Best books to learn Apache Spark and big data, in order

Spark makes distributed computing feel like local code, which is a trap if you don't understand what's happening underneath. A good path starts with the DataFrame and SQL APIs to get productive, then explains partitions, shuffles, and lazy evaluation so you can reason about performance, and layers streaming and MLlib on top once the execution model is clear.