If you do not live near a high mountain, you can either travel to one or you can rent an altitude training tent. These altitude training systems are designed to prepare you for a high-altitude environment.  These systems can be rented and used prior to your trip to Kilimanjaro.

More information about these systems can be found here: https://www.higherpeak.com/