Permylene membrane systems can be utilized in olefins production from cracking, olefins recovery and purification from purge or reactor vent streams, on-purpose olefins production, olefins extraction in oil refining and upgrading, and olefin based specialty chemicals production. Permylene membrane systems can be applied in place of distillation, or in a hybrid mode in conjunction with traditional distillation in these applications.