In complex software systems, our traditional definition of operational health has always been comfortably binary. For over a decade, site reliability engineering (SRE) teams have relied on the industry-standard ‘Four Golden Signals’ — latency, traffic, errors and saturation — as the ultimate truth of platform stability. If our API-response times are hovering at sub-100 ms, […]
OpenTelemetry Graduation Sets Stage for AI Observability
OpenTelemetry just hit graduated status at the CNCF, and the timing matters more than the milestone itself. After years of consolidating what used to be OpenTracing and OpenCensus, the project has quietly become the default way modern applications emit traces, metrics and logs — right as the industry is staring down a new wave of […]
Grafana Labs Extends Observability Reach Deeper Into AI
Grafana Labs debuts Grafana 13, a specialized AI application observability platform, and an MCP-powered AI agent at GrafanaCON 2026 to streamline telemetry across complex cloud-native environments.
Dynatrace to Acquire Bindplane to Process and Route Telemetry Data
Dynatrace this week revealed it has agreed to acquire Bindplane, a provider of a platform for pre-processing and routing telemetry data. Bob Wambach, vice president of market and customer insights for Dynatrace, said the addition of the Bindplane platform will further accelerate a rapid expansion of the log management capability that Dynatrace already provides. However, instead […]
Apica Extends Scope and Reach of Platform for Managing Telemetry Data
Apica today updated its Ascent platform to add support for synthetic data that is increasingly being used by artificial intelligence (AI) agents to observe application environments. Version 2.16 of the platform adds support for a set of real user monitoring (RUM) and service level objective (SLO) dashboards, an ability to correlate changes made to any […]
The Green Side of Observability: Why Less Data Can Mean More Insight
Observability can generate massive data volumes. Learn how sustainable observability reduces telemetry waste, lowers costs and improves insight.
How eBPF and OpenTelemetry Have Simplified the Observability Function
Overview arguing that OpenTelemetry eBPF Instrumentation (OBI) — combined with OpenTelemetry Injector — removes barriers to full observability by enabling zero-code, kernel-level telemetry for Kubernetes and Linux environments, solving language, legacy, and security challenges.
Unlocking Observability by Design With Inferred Schemas
Observability systems generate massive telemetry, but schema drift creates friction. Learn how inferred schemas and OpenTelemetry Weaver restore structure.
OpenTelemetry Is Paving the Way for the Rise of the Observability Warehouse
Eric Tschetter, chief architect at Imply and creator of Apache Druid, explains how the rapid adoption of open source OpenTelemetry for instrumenting applications is reshaping modern observability architectures. As telemetry data volumes surge, organizations are moving toward an “observability warehouse” model that unifies logs, metrics and traces into a scalable analytics foundation capable of delivering […]
The 10-Layer Monitoring Framework That Saved Our Clients From 3 a.m. Pages
A practical 10-layer monitoring framework for Kubernetes and VM environments that prioritizes what to watch—system, application, HTTP/RUM, databases, caches, queues, tracing, SSL, external deps, and log patterns—to prevent outages and reduce noisy alerts.
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