StreamSets Data Collector runs data ingestion for cloud data pipelines in streaming, CDC, or batch modes, whereas StreamSets Transformer performs ETL, ELT and data transformations such as joins, aggregates, and unions directly on Apache Spark and Snowflake platforms. They are both part of the StreamSets platform.