This paper explores how Dynamic Media Facility architectures enhance flexible, usage-based media production by orchestrating resources across vendors and workflows. Drawing on real-world collaborations, it highlights current capabilities and challenges in advance planning of compute, bandwidth, and licensing. It outlines practical approaches and templated planning to support efficient, scalable resource lifecycle management.