Transport option 33km

Hello, we want to visit a city 33km away from our hotel in Cala Millor. We‘re traveller newbies and don‘t know the secret tips here. The public transport needs 1:42 hrs. We don‘t have a credit card and don‘t want to rent a car. Any options here to set up the price with a cab driver in advance? Or any other tips?
Thanks in advance!