Articles

Replace manual workload modeling with an automated approach that uses direct observability queries. Derive every number in your workload model directly from production telemetry in under five minutes.

Large Language Models (LLMs) introduce operational complexity that traditional monitoring approaches were never designed to handle. This article shows how to build end-to-end LLM observability in a FastAPI application using OpenTelemetry.

Observability is a crucial aspect of software development that helps developers understand how their systems are performing. By monitoring, logging, and tracing, developers can gain insights into system health and identify areas for improvement.

Security systems have long been built around boundaries, and the Havenlon architecture series explores the concept of execution boundaries in software design.

The 'observability tax' is a significant challenge for modern DevOps teams, requiring a substantial amount of time to configure agents, schemas, and dashboards. DataVAST is working to address this issue with its zero-config observability stack.

In probabilistic systems, a 20% error may seem insignificant, but the real danger lies in being certain it's not there. This mindset can lead to catastrophic consequences, making it crucial to acknowledge and manage uncertainty.