Distributed computing, secure containerization, and governance capabilities are the most valuable features.
Cloudera Data Platform offers stable production use with limited errors and downtime, providing easy management of user permissions via Ranger. It is cost-effective, expanding data availability without real-time searches, and its scalability supports extensive data science tasks. It features distributed computing and secure containerization but faces challenges with cloud storage integration and has high costs. Hive performance needs improvement, along with security and workload management enhancements, though cleanup is less complex compared to other services.