Shilpa Kolhar
SVP of Product and Engineering at MongoDB focused on the Application Modernization Platform (AMP), with extensive experience building large-scale data and ML infrastructure at Google and enabling enterprises to modernize for AI-driven applications.
Best podcasts with Shilpa Kolhar
Ranked by the Snipd community
47 snips
Feb 8, 2026 • 47min
From Legacy to AI-Ready: How MongoDB AMP Accelerates Modernization
Shilpa Kolhar, SVP of Product and Engineering at MongoDB who built large-scale data and ML infrastructure, explains modernizing legacy relational systems to a document-first, AI-ready platform. She covers AMP, Atlas Vector Search and embeddings, schema validation and versioning patterns, incremental migration units, and balancing LLM automation with human governance.
