one stream is getting all the data and the other keeps the data up-to-date

In the singer world normally this is handled by one stream. One mode is "FULL_TABLE" and the other is "INCREMENTAL" both handled by the same stream. Could you go into detail on how stream A and stream B work. It'd be a lot easier if you could show the code as well