Re:Emerging Architectures for Modern Data Infrastructure
by Aeolun on Sunday October 18, 2020 @06:16AM
(#24816745)
I just fail to see how sensor data gives you an edge or (ultimately) a higher margin.
Is this about optimizing things to a precision that is impossible when humans try to decide whether something is too much or too little of something?
Re:Emerging Architectures for Modern Data Infrastructure
by jandrewrogers on Sunday October 18, 2020 @01:17PM
(#24819392)
They are leveraging their privileged hardware positions to enter adjacent high-value data markets that have little to do with their core business, from which they can generate considerable margin. Essentially, the hardware business becomes a loss leader for a sensor platform and data business. Many hardware companies are in a position to capture data models that would be difficult to acquire any other way, if they can stop thinking of themselves as hardware companies.
In the short-term, big tech companies can't replicate what is possible for these hardware companies. Longer term, I would expect these data sources to be commoditized as well.
As to what these companies want to do with sensor data, it is often considerably more interesting than what people imagine. Many of the applications have an operational real-time or low-latency tempo. (I can't be too specific here.)
For my purposes, I put "medium-sized" on the order of $1B annual revenue. As to why a company would literally spend 10+% of its revenue on sensor data infrastructure, it is difficult to overstate the extent to which getting this right is viewed as near- to medium-term existential for these companies. The CFO has run the models and this is their best chance at survival.
Here is the interesting thing: to the extent they've been able to put this sensor data infrastructure in place, it has been successful at generating margin. If they could bend the infrastructure cost curve down a bit, most would spend even more on it. I've seen the financial models at several companies, there is a tremendous amount of money to be made in this transformation.