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Pincode Profitability Mapping: A Step-by-Step Guide

October 2024 9 min read

Not all pincodes are created equal. Some deliver healthy profits, others quietly destroy your margins with every order. This guide shows you how to identify which locations are helping—and hurting—your bottom line.

Why Pincode Profitability Matters

Most D2C brands offer uniform pricing and shipping policies nationwide. But the costs of serving each location vary dramatically:

The Hidden Subsidy

Our analysis shows that 22% of pincodes served by the average D2C brand are actually unprofitable. Profitable regions are subsidizing unprofitable ones—without anyone realizing it.

Building Your Pincode Profitability Map

1

Export Order Data by Pincode

Pull 6-12 months of order data with pincode information. Include order value, product costs, shipping charges (actual, not customer-facing), and return status.

2

Calculate Per-Pincode Metrics

For each pincode, calculate: total orders, average order value, actual shipping cost per order, RTO rate, COD rejection rate, and return rate.

3

Compute Contribution Margin

For each pincode: (Revenue - COGS - Shipping - Returns Cost - COD Handling) / Revenue. This gives you the true margin per pincode.

4

Segment and Prioritize

Group pincodes into tiers: Highly Profitable (top 20%), Profitable (middle 50%), Break-Even (next 15%), and Unprofitable (bottom 15%).

What to Do With the Data

For Unprofitable Pincodes:

For Highly Profitable Pincodes:

Ongoing Monitoring

Pincode profitability shifts over time. New competitor warehouses, logistics partner changes, and seasonal patterns all affect the map. We recommend quarterly refreshes of your profitability analysis.

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