Joins are fast. Joins should be considered standard practice with a properly normalized database schema. Don't fear the join.
It's true that join performance degrades non-linearly as the size of the data set increases. Therefore, it doesn't scale as nicely as single table queries, but it still does scale.
It's also true that a bird flies faster without any wings, but only straight down.