Hardware and software used to gather and analyze collected data may require more capabilities than traditional controllers used in automation applications. What hardware and software characteristics are particularly useful for industrial edge data gathering and analytics? When should cloud-based connections be considered for analytics, how can cloud data analytics help and what needs to happen to data before going to the cloud?