Hello,
We found that issue is caused by the brand widget. You have a lot of products (4000+) and enabled Hide out of stock products from the catalog and looks that it causes an issue because filtering uses a lot of memory. Our developers are looking for a way to improve that. We need some time to find the solution.
Regards