Why are large-scale industrial data solutions so hard to build?

Industrial data is very disparate. They come from different sources such as equipment, sensors, controllers, and historians. They come from different generations of hardware where each generation can have different data interfaces and data protocols. Each data protocol requires a different data connector, and it is very time-consuming to implement and support these data connectors.