In the global lockdowns, a boom of sports opportunities with smart sports devices emerged. The digitisation of recreational sports opens up entirely new sources of high-quality data sets. The analytical methods for such data are the same as those used in the operation of production facilities and machines. The example of the Zwift racing bike platform vividly illustrates how quickly good data can lead to improvements, even in industry.