Dogs are allowed off lead at the beaches and out in the desert, though only if it isn't too busy with families  there.

There are dog-sitters and house-sitters available in Qatar. Look for Creature Comforts on facebook and speak to the lady who runs that pet sitting service if it will put your mind at rest :)