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Dev Tools · 1h ago

Data Grain Mistakes Undermine Charts and Reports

By Meridian48 News Desk · Summarised from DEV Community ·

Choosing the wrong data grain—what each row represents—causes totals to multiply and filters to mislead. The article explains four distinct accounting grains (invoice, line, payment, financial summary) that must stay separate. A star-schema pattern with stable keys and non-additive measures is recommended for reliable reporting.

Meridian48 take
Solid advice for data practitioners, but the focus on accounting grains limits its appeal to a broader developer audience.
Read the full reporting
Choose the Reporting Grain Before You Choose the Chart →
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