If you own a Magento store, it is important that you design the store and its navigational features that make it easy for visitors to find the products they want and shop easily.
The solution is to get page wise products collection Magento.
When you offer a large number of products, it is not possible to display all of them at once.
Visit for more info: https://meetanshi.com/blog/get-page-wise-products-collection-in-magento/