Here you'll find a selection of various shops I've used to buy supplies for my soapmaking hobby.
Note: these shops are European-centered, although some of them ship worldwide.
For soap bases, additives, molds and alcohol.
For The Netherlands: Soapqueen.nl
For Europe: Soapqueen.eu