Cars starting fine. All of sudden just get a clicking when a turn key

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Have the car towed, but when it gets to the shop starts up fine. Battery checks out fine. Changed starter 3 times in 1 -1/2 years. No problem for a few months then happens again the same exact way. Weather does not effect it.