Baku is the capital and largest city of Azerbaijan. It is located on the western shore of the Caspian Sea, situated on the southern side of the Absheron Peninsula. Baku is an important economic, cultural, and administrative center of Azerbaijan.
So, to answer the query directly: Baku is in the country of Azerbaijan.
