The serving layer in a Lambda Architecture plays the role of delivering data to the consumers. The serving layer could support various protocols for data delivery. All of these protocols could be classified as a push or a pull from a data consumer perspective.

A serving layer must be able to consume the required data from the data lake’s data storage layer and deliver that data to the consuming application in adherence to the interface agreed.