How to Deploy an Open Source LLM Reliably on Kubernetes

📰 Medium · DevOps

Learn to deploy an open-source LLM reliably on Kubernetes using Mistral 7B, Ollama, Prometheus, and Grafana

intermediate Published 20 Apr 2026
Action Steps
  1. Deploy Mistral 7B on a local Kubernetes cluster using Ollama
  2. Configure Prometheus for monitoring and Grafana for visualization
  3. Run a reliability test on the deployed LLM using Kubernetes
  4. Apply Kubernetes autoscaling to ensure reliable performance
  5. Test the deployment using sample inputs and verify the output
Who Needs to Know This

DevOps and MLOps teams can benefit from this tutorial to ensure reliable deployment of LLMs on Kubernetes

Key Insight

💡 Using Kubernetes with monitoring and visualization tools ensures reliable deployment of LLMs

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🚀 Deploy open-source LLMs reliably on Kubernetes with Mistral 7B, Ollama, Prometheus, and Grafana!
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