Forum Discussion
Built a Real-Time Azure AI + AKS + DevOps Project – Looking for Feedback
Below are some suggestions:
Area |
Suggestion |
Observability |
Consider integrating Azure Application Insights for deeper telemetry and distributed tracing across services. |
Model Lifecycle |
Add versioning and retraining workflows for your AI models using ML Ops (e.g., Azure Machine Learning pipelines). |
Data Simulation |
Include a script or service that mimics realistic sensor data patterns (e.g., spikes, anomalies) to better test prediction accuracy. |
Documentation |
Expand your README with architecture diagrams, setup instructions, and a flowchart of how data moves through the system. |
Security Hardening |
Add role-based access control (RBAC) and network isolation (e.g., private AKS cluster with Azure Private Link). |
- KavindhiranJul 24, 2025Copper Contributor
Thank you so much for your thoughtful suggestions! These are very actionable and I am already planning the next iteration to include Application Insights, RBAC, and MLOps features. I will share the updated version soon and would love your thoughts again. Really appreciate your time and feedback!