If by web bookmarks you mean web searches, those are stored in Alfred’s preferences. But if you never set up preferences syncing in Alfred (to Dropbox for example), they can only be retrieved from a Time Machine backup.
if you don’t have Time Machine set up, stop what you’re doing and do it immediately. It will save you from these headaches.