Apply the groupBy() method separately for each aggregation, allowing for individual operation control but potentially increasing data shuffling and stages.

Implement the pivot() method for simultaneous aggregations on multiple columns, suitable for specific scenarios but not universally applicable.

Employ the rollup() method for hierarchical aggregations, which may not be optimal for all aggregation needs due to its specific use case.