You’ll definitely want to read this if you’re using AWS Kinesis with Apache Spark to stream data, it’s been extremely valuable:

https://aws.amazon.com/blogs/big-data/optimize-spark-streaming-to-efficiently-process-amazon-kinesis-streams/