Described herein are systems and techniques to manage activation of software features deployed at computing clusters. Features can be initially activated at a cluster using cluster licensing management components and processes described herein. After initial activation, the disclosed cluster licensing management components and processes can update licenses for the features as may be desired in view of changes to the cluster configuration.