Note_Tech

All technological notes.

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Prometheus - Grafana With AI

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• Prometheus - Grafana With AI
  • AI Features

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AI Features

• Challenges in Traditional Observability

  • High volume of metrics, logs, and traces
  • Alert fatigue from too many noisy alerts
  • Difficult root cause analysis
  • Static thresholds miss dynamic patterns

• AI helps

  • detect anomalies in real-time
  • Correlate metrics, logs, and traces
  • Predict incidents before they occur
  • Summarize logs and generate insights

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• Grafana Cloud

  • Adaptive Alert with ML models
  • Automatic anomaly detection
  • Machine learning-powered alert tuning
  • Event correlation engine

• Grafana OSS limitations

  • No built-in ML models or adaptive alerts.
  • No advanced log summarization.
  • Can extend via LLM plugin and APIs.
  • Great for DIY AI integrations(e.g., OpenAI)

• Integration with AI in Grafana OSS

  • use free AI tools, e.g., ChatGPT, Google Gemini.
  • Develop a Grafana Plugin to use API, and integrate with grafana.