• You prefer a full-featured, compiled language like Java to a scripting language.

• You need to add custom components to DataFlow, such as custom operators, functions, or aggregators.

• You need to integrate existing Java applications with DataFlow.

• You want to use another JVM-based language to access the Java API. These include Groovy, JRuby, Jython, and Scala, among others.