Traditional searches match exact words. Search for 'comfortable chair' and you won't find 'ergonomic seating'. Vector search finds results by meaning instead. Your text gets converted to numbers (embeddings) that capture concepts, so similar ideas cluster together, even when the words are completely different. Use vector search when you need to find content by meaning rather than exact keywords. For exact key lookups, use KV storage instead.