A space-efficient probabilistic data structure used to test whether an element is a member of a set. In LogScale, bloom filters are used to quickly determine if a segment file might contain specific data without having to read the entire file. This optimization significantly speeds up query performance by eliminating segments that definitely don't contain the searched data.