When you place water with a bucket it sounds like you are placing a stone block and it creates particles similar to those when you break a block. This only happens when you place the water in another block of water.
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Duplicate of MC-18365, please use the search function to see if your bug has already been submitted. Currently over 57% of tickets are being closed as duplicate.