Deleting insert and updates from DMS cdc parquet folder

I have a DMS job that writes records from postgres to s3 folder in parquet format. I want, for compliance reasons, to delete records from the parquet file when the records are deleted from source. I know the delete (cdc) row will be null for all columns apart from primary keys but I need the previous insert and updates to be deleted from the parquet files that DMS writes to s3.