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OpenTelemetry Cost Reduction Observability

I Set Up OpenTelemetry. Now My Bill Is 10x Higher. What Happened?

OpenTelemetry is free, but your observability backend is not. Learn practical strategies for observability cost reduction using sampling, filtering, retention, and backend architecture choices.

Manas Sharma

2026-04-16

OpenTelemetry for LLMs: What It Is and Why Your SRE Team Needs It Now

Engineering

OpenTelemetry LLM Observability

OpenTelemetry for LLMs: What It Is and Why Your SRE Team Needs It Now

Learn how OpenTelemetry's GenAI Semantic Conventions bring production-grade observability to LLM workloads. A complete guide for DevOps and SRE teams covering traces, metrics, logs, and a hands-on RAG instrumentation walkthrough.

Simran Kumari

2026-04-16

How To

LangChain LlamaIndex OpenTelemetry

How to Trace LangChain and LlamaIndex Applications with OpenObserve

Learn how to add distributed tracing to LangChain and LlamaIndex apps using OpenLLMetry and the OpenTelemetry SDK, with traces flowing into OpenObserve.

Gorakhnath Yadav

2026-04-14

LLM Monitoring Best Practices: The Complete Guide for 2026

Engineering

LLM Monitoring Observability

LLM Monitoring Best Practices: The Complete Guide for 2026

Discover the essential LLM monitoring best practices to ensure reliability, safety, and performance in production. Learn how to track hallucinations, latency, costs, and more.

MCP Gateway: What It Is, Top Options, and How OpenObserve Fits Into Your MCP Stack

What is an MCP gateway? Compare top options and learn how OpenObserve's native MCP server plugs into your AI agent stack for live observability data access.

AI Anomaly Detection: Catch Issues Traditional Alerts Miss

Complete guide to AI anomaly detection in observability. Discover how machine learning algorithms detect unusual patterns, handle seasonality, and catch issues traditional thresholds miss.

Add Full Observability to a New Microservice in Under 30 Minutes

Learn how to set up logs, metrics, and traces for a new microservice in under 30 minutes. A step-by-step guide to achieving full observability quickly and efficiently.

Simran Kumari

2026-04-03

How To

Detecting Frustrated Users Before They Churn: A Deep Dive into OpenObserve's Frustration Signals

Learn how OpenObserve's RUM module automatically detects rage clicks, dead clicks, and error clicks turning invisible UX pain into actionable signals you can see in session replays, query with SQL, and alert on.

Bhargav Patel

2026-04-03

Announcement

OpenChoreo Chooses OpenObserve for Cloud-Native Logging and Tracing

When the OpenChoreo team needed an observability backend for their CNCF sandbox Internal Developer Platform, they chose OpenObserve. Here's why and what it means for Kubernetes teams everywhere.

Simran Kumari

2026-04-01

How To

AI Agent Monitoring: How to Observe Autonomous AI Agents in Production

Learn how to monitor autonomous AI agents in production using observability best practices. Track agent behavior, logs, traces, and performance with tools like OpenTelemetry to ensure reliability, transparency, and control at scale.

Simran Kumari

2026-03-30

Engineering

Catch Anomalies Before They Become Incidents: Inside OpenObserve's Built-In Detection Engine

Explore how OpenObserve detects anomalies in logs, metrics, and traces to help SREs identify issues early and take action before incidents escalate.

Bhargav Patel, Loakesh Indiran

2026-03-25

Implementing Distributed Tracing in a Java Application with OpenObserve

How To

OpenTelemetry Application

Implementing Distributed Tracing in a Java Application with OpenObserve

Learn how to implement distributed tracing in a Java Spring Boot microservices application using the OpenTelemetry Java Agent and OpenObserve. Covers zero-code auto-instrumentation, JVM metrics, cross-service trace propagation, flamegraphs, and Gantt charts , with working source code and curl examples.

AI-Assisted Monitoring via MCP

Learn how AI-assisted monitoring using MCP enhances observability with intelligent alerts, anomaly detection, and automated insights for faster incident response.

Structured Logging in Production: The Field Guide Nobody Gave You

Learn how to implement structured logging in production. Improve debugging, searchability, and observability with best practices and real-world examples.

AI Incident Management: How AI Reduces MTTR and Automates Root Cause Analysis

Discover how AI incident management transforms production operations by reducing MTTR by 90%, automating root cause analysis, and cutting alert noise by 80%. Learn how log clustering, trace correlation, and LLM-powered RCA work

Mean Time to Resolution (MTTR): How to Measure It and Cut It with AI-Powered Observability

Learn how to measure and dramatically reduce Mean Time to Resolution (MTTR) using AI-powered observability. Discover the four phases that inflate MTTR and how modern teams achieve faster incident resolution with intelligent detection, triage, diagnosis, and remediation

What Is AIOps? The Complete Guide to AI-Powered IT Operations in 2026

Discover how AIOps transforms IT operations with AI-powered anomaly detection, event correlation, and automated remediation. Learn the core capabilities, use cases, and how observability data drives intelligent operations.

How We Built XDrain in Rust and Why It Made Log Pattern Detection Actually Fast

We rewrote the XDrain log pattern extraction algorithm in Rust, achieving 40x performance improvements over Python. Learn how we used prefix trees, systematic sampling, and memory-bounded LRU caches to process 361,000 logs/sec in real-time.

The Prometheus Cardinality Bomb: How to Prevent It Before It Blows Up

Learn what the Prometheus cardinality bomb is, why high-cardinality metrics break your monitoring, and how to detect, prevent, and fix it effectively.

Major Product Update: AI Assistant, LLM Observability & v0.70.0 ( March 2026)

AI Assistant and LLM Observability are now live on OpenObserve Cloud. v0.70.0 brings a rebuilt Service Graph, visual query builder, Incident Timeline, and more.

OpenTelemetry Collector Contrib: A Comprehensive Guide

Learn how to use the OpenTelemetry Collector Contrib distribution to collect, process, and export telemetry data. This guide covers architecture, key components, configuration examples, and practical deployment tips.

Simran Kumari

2026-03-08

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