What are the best Big Data Tools ?

Apache Spark, Splunk, Presto, Apache Flink, and Amazon Athena 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 "Alert system based on custom query results" is the reason why Splunk was chosen.