Yes, the technically appropriate API is the Product Advertising API, using the ItemLookup/ItemSearch operations or the Seller* operations.
https://affiliate-program.amazon.com/gp/advertising/api/detail/main.html
I would also advise you to check the licensing agreement for this API, notably clause 4 (i).