EU budget is a “puddly” 150b/year. Still, with the vast difference in economic development it adds up to a 500+$ per person per year funding differences between several country’s. Which as you say is not going to change things dramatically in a given year, but it’s still meaningful over decades.

Of note, England negotiated a rebate before joining. So, it’s a demonstrated issue for them.