An industrial batch production system, including at least one industrial automation device, at least one equipment sensor disposed on and operatively coupled to the industrial automation device to obtain on-line data relating to a batch run, an Internet-enabled local controller in electronic communication with the equipment sensors, a cloud link connecting the Internet-enabled local controller with an Internet-based cloud platform, a central server in the cloud platform configured to receive data from the local controller and running a process historian software program having a time series database, and at least one Internet-enabled device configured to receive manually obtained time-stamped offline data relating to the batch run and to transmit the offline data to the central server independently of the Internet-enabled local controller through a VPN or Ethernet. The central server processes the on-line data and off-line data together to provide automatic processing services to optimize and improve batch run production.