTelemetry logs to our Rails app without a Collector and fixed a few bugs in the Ruby SDK along the way. Here is how we did it: https://www.sixpatterns.com/blog/how-we-...
As more organizations move to use OpenTelemetry in production at scale, with multiple Collectors across heterogeneous environments, a new challenge arises: how to remotely manage,...
Slow SQL queries degrade user experience, cause cascading failures, and turn simple operations into production incidents. The traditional fix? Collect more telemetry. But more tele...
As engineering teams adopt coding agents like Codex, leaders need visibility into adoption, consumption, and reliability. This post shows how to route Codex OpenTelemetry metrics t...
A follow-up to our earlier post: “Sustaining OpenTelemetry: Moving from Dependency Management to Stewardship” *** In April 2026, the Cloud Native Computing Foundation (CNCF), the O...
Set up Amazon Bedrock AgentCore Observability for AI agents running outside AWS: on-premises, on GCP, on Azure, or on developer machines. This walkthrough uses the AWS Distro for O...
Observe by Snowflake on Apache Iceberg is now in private preview. Store telemetry as open Iceberg tables in your own S3 bucket, queryable by any engine.
Head-based sampling makes a decision the instant a trace starts, before anyone knows whether that trace is boring or the one you will spend Friday night chasing. That is the wrong...
I released Wide Events, a Rails gem that records each request or job execution as one dense, high-cardinality telemetry event. It gives coding agents queryable production context w...
Observe by Snowflake's redesigned MCP server and new CLI give AI agents direct access to telemetry, enabling faster, more cost-efficient incident investigation.
Your GPU bill is rising. Your models are serving billions of tokens. Yet one question remains unanswered: what does each token actually cost? This is not a hypothetical problem. Pl...
Recognition comes as Gartner projects the observability market to reach $14.3 billion by 2028, increasingly driven by managing telemetry volume rather than the adoption of advanced...
A Service Mesh like Istio, together with Kiali gives you a lot on day one. You install the mesh, point Prometheus at it, and suddenly you have request rate, latency, error rate, an...
Monitoring tells you the things you predicted would break are broken. Observability is what you need for the things you did not predict, and the difference decides whether an unfam...
Ben O'Mahony discusses building custom AI-powered Language Server Protocols (LSPs) that go beyond standard rule-based checkers. He explains how to instrument AI agents natively wit...
Updates expand the platform's search, AI, and observability capabilities with enhanced vector performance, broader agent integrations, and new tools
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