Effective industrial automation depends heavily on how a processor manages its workload. In Rockwell Automation environments, engineers often overlook task scheduling during the initial design phase. This neglect leads to inconsistent scan times and logic errors that resemble random hardware faults. While classroom settings focus on immediate results, real-world factory automation requires a long-term perspective. Systems undergo frequent upgrades and integrations throughout their lifecycle. Therefore, building a scalable architecture ensures that future modifications do not compromise machine stability.