Use SBT To Build Pure Java Project

Yes this is entirely possible. Nothing to setup really, a small build.sbt file should do the trick, something like:

organization := "your.group.id"

name := "Your project"

version := "1.0-SNAPSHOT"

libraryDependencies ++= Seq( <any normal jar deps> )

And run sbt package from the command line.