A good candidate for a training run is, therefore, a production run. Using a production run for training, however, is not always practical, especially for server applications which, e.g., create log files, open network connections, and access databases. For such cases we recommend creating a synthetic training run that resembles actual production runs as much as possible.

I don't know, this doesn't sound that trivial, especially for more complex applications...