Great question. We find that most effective approach (whether you're a coder or not) is to interact with samples of the data directly to specify your transformations, so our approach is similar to Stanford's data wrangler (
http://vis.stanford.edu/wrangler/). Once the transformations are specified, Etleap compiles them into code an continuously applies them to the data at scale.