The data can be displayed as different types of charts. Charts have a smoothing control to reduce data noise by averaging samples over time, and filters to clean up bad data samples based on available ...

As we enter 2026, AI-native automation is fundamentally reshaping telemetry pipeline management. As a result, around 80% of configuration tasks currently hand-built by Observability/Security teams ...

A few years ago, the observability landscape was fragmented. Every vendor and open-source community had its own standard—OpenTracing, Prometheus, OpenCensus—each addressing part of the visibility ...

Proprietary data formats from multiple vendors stymie IT efforts to prevent outages and maintain application performance. OpenTelemetry backers want to change that. Some open-source projects are ...

Value stream management involves people in the organization to examine workflows and other processes to ensure they are deriving the maximum value from their efforts while eliminating waste — of ...

Rajiv Khemani is CEO & Founder of Innovium with over 20 years of business and leadership experience in startup and public companies. The unprecedented scale and speed of modern data center networks ...