The only way to have a static list is to have an identifier for the state of the list at a certain time, or a field that allows you to reconstruct the list (e.g. a timestamp). This also means you need to store your items' data so the list of items can be reconstructed. Concretely, this might mean a query parameter for the list at a certain time (time=Xyz). When you paginate, either a cursor-based approach, an offset approach, or a page number approach would all work.
This is not what most human users want: they would see deleted items, wouldn't see added items, and changes to fields you might sort on wouldn't be reflected in the list ordering. But it's ideal for many automated use cases.
ETA: If you're willing to restrict users to a list of undeletable items that is always sorted, ascending, by time of item creation, you can also get by with any strategy for pagination. The last page might get new items appended, and you might get new pages, but any existing pages besides the last page won't change.
I guess we would have to hear nebezb's solutions.
If you are already sorting by price and you bookmark at the second page (which now would be in the 3rd), what would you do? I personally do not care about the item in a sorted list enough to expect a bookmarked URL to start from there, or I cannot remember when I did and why. Any ideas why would one want this? If I bookmark second page, I know that the items on page 2 may not always be on page 2. Why would anyone expect different? If you want to bookmark an item, just go to the product itself and bookmark that. I do not think I ever bookmarked a specific page expecting that to never change.
There are always trade-offs for architectural decisions.
