Description: SigNoz is an open-source observability platform native to OpenTelemetry with logs, traces and metrics in a single application. An open-source alternative to DataDog, NewRelic, etc. 🔥 🖥. 👉 Open source Application Performance Monitoring (APM) & Observability tool
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SigNoz is an open-source observability platform designed to provide a comprehensive solution for monitoring and troubleshooting applications. It aims to be a direct alternative to commercial offerings like DataDog and New Relic, offering a cost-effective and open-source approach to application performance monitoring (APM) and observability. The core purpose of SigNoz is to empower developers and operations teams with the tools they need to understand the performance of their applications, identify issues quickly, and resolve them efficiently.
The platform's main feature is its ability to consolidate logs, metrics, and traces into a single application. This unified approach allows users to correlate data across these three pillars of observability, providing a richer context for debugging and performance analysis. SigNoz leverages OpenTelemetry, an open-source standard for instrumenting applications, ensuring vendor neutrality and flexibility. This means users are not locked into a specific vendor and can easily switch or integrate with other tools that support OpenTelemetry.
Key features of SigNoz include Application Performance Monitoring (APM), which provides out-of-the-box charts for critical application metrics like latency, error rates, and operations per second. It also allows monitoring of database and external calls. The platform offers robust log management capabilities, utilizing ClickHouse, a high-performance columnar database, for fast and efficient log storage and querying. Users can instantly search through logs, create custom dashboards, and build charts based on log data.
Distributed tracing is another core component of SigNoz. It enables users to track user requests across microservices, identify performance bottlenecks, and visualize request flows using flamegraphs and Gantt charts. This helps in pinpointing the exact location of issues within a complex distributed system. Furthermore, SigNoz provides comprehensive metrics and dashboarding capabilities, allowing users to ingest metrics from infrastructure and applications, create custom visualizations, and build complex queries using an intuitive query builder.
Beyond these core features, SigNoz also offers LLM observability, enabling users to monitor and debug their LLM applications by tracking LLM calls, analyzing token usage, and monitoring performance. It also includes an alerting system that allows users to set up alerts based on logs, metrics, and traces, with features like alert history and anomaly detection. Exception monitoring is also supported, with automatic exception tracking for several languages and the ability to add custom attributes for more context.
SigNoz distinguishes itself from other observability tools by offering a unified experience across logs, metrics, and traces, built on OpenTelemetry. It provides a DIY query builder, PromQL, and ClickHouse queries to fulfill all use-cases around querying observability data. The platform is designed to be performant, using ClickHouse for efficient data storage and retrieval. It also offers a cloud service for those who prefer a managed solution, as well as self-hosting options using Docker and Kubernetes via Helm charts.
The repository provides extensive documentation, a vibrant Slack community, and encourages contributions from the open-source community. It also includes comparisons to other popular tools like Prometheus, Jaeger, Elastic, and Loki, highlighting its advantages in terms of unified observability, performance, and ease of use. The project aims to be a complete and open-source solution for modern application monitoring, offering a compelling alternative to proprietary platforms.
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