Hapidev Team

Azure API Management (APIM) is a powerful platform to manage, secure, and monitor APIs. When serving as a Managed Control Plane (MCP) server for AI agents, forwarding the actual user identity instead of a generic service account is critical. Doing so enhances security, auditability, and compliance, while giving your AI agents better context about who is making requests.

Learn how to set up a robust, automated development workflow using CI/CD pipelines and containers (Docker, Kubernetes, etc.). In this guide, you’ll walk through each step—version control, containerization, pipeline creation, environment management, testing, deployment—and adopt best practices to build a scalable, secure, and maintainable delivery process. Ideal for developers, DevOps engineers, and IT leads who want to implement professional CI/CD from scratch.

Many people new to machine learning know that you need data to train an artificial intelligence (AI) model. But how do you transform raw data—often from SQL databases—into a format that can be used by AI? Here's a step-by-step beginner's guide to help you get started.