What are the benefits of using Apache Spark over traditional data processing tools?

Apache Spark offers several advantages over traditional big data tools such as Hadoop MapReduce. It processes data in memory, delivering much faster performance. Spark uses a single API to handle batch jobs, real-time streaming, machine learning, and graph analytics. It includes libraries such as Spark SQL, MLlib, and GraphX, which let you build complete data workflows within the same system.