Hot water heater making popping sounds?

My hot water heater is making popping sounds when it is heating up the water. Sounds like popcorn popping inside it, but a little muffled. Been doing it for maybe 2 to 3 months. Anyone have any idea what is happening? Is it something to be worried about?
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