In this chapter, we presented a series of hands-on exercises for implementing the key components of a big data application. We included Amazon Kinesis, AWS Lambda functions, Amazon Glue and Athena, and Amazon SageMaker for machine learning applications. 

In the next chapter, we will explore the deployment big data applications on AWS using Amazon CloudFormation templates and AWS SAM (Serverless Application Model) for serverless applications.