What are the best Big Data Tools ?

Apache Spark, Splunk, Presto, Amazon Athena, and Apache Flink are the most popular tools in the category "Big Data Tools". "Open-source" is the primary reason developers pick Apache Spark over its competitors, while "Ability to style search results into reports" is the reason why Splunk was chosen.