This whitepaper discusses the evolution of analytics from batch to real-time. It describes how services such as Amazon Kinesis Data Streams, Amazon Kinesis Data Firehose, Amazon EMR, Amazon Kinesis Data Analytics, and Amazon MSK can be used to implement real-time applications.