Well you need your GWF number from your application to purchase them, but it depends when that GWF number is allocated.
If you get it before you have submitted the online application, you can sort out priority/shipping then. If not, you'll have to wait.
However I'm sure I've seen people say they have purchased them at least before biometrics, but not sure about before applying online.
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