api: YAML JSON TOON Database
version: 1.0.0
format: toon
dataset:
  id: 2854
  slug: monitoring-logging-tools
  title: Monitoring and Logging Tools
  description: Popular observability and telemetry tools.
  summary: "Observability tools by what they collect: metrics and dashboards (Prometheus, Grafana), logs (the ELK Stack, Loki), traces (Jaeger) and commercial platforms such as Datadog and New Relic, plus collectors, standards and error trackers like Fluent Bit, OpenTelemetry and Sentry."
  use_when[2]: "You are assembling an observability stack and need to know which tool covers metrics, logs or traces.",You need a quick description of an unfamiliar tool in this space.
  caveats[2]: "Tools overlap and many vendors now cover metrics, logs and traces together; categories here describe the core strength.",Self-hosted and managed versions have very different operational costs.
  related[3]: site-reliability-practices,cicd-pipeline-stages,infrastructure-as-code-tools
  entry_count: 14
  fields[3]{section,field,type,example}:
    data,tool,string,Prometheus
    data,type,string,Metrics
    data,description,string,Open-source monitoring and alerting toolkit wit…
  category: DevOps
  category_slug: devops
  tags: "devops,monitoring,logging"
  view_count: 50
  created_at: 1793403093
  updated_at: 1793403093
data[14]{tool,type,description}:
  Prometheus,Metrics,Open-source monitoring and alerting toolkit with time-series database.
  Grafana,Visualization,Analytics and interactive visualization platform.
  ELK Stack,Logging,"Elasticsearch, Logstash, and Kibana for log aggregation."
  Datadog,SaaS Observability,Cloud monitoring and security platform.
  New Relic,SaaS Observability,Application performance monitoring and observability.
  Jaeger,Tracing,Distributed tracing system for microservices.
  Loki,Logs,Grafana's log aggregation system that indexes labels instead of full log text to keep storage cheap.
  Fluent Bit,Log collection,"Lightweight agent that collects, filters and forwards logs and metrics."
  OpenTelemetry,Instrumentation standard,"Vendor-neutral APIs, SDKs and collector for generating and exporting metrics, logs and traces."
  Grafana Tempo,Tracing,A scalable distributed tracing backend that stores traces in object storage.
  Sentry,Error tracking,Captures exceptions and performance problems from applications with context for debugging.
  Splunk,Logs and analytics,"Commercial platform for searching and analyzing machine data, widely used in security and operations."
  Zabbix,Infrastructure monitoring,"Open-source monitoring of servers, networks and applications with alerting and visualization."
  Nagios,Infrastructure monitoring,Long-established open-source host and service monitoring with plugin-based checks.