Cloud Hadoop is becoming very popular. However, Hadoop in the cloud is not the same as cloud-optimized Hadoop. Cloud-optimized Hadoop scales automatically, has cost advantages, and has usage-based pricing. Traditional Hadoop distributions, quite simply, are not designed to run well in the cloud. Hadoop operations services are also key to success.