A monitoring system can monitor computing processes in clouds. The monitoring system can verify software license compliance in the computing processes instantiated in the clouds. The monitoring system can generate and maintain a software license knowledge base. The software license knowledge base can include the software license requirements for various software programs. To generate the software license knowledge base, the monitoring system can communicate with various sources (software vendors, clouds, publicly available sources, etc.) to determine license requirements for the various software programs.