It's called Shangri-la shoes and bag reviver. The price is more expensive than Singapore's Colorwash, but I guess I'll just send my bag for a nice wash and not carry it back to Singapore.
Thinking of going down in November after my GMAT is over.
http://www.shangri.jp/shop.html