The location-based services community has developed multiple openly available location data simulators. This blog will demonstrate how to connect one of those simulators to Amazon Location Service Tracker to test and demo your location-based services on AWS.

https://aws.amazon.com/blogs/devops/simulated-location-data-with-amazon-location-service/