# 4.1.1 - Analytics Engineering Basics

:clock4:  *Estimated time spent on this lesson | \~20 min*

Youtube Video | \~7 min

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<https://www.youtube.com/watch?v=uF76d5EmdtU&list=PL3MmuxUbc_hJed7dXYoJw8DoCuVHhGEQb&index=41>
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:writing\_hand: Overview of analytics engineering, where we learn about roles in a data team, tooling, and ETL vs. ELT.

<figure><img src="https://3375647567-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FxgPnpaRKCInTeWOYlVUE%2Fuploads%2Fe2QjWxhgUN6eU5rJcDQZ%2FScreen%20Shot%202025-02-16%20at%203.48.00%20PM.png?alt=media&#x26;token=fcf30be3-6511-4a7e-be46-9dca3712e5fb" alt=""><figcaption></figcaption></figure>
