Confronting context

There is perhaps no more important subject to understanding DAX than context. Context is essential to DAX and is also something that is relatively unique to the language. In fact, context is so fundamental to DAX that a DAX calculation cannot return a result without context. Thus, understanding context is crucial to understanding DAX as it is context that provides much of the unbridled power of the DAX language. Conversely, context also contributes significantly to the learning curve for the DAX language.

Official Microsoft documentation cites three types of context:

Most other sources essentially ignore the concept of query context, and the Microsoft documentation is somewhat vague regarding this concept. The best analysis is that the combination of row and filter creates the final query context for DAX to retrieve the required data from the underlying data model for the requisite calculation. Users essentially only ever explicitly define row and filter context for DAX, and DAX itself implicitly creates query context from the row and filter context. Thus, we will focus on row and filter context in this recipe.