I have read the book below and have seen it recommended a lot, so it is book I will recommend as well. it is good for understanding the framework and its interaction with the Big Data ecosystems.
Learning Spark: Lightning-Fast Big Data Analysis
Karau, Holden; Konwinski, Andy; Wendell, Patrick; Zaharia, Matei.
BI and Advanced Analytics Professional.