In this talk, we will talk about the motivation behind building dataframely in more detail and lead the audience through its key features. We will also touch upon our learnings in developing robust data pipelines that establish clear contracts for the design of data transformations. In our experience, this significantly improves communication among developers and comprehensibility of the entire pipeline.