Shrina Neema.

Associate Data Scientist

I enjoy building and solving problems that come with a certain level of complexity and ambiguity. This blog documents a real SAP + MCP integration journey that involved weeks of troubleshooting, multiple AWS Support discussions, and continuous debugging before the solution worked successfully end to end. I am genuinely passionate about learning not just as a professional skill, but as a mindset. Whenever something does not work as expected, I naturally feel driven to understand the root cause and see it through to completion. That curiosity and persistence are a big part of how I approach problem solving. The SAP + MCP integration covered in this blog reflects that journey well. There was no predefined playbook for the implementation, so the solution evolved step by step while addressing challenges around VPC networking, SSL certificate chains, OData pagination limits, and multi-instance state management. Every challenge along the way contributed to making the final solution more robust and reliable.