I noticed my car doing the exact same thing recently after we had 25cm of snow and then a warmer day where large puddles appeared. Ive had mine since the summer and have driven through puddles in the summer and not had the noise happen, so maybe it's a winter weather noise as opposed to all seasons? No idea.