If you're only going to use one or the other, I would use:

 - Metallic pressurized water fittings: **dope**
 - Plastic pressurized water: **tape**
 - Metal/Plastic drains: **dope**
 - Air/Gas: **tape** (or *specialized* dope, or nothing at all, depending on the fitting)