It used to be that you could use Booking and get a cheaper reservation than using the hotels own website. Today, it seems to be the opposite, the prices for hotels are almost always cheaper on their website than Booking...
This is a common online trope, but has almost never been true for me when I’ve checked. (US domestic ~4 star hotels) Direct is more or at least equal to the aggregator prices.