Vector search rollback plans matter more than the first demo

I worked on a product search feature where the first vector demo looked great. A few test queries found the right catalog items, and the team wanted to push it live fast. The issue appeared after a merchandiser renamed a product family and moved several SKUs into a new category. The text in the database changed, but the embedding index still had the old product language, so search results felt…