Implementations directed to reducing data flow between an AP, and a RPA platform include receiving, by a platform-specific adapter, a set of data records, providing a data change tuple including an identifier, and a hash value, providing a sub-set of data records from the second set of data records based on comparing hash values of data change tuples to a set of stored hash values, the sub-set of data records including fewer data records than the second set of data records, and each data record in the sub-set of data records including a change indicator, determining, by the platform-specific adapter, a tag for each data record in the sub-set of data records based on a respective change indicator, and transmitting a set of messages to the AP, the set of messages communicating tagged data records of the first set of data records, and the sub-set of data records.