This present disclosure provides for a work distribution service, which is a multi-region, reliable service for dynamically sharding key ranges. The work distribution service offers exclusive ownership with leases, load balancing and routing information for owner discovery. Using the work distribution service, services can easily scale horizontally by sharding their workloads.