What r the ways to reduce the load time of master data

Hi

The full load of the master data load IP is taking 18hr to 2 days loading on average 2516360 Records

Is their any option to reduce load time as its causing data base lock and impacting transports(other than data selection)

Thanks in advance

Anuj