Downtime monitoring enhances manufacturing performance through real-time hybrid simulation. Continuous and discrete machine variables are tracked and synchronized with a virtual model of the plant floor. Using IIoT data extraction, system productivity and reliability are analyzed against simulated benchmarks. This approach enables faster issue detection, improved decision-making, and reduced operational costs.