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You might find cheaper stuff, but as big a PITA as it is to get the straps back up into position, I wouldn't want to use anything thicker than the factory foam. For $8 a roll I think the factory stuff is the way to go.
Rob, how long are the rolls? Will one redo all the tank straps?