Data-as-a-Service: Running DaaS Companies 7 years ago
It took me two years of collecting and cleaning data before the model I have been training it with started becoming useful for my own specific needs.
The first challenge I see with data as a service is that not all features you need for your model will be made available by the vendor.
The second is their frequency of update might not be at the cadence that you need.