Katy Perry's reminding Orlando Bloom what he's missing after their shocking split ... shining as bright as a "Firework" during a yacht trip -- which he was on, too!

Justin Herbert may've scored big in the love department ... the NFL quarterback was all smiles while out once more with Madison Beer amid romance rumors.

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