Before we finish, let's do a quick review of what we've learned. We gained an understanding of Kinesis Analytics, and where and when to use it to best effect. We introduced you to the key features and core components of the Kinesis Analytics service. We spent time understanding and reviewing AWS Kinesis Analytics patterns. We learned about the core components of a Kinesis streaming SQL query, such as schema, streams and pumps, and how they work together. We provided an overview of tumbling and sliding windows. We reviewed the key benefits obtained when using Kinesis Analytics. Finally, we spent time building end-to-end real time data streaming example in which we demonstrated and performed real-time streaming analytics. Thank you for your participation. I do hope you enjoyed this course on Kinesis Analytics. Feel free to send any feedback, and/or questions, at support@cloudacademy.com. Or, alternatively you can always get in touch with us here at Cloud Academy using the community forum where one of our Cloud Experts will reply to your question.