As long as they don’t soak in it, probably not. It sounds like you just give them a splash.

The way I wash them is to place a colander in a bowl and fill with 50/50 lukewarm water and white vinegar.

Wash them off in that. Pull the colander out and rinse with cold water. Set aside to dry.

I did it a couple weeks ago after seeing this tip here. No after taste. They were fine for about 4 days but on day 5 every strawberry was covered in fuzz instead of just one or two.