Home > ACBUY: Mastering SKU-Level Performance Tracking Across Orders

ACBUY: Mastering SKU-Level Performance Tracking Across Orders

2026-01-08

A data-driven approach to inform purchasing, stocking, and quality control.

Why SKU-Level Analytics Are Essential

In today's competitive e-commerce and retail landscape, understanding aggregate sales is no longer sufficient. True strategic advantage comes from granular visibility into every Stock Keeping Unit (SKU). ACBUY's methodology

The ACBUY Performance Tracking Framework

Our framework focuses on three interconnected pillars to build a complete picture of each SKU's health and potential.

1. Monitor Item Quality Control (QC)

Track defects, customer complaints, and return reasons linked to specific SKUs. This goes beyond simple return rates to answer why

  • Metric to Track:
  • Actionable Insight:

2. Analyze Refunds & Returns

Quantify the financial impact and identify patterns. Not all returns are equal; understanding the driver is key.

  • Metrics to Track:Net Revenue After Returns.
  • Actionable Insight:

3. Measure Popularity & Velocity

Assess demand trends and sales consistency. Popularity isn't just about total units sold.

  • Metrics to Track:
  • Actionable Insight:

Synthesizing Data for Strategic Action

By correlating data from all three pillars, powerful insights emerge. Visualize your SKU portfolio on a matrix:

SKU Profile Popularity QC/Refund Rate Recommended Action
Stars High Low Increase stock, feature prominently, consider premium pricing.
Problem Children High High Investigate root cause (QC/supplier/description), fix or discontinue.
Sleepers Low Low Evaluate marketing, placement, or bundling opportunities.
Duds Low High Phase out immediately, clear existing stock.

Implementing Your Tracking System

  1. Centralize Your Data:
  2. Automate Reporting:
  3. Schedule Regular Reviews:
  4. Close the Feedback Loop:

Conclusion

Adopting the ACBUY approach to SKU-level tracking