> avoiding Join statements is a common best practice for Clickhouse users seeking performant queries on large datasets
its common best practice on any database, because if both joined tables don't fit memory, then merge join is O(nlogn) operation which indeed many times slower than querying denormalized schema, which will have linear execution time.