Blog
Discover in-depth articles, tutorials, and best practices for implementing observability, monitoring, and performance optimization in modern software systems.
Complete kubectl logs command reference with all flags and options. View pod logs, follow in real-time, filter by time range, access previous containers, and manage Kubernetes logging.
How to monitor Node.js in production: memory leaks, event loop blocking, slow endpoints. OpenTelemetry setup, metrics to track, and debugging tips.
Step-by-step guide to RabbitMQ monitoring. Learn which metrics to track, compare monitoring tools (Prometheus vs Datadog vs OpenTelemetry), and set up alerts that prevent production failures.
Master OpenTelemetry Java Agent instrumentation for Spring Boot applications. Zero-code setup, automatic tracing, configuration examples
Master manual instrumentation with OpenTelemetry Java API. Learn to create custom spans, add business metrics, and instrument Spring Boot applications with practical code examples.
Discover the top Golang logging libraries in 2025, from standard packages like log and slog to advanced tools like Logrus, Zap, and Zerolog. Learn how to implement structured logging and improve application observability with best practices and tools like Uptrace.
Golang Monitoring allows you to manage your Golang infrastructure and monitor the performance of your applications.
Monitor microservices across AWS and Azure with vendor-agnostic observability. Covers AWS Lambda, EKS, Azure Functions, and AKS with unified traces and metrics for cloud environments.
Learn how to debug microservices in production using distributed tracing. Step-by-step guide to root cause analysis with trace visualization, span filtering, and service dependency maps.
See how to monitor Kafka-based microservices with OpenTelemetry. Understand distributed tracing across asynchronous events, consumer lag metrics, and debugging end-to-end event flows.
Complete guide to monitoring microservices on Kubernetes. Covers pod-level metrics, service mesh tracing, debugging ephemeral containers, and applying OpenTelemetry in production.
What is microservices architecture and when to use it? Explore key design patterns, service decomposition, communication strategies, and monitoring techniques for building scalable and observable systems.
How to monitor microservices written in multiple languages? Learn OpenTelemetry best practices for tracking requests across Python, Go, and Node.js with unified metrics and traces.
Learn how to monitor Spring Boot microservices using Actuator, Micrometer, Prometheus, and OpenTelemetry. Step-by-step guide to metrics, distributed tracing, and production observability.
Complete guide to becoming a Site Reliability Engineer. Learn required skills, career paths, salary expectations, and step-by-step roadmap from entry-level to senior SRE positions.
Monitor LangChain applications in production: track token costs, debug chain failures and measure performance with OpenTelemetry. Includes code examples and deployment guides.
Looking for free log management software? Explore the top 6 open-source log management systems in 2025 with features, pros/cons & cost savings.
Integrate CI/CD pipelines with observability tools for better deployment monitoring, faster issue detection, and improved software delivery.
Deep dive into Uptrace v2.0 with multi project management, fixture based provisioning, faster JSON storage in ClickHouse, and sweeping performance upgrades.
Complete guide to setting service objectives and translating them into effective alerts and dashboards for modern applications.
Choosing a tracing vendor for microservices? Use our developer framework. Learn about SLAs, OpenTelemetry, sampling, and cost to pick the best solution. Debug faster!
Take control of your system logs. Learn to implement a powerful syslog infrastructure with rsyslog, syslog-ng, effective server setup, SIEM integration, and essential security best practices for your production systems.
Learn the essential criteria for evaluating modern APM tools in 2025. This guide walks you through key considerations, from business alignment to vendor reliability, to help you select the right application performance monitoring solution.
Drowning in synthetic monitoring options for 2025? Cut through the noise with our no-nonsense guide. Real feature comparisons, practical evaluation criteria, and working integration example - everything you need without the marketing fluff.
Discover which OpenTelemetry-compatible observability platforms are dominating in 2025. This deep comparison reveals key strengths and limitations of Uptrace, Datadog, Dynatrace, and 9 other leading platforms to help you make the right choice for your specific needs.
Dive deep into Python Logging: advanced configuration, structured logging, custom handlers, thread safety, and effective strategies for production environments.
Explore the fundamentals of AI agent observability, including key concepts, OpenTelemetry standards, and implementation approaches for monitoring autonomous AI systems.
