You can’t store that info in a link without it being monstrous.
Sure you can, if your backend is designed reasonably.
How? You put a timestamp (or equivalent) in the URL and filter the search to only operate on the records that existed at that time. Assuming your search algorithm is deterministic, it should find the same results.