Hello,
We have checked the mentioned concern on your Site, up to 11 Pages the Grid was showing 9 Products per page after that from 12th page and onwards, the issue is happening.
Could you please once try deactivating all the third party Plugins on your Site remaining the Theme required ones activated. If the issue gets resolved, then reactivate them one by one to see which Plugin is causing the issue.
If somehow issue still persists, then please take complete Backup of your Site first, then provide us the WP-ADMIN Login details of your Site in the Private Content field along with the permission to completely debug your Site which includes deactivating all the third party Plugins and removal of on-Site Customization changes too, so that we can thoroughly check this issue on your Site and assist you accordingly.
Best Regards
.
