4

Working with Data Lake and Spark Pools

A data lake is a central storage system that stores data in its raw format. It is used to collect huge amounts of data that are yet to be analyzed by analysts and data scientists or for regulatory purposes. As the amount of information and the variety of data that a company operates with increase, it gets increasingly difficult to preprocess and store it in a traditional data warehouse. By design, data lakes are built to handle unstructured and semi-structured data with no pre-defined schema.

On-premises data lakes are difficult to scale and require thorough requirements and cost estimations. Cloud data lakes are often considered an easier-to-use and easier-to-scale alternative. In this chapter, we will ...

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