How ctid-aware segment partitioning, an inverted DocId map, and bitmap postings accelerated ParadeDB's Wikipedia COUNT queries—then a look at the rest of search, where ParadeDB delivered 10–22x TIN's throughput on filtered and time-sorted Hacker News queries.