Vector databases offer high-dimensional data storage, vector embeddings for efficient attribute representation, rapid similarity searches, indexing, and distance metrics for optimized queries. They ensure scalability, integrate with AI models, provide metadata storage, and excel in query performance, enhancing data retrieval and processing for various applications.