What does an OpenCart store with thousands of products need?
An OpenCart store with thousands of products needs a clean category structure, useful filters, optimized images, database indexes, fast search, careful feeds, and hosting that can handle admin work, imports, and checkout.
Before the catalog grows, review imports, attributes, manufacturers, and SEO URLs because catalog mistakes become much more expensive once they are published at scale.