Methods, systems, devices, and computer-readable storage media for managing a multi-tenant cloud computing platform. Rather than maintain cluster control planes separately for each tenant, a cloud provider control plane implemented on one or more nodes can manage the creation, allocation, execution, and destruction of cluster control planes in an on-demand way. Computing resources can be used more efficiently at least because resources are not under-utilized. Adding additional tenants can be done with zero or small marginal cost per-tenant, because cluster control planes for servicing requests by the tenant are executed in response to a request, but destroyed when a tenant for the plane is idle. Multiple instances of an API server implementing a platform API for communicating between devices of the platform and clusters of computing resources can be generated and modified on a per-tenant basis.