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KAKOBUY: Mastering Refund Analysis with the KAKOBUY Spreadsheet

2026-01-05

In the dynamic world of e-commerce, particularly on platforms like KAKOBUY, seller reliability is paramount for customer trust and long-term success. Proactive sellers don't just process refunds—they analyze them. A dedicated Refund Tracking Spreadsheet

Why Track Refund Patterns?

Simply recording that a refund occurred is not enough. Systematic tracking helps you:

  • Evaluate Seller & Product Reliability:
  • Analyze Resolution Times:
  • Identify Common Reasons:
  • Build Trust with Data:

Structure of Your KAKOBUY Refund Spreadsheet

Create a sheet with the following core columns to capture the most actionable data:

Column Header Purpose & Example
Request ID/Order # Unique identifier for linking to the original order.
Date Requested When the buyer submitted the refund request.
Seller Name/ID Critical for assessing performance of third-party sellers on your store.
Product SKU/Name Identifies problematic products.
Refund Category e.g., Defective, Wrong Item, Shipping Delay, Buyer's Remorse.
Refund Reason (Details) Specific notes from the buyer.
Date Resolved When the case was officially closed.
Resolution Time Calculated field:
Resolution Type Full Refund, Partial Refund, Replacement, Store Credit.
Status Pending, Approved, Denied, Replaced.
Notes/Action Taken Internal notes on communication and steps to resolve.

How to Analyze the Data for Insights

With your log maintained, use simple spreadsheet functions to uncover patterns:

  • Seller Scorecard:resolution time
  • Product Hotspots:Product SKU/NameRefund Category
  • Efficiency Tracking:Resolution Time
  • Trend Analysis:

Turning Analysis into Action

The ultimate goal is to reduce avoidable refunds and improve reliability. Your analysis should lead to concrete actions:

  1. For Sellers with High Refund Rates:
  2. For Problematic Products:
  3. For Slow Resolution Times:
  4. For Common Refund Reasons:

By implementing the KAKOBUY Refund Tracking Spreadsheet, you move beyond simple transaction processing. You build a data-driven foundation for operational excellence, fostering a marketplace where reliable sellers thrive and buyer confidence grows.

Start logging, start analyzing, and start optimizing your marketplace performance today.