Is Stroud in the Cotswolds?

The market town of Stroud, in Gloucestershire, lies below the western escarpment of the Cotswold Hills, at the meeting point of the Five Valleys. The Cotswold Area of Outstanding Natural Beauty surrounds the town, and the Cotswold Way path passes by it to the west.

So yes, Stroud is in the Cotswolds.