Rearchitecting Vector Search: A Migration from MongoDB Atlas to Qdrant

Oct 27, 2025 · 15 min read · TL;DR MongoDB Atlas Vector Search offers convenience but comes with high proprietary cloud costs and limited vector optimization. MongoDB has added vector search support in its community edition recently, but doesn’t offer as much as much control o...