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It depends on how much control you need, accessibilty, and available resources you have.
Example 1, the site works on highly sensitive material as an independent silo suggests keeping everything local with device control/on premise PC (think Apple's next secret product).
Example 2, the site or plant has similar shared processes/systems as other sites in the company, so sharing the data/results with experts from other sites or a corporate control center suggests putting everything on a cloud (think Coca cola bottling plants)
General industrial trend is to move everything to the cloud as it offers the greatest flexibility in expansion size, backup/reliability, remote accessibility, and cost.
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