How do I ensure my SKU-level reporting with a business intelligence dashboard is accurate and compliant?

To keep SKU-level reporting accurate and compliant in a BI dashboard, focus on data governance, controls, and auditability across the full pipeline.

1) Define the SKU source of truth

• Maintain a master SKU catalog with unique IDs
• Standardize fields like SKU name, category, unit of measure, lifecycle status, and effective dates
• Prevent duplicate or retired SKUs from being reused

2) Use controlled data pipelines

• Pull data from approved systems only: ERP, WMS, POS, e-commerce, CRM
• Validate transformations with automated checks
• Reconcile dashboard totals against source-system totals regularly

3) Establish data quality rules

Set rules for:

• Missing SKU IDs
• Invalid units of measure
• Negative or extreme quantities
• Duplicate transactions
• Mismatched currency, tax, or region codes
• Orphan records without a valid SKU master match

4) Track data lineage and versioning

• Document where each KPI comes from
• Keep logic for calculations in version-controlled code or semantic layers
• Record when SKUs were added, changed, merged, or discontinued

5) Restrict access and protect sensitive data

• Apply role-based access control
• Limit who can view pricing, margin, or customer-level details
• Mask or aggregate sensitive fields when needed
• Log user access and changes

6) Build compliance into reporting

Depending on your industry and geography, ensure alignment with:

• GDPR/CCPA for personal data
• SOX for financial controls
• Industry-specific regulations like FDA, HIPAA, or PCI if relevant
• Retention policies for transaction and audit records

7) Validate KPI definitions

Make sure everyone uses the same definitions for:

• Revenue
• Units sold
• Gross margin
• Inventory turns
• Sell-through rate
• Returns and adjustments

8) Create an audit trail

• Keep timestamps for all data loads and refreshes
• Preserve source records or immutable logs
• Track manual overrides and who approved them

9) Reconcile and monitor continuously

• Compare dashboard output to finance/operations reports
• Monitor anomaly spikes in sales, inventory, or margin
• Set alerts for unusual changes at SKU, category, or region level

10) Review regularly

• Perform periodic data audits
• Test report logic after system changes
• Review compliance controls with finance, legal, and IT teams

If you want, I can also give you a SKU reporting control checklist or a reference architecture for a compliant BI dashboard.