Until now I had my integration tests running with Arquillian and an embedded Glassfish 4.x. As I suffer from bug ARQ-1458, I tried migrating to Wildfly 8.0.0.Beta1.
One should set environment variable JBOSS_HOME to path to jBoss installation. Otherwise, a tag property should be added to arquillian.xml inside a container tag.