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Combine Multiple Sources Into One Dashboard

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Your question is Combine Multiple Sources Into One Dashboard. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Problem

Scenario

You are working on a dashboard for a business team that needs metrics from several source systems in one place. The data comes from transactional tables, API feeds, and scheduled extracts, and the team wants a single view with consistent definitions for the same business entities. The main challenge is getting the data into a shape that supports reliable joins, refreshes, and downstream reporting.

Question

How do you handle a request to combine data from multiple sources into one dashboard?