No, there's a difference between artist acrylics and artist watercolours... You'll find both in craft/artist shops. Famous brands are Windsor & Newton, Cotman, Blockx, Daler-Rowney (they also have spirit based artist colours of course).
Acrylics are made with alcohol while I'm talking about water-based paints. Washes made with acrylics, be them the one I'm refering to or with Tamiya, Pollyscale, Humbrol,.. are more difficult to remove once dry.
Add a drop of vinegar in your acrylic or watercolour, and it will help reducing the watermarks. Add also a drop of washing-up liquid to reduce the water' surface tension and have a wash that flows everywhere.