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Cultivating an environment that allows for data governance while encouraging self-service in a centralized manner can address many of the woes mentioned above. As you deploy and configure your self-service tools, make sure to establish the right auditing measures and necessary controls that provide users with data access, but also allows IT to gain the transparency they need to understand who uses what data.
For a solution from Alteryx regarding this please check out Connect;