In general, historically, EMR was pretty far behind the latest versions of Hadoop components, and some were missing entirely. That's the major reason for using another distribution. For example, if you wanted HBase, it wasn't in EMR, but not it is. Today, Spark is absent from EMR. EMR will generally lag.
That said, if you're not using the latest and greatest features, go with EMR.
