The more prominent hobby shop in Manila is Lil's. The main branch is right in the Ayala business district where you might be staying at. This is the exclusive distributor of Tamiya Products.
Another is Pitshop, although it is less accessible.
Send a PM sometime to anyone at the Manila Racers forum when you're coming....