As a CMO, I like all of the people on my marketing team to be relatively self serve and sufficient at data. So I would hope that most of my marketers can do their own pivot tables off a Data Warehouse. And so with that in mind, you know, more and more companies are using sophisticated tools such as redshift and segment. But it's important for me for my marketers to be looking at their own data and sort of digging down their own paths and discovery.

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