Free Is Not Free: The Hidden Cost of “Free” Infrastructure
Entire ecosystems of modern software now advertise free tiers as the starting point for adoption. For experimentation and early development, these offerings can be incredibly useful. They lower barriers, encourage exploration, and help teams get projects off the ground quickly.
But there is a subtle shift that happens as systems mature. What begins as a convenient free tool can gradually become something far more significant: the place where an organization’s data lives.
At that point, the economics of “free” start to look very different.
Because infrastructure—real infrastructure—has never actually been free.
Using Data Simulation to Predict the Cost of Running a Cloud-Based xAPI Implementation
As organizations increasingly adopt cloud-based xAPI implementations to track and analyze learning experiences, understanding the associated costs becomes crucial.
Estimating the Cost of xAPI: Using Data Simulation to Budget Your Implementation
One of the most frustrating things about xAPI is that it is difficult to gauge how much an implementation is going to cost. In order to account for xAPI statement size, volume and throughput, and data design quality when pricing an xAPI solution, we recommend building a synthetic data set representative of the data that you expect to run through your system.