Labour did borrow more on average. The difference is small though and neither borrowed anything like as much as wartime coalitions did.
The biggest difference is that when Labour saved it really saved: the Conservatives did so only marginally.
A result driven by the Attlee years after WWII.
A time when they ran a budget surplus and also built the welfare state. See, it’s not actually necessary to run a deficit to do these things.