one or more processors; and

one or more machine-readable medium coupled to the one or more processors and storing computer program code comprising sets instructions executable by the one or more processors to:

obtain a plurality of transaction records including timestamps, the transaction records identifying creation or modification of transaction documents stored at a database system;

determine respective volumes of the plurality of transaction records during a plurality of intervals based on the timestamps;

determine a spread of a distribution of the respective volumes of the plurality of transaction records;

determine whether one or more of the respective volumes exceeds a predetermined volume threshold;

select an integration flow from among a plurality of integration flows based on the respective volumes, the spread, and the determination of whether one or more respective volumes exceeds the predetermined volume threshold;

configure services and application programming interfaces corresponding to the selected integration flow;

replicate data from the database system to a cloud platform using the configured services and application programming interfaces; and

provide a portal application presenting the data on the cloud platform.