Learn how to implement OpenTelemetry to monitor AI systems and LLM applications with practical code examples, configuration recommendations, and best practices.
Discover how AI-enhanced observability transforms traditional monitoring approaches, enabling deeper insights and automated analysis for complex systems and applications.
Learn how to quickly deploy Prometheus monitoring, configure essential metrics, and create your first alerts in just 5 minutes. Perfect for DevOps beginners and teams looking for rapid implementation.
Compare the top DataDog competitors in 2025: Uptrace, Dynatrace, New Relic, Splunk, AppDynamics, AWS, Sumo Logic, SolarWinds, IBM, ManageEngine, Elastic, LogicMonitor, and Prometheus
Complete guide to diagnosing and fixing no healthy upstream errors across Nginx, Kubernetes, and Docker. Learn immediate solutions and prevention strategies.
An in-depth analysis of Splunk pricing models, licensing costs, and implementation expenses. Learn how to optimize your Splunk investment and explore cost-effective alternatives.
Explore Datadog pricing and features in 2025. This comprehensive guide analyzes costs, compares alternatives like Uptrace, and helps you determine if Datadog is worth the investment for your business. Learn about pricing tiers, hidden costs, and how to optimize your observability spend.
A comprehensive guide to Application Performance Monitoring (APM) for modern DevOps teams. Learn about essential features, implementation strategies, and best practices for effective application monitoring.
Master real-time Docker log management with our in-depth guide to docker logs tail. Explore essential flags (--tail, --follow, --since), advanced filtering with grep, exporting, and best practices for efficient container monitoring and debugging.
Functional Options is a method of implementing clean/eloquent APIs in Go, but it may be easier to think about them as a powerful replacement for named args from other languages.
Discover how Performance Engineering can reduce costs by 35% and improve user satisfaction by 50%. Learn proven strategies, implementation steps, and best practices. Includes practical guides, tools comparison, and expert tips.
A comprehensive guide to resolving upstream connect errors across various environments. Learn step-by-step solutions for Nginx, Spring Boot, Kubernetes, Docker, Cloud Services, Proxy Servers, and Monitoring Systems.
Comprehensive guide to understanding and implementing Single Pane of Glass solutions for unified IT management and monitoring.
Discover how to use FastAPI to build robust and high-performance web applications. This comprehensive guide covers everything from basic concepts to advanced features, real-world applications, and best practices.
Discover what full stack observability is and why it is crucial for modern IT environments. Learn how this comprehensive approach to monitoring and observability can improve system performance, enhance collaboration, and optimize costs. Explore key components, implementation strategies, and see how solutions like Uptrace can provide deep insights across your entire technology stack.
Master crontab logs management with our comprehensive guide. Learn how to check, analyze, and optimize crontab logs for improved system reliability and performance.
Monitoring Redis, an in-memory data structure store, is crucial to ensure its performance, availability, and efficient resource utilization.
Highlights from the Uptrace v1.7 release including dark mode, redesigned navigation, dashboard improvements, JSON API access, and new .NET telemetry views.
Top open source OpenTelemetry backends: Prometheus, Grafana, Jaeger, Zipkin, ElasticSearch, Uptrace.
Release recap for Uptrace v1.6 featuring service graphs, Prometheus remote write, the Grafana Prometheus data source, annotations, and other platform improvements.
You can install ZFS on Ubuntu using apt, jonathonf's PPA, or compiling the code from sources.
Announcement of go-redis v9 with RESP3 support, new hook APIs, better pipeline retries, native OpenTelemetry monitoring, and the move into the Redis GitHub organization.
Tutorial on exposing go-redis cache hit and miss statistics with the OpenTelemetry Go metrics API, counters, and observers before sending data to Uptrace.
Golang memory arenas allow to allocate objects from a contiguous region of memory and free them all at once with minimal memory management or garbage collection overhead.
You probably should avoid `ctx.WithTimeout` or `ctx.WithDeadline` with code that makes network calls. Here is why.
Practical guidance for building JSON REST APIs in Go, covering inline request types, request size limits, response helpers, and other production ready patterns.
Instrument your Go app with OpenTelemetry to trace requests, record errors, and send data to Uptrace.