Being the bottleneck for every business question instead of empowering teams to self-serve
Building the same pipeline and revenue reports over and over for different stakeholders
Data requests that seem simple but require weeks of engineering work to implement properly
Business teams making decisions on incomplete or incorrect data because they can't wait for data team bandwidth
Give business teams self-service access to clean, modeled data without breaking governance
Build reusable data models that work across sales, marketing, CS, and finance use cases
Create collaborative workspaces where business teams can explore data safely
Scale your data impact by enabling business teams to answer their own questions
Focus your engineering time on high-impact projects instead of repetitive reporting requests
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