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Is the car low on fuel? A lot of times pumps make a lot more noise when there is low fuel in the tank. If not, you may want to bring the car in for service.
I think it may be time to schedule the dreaded dealer appointment. Last thing you want is to get stranded with a bad fuel pump. Please let us know how you make out.