Restoration performance depends as much on the hardware and infrastructure underneath PFClean as it does on the software itself. This section covers hardware specifications and benchmarks for restoration workloads specifically, CPU, GPU, storage, and network throughput requirements at different scales, from a single artist workstation up to a facility processing archival material across dozens of seats. It also covers how PFClean fits into the broader infrastructure of a large film archive or restoration facility: integration with existing storage and asset management systems, licensing across teams and sites, and the practical considerations of rolling PFClean into a pipeline that's already running at production scale without disrupting work in progress.