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Real-Time Dashboard Pipeline Design

HardPipelines00:00
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Your question is Real-Time Dashboard Pipeline Design. 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 starting a new analytics pipeline for dashboards that need fresh data within minutes. The main concern is how to move events from source systems through processing and into a serving layer without stale metrics or broken refreshes.

Question

What is your approach to building dashboards for real-time or near-real-time reporting?