If you just need one or two sets, FocusAttack sells them inmultipleflavors- along with tons of other arcade parts. Shipping might be expensive outside of the US though.
Similarly, in the SoCal area Arcadeshockalso sells adhesive ones - again, along with tons of other arcade components.
If you need larger quantities they can often be found on Amazon and Ebay as well, as previously mentioned.