I just found this Aliexpress store.
They have a very nice LED selection. F.e.
White Flat for $2.77
SST-20 for $0.95-$1.1
Chinese copy of Luxeon MZ
You usually need to buy several LEDs and shipping is not free but overall this seems like a budge source.
Has anyone used them?