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Reliable Batch Visualization Pipeline

HardPipelines00:00
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Problem

Scenario

You are working on a visualization pipeline that pulls data from several upstream systems and loads it in batches. The data is used by dashboards and reports, so missing rows, duplicate loads, or late files quickly show up in the charts. The pipeline needs to stay correct when sources arrive at different times and when one batch is rerun.

Question

How would you ensure a visualization pipeline is reliable when data arrives in batches from multiple sources?