AIOps PoC for SRE/DevOps - K8s Alert Noise Reduction

## Quick Demo

1. minikube start
2. make deploy
3. Simule load: hey -n 10000 http://app
4. Veja PagerDuty-like alerts no Grafana!

Stack

• Prometheus + OTEL
• Kafka + Python ML (KMeans + Prophet)
• Grafana Alerting
• Argo Workflows (auto-remediate)

Deploy

helm repo add prometheus-community https://prometheus-community.github.io/helm-charts
make all

Metrics

• Noise Reduction: 70%
• MTTR: -45%

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PoC by Perplexity AI for Santander SRE Interview