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Ecommerce Analytics Dashboard: Metrics to Track

Ecommerce analytics dashboard metrics every seller should track, with formulas, a worked example and a weekly review routine.

S
ShopMate Team · Oct 18, 2026 · 10 mins read
Ecommerce Analytics Dashboard: Metrics to Track

An ecommerce analytics dashboard should show you, in one place, how much you sold, how much you earned, which products and channels drive the result, where customers come from, what is running out of stock and how this week compares with last. The metrics that matter most for a small Indian seller are revenue, orders, average order value, gross profit, top products, online versus offline sales, customer acquisition, repeat purchase rate, return rate and stock cover.

This guide explains the metrics a seller should track, how to calculate each with worked examples, what a good dashboard shows, how to turn numbers into decisions and the mistakes that make data misleading. It describes ShopMate's dashboard as its own pages describe it, and shows how to use free tools alongside any platform.

Quick answer: Track ten numbers weekly: revenue, orders, average order value, gross margin, top products, channel mix (online and offline), new versus returning customers, return rate, stock cover and cash on delivery share. Compare each to the previous period, ask why it changed, and decide one action. Export reports for your accountant at month end.

Why analytics matters for a small store

Without numbers, decisions run on feeling. A product that seems popular may have a low margin. A channel that seems busy may bring mostly returns. Wikipedia describes web analytics as the measurement and analysis of data to understand and improve web use, and performance indicators as measures used to evaluate success. For a small seller the aim is simple: spend less time guessing, and more time on what works.

The core metrics

MetricFormulaWhat it tells you
RevenueSum of order values in a periodTotal sales, before costs
OrdersCount of ordersVolume of business
Average order valueRevenue ÷ ordersHow much each customer spends
Gross profitRevenue − cost of goodsWhat is left to pay other costs
Gross marginGross profit ÷ revenueHow profitable your pricing is
Conversion rateOrders ÷ visitorsHow well the store turns visits into sales
Return rateReturned orders ÷ ordersQuality, fit and expectation problems
Repeat purchase rateCustomers with 2+ orders ÷ customersLoyalty
Customer acquisition costMarketing spend ÷ new customersWhat it costs to win a customer
Stock coverStock ÷ average daily salesDays until a product runs out

Wikipedia explains two of the deeper ideas in its articles on customer acquisition cost and customer lifetime value. A sound rule is that the lifetime profit from a customer should clearly exceed the cost of acquiring them.

Worked example: reading a week of numbers

The figures below are assumptions to show how the metrics connect.

MetricLast weekThis week
Orders80100
Revenue (₹)64,00075,000
Average order value (₹)800750
Cost of goods (₹)38,40048,750
Gross profit (₹)25,60026,250
Gross margin40%35%
Returned orders815
Return rate10%15%

Orders rose by 25% and revenue by about 17%, which looks good. But gross margin fell from 40% to 35% and the return rate rose from 10% to 15%. Gross profit barely moved, and returns cost shipping both ways. The likely actions: check whether discounts drove the extra orders, look at which products were returned and why, and review pricing. Without the dashboard, the headline growth would have hidden the problem.

What a good ecommerce dashboard shows

1. Sales and orders

Daily, weekly and monthly revenue and order counts, with comparison to the previous period. Look for trends rather than single days, since weekends, festivals and promotions change patterns.

2. Profit, not just revenue

Revenue can rise while profit falls. A useful dashboard shows margin by product and category, using the cost price you record. This is why entering accurate cost prices matters.

3. Top products and categories

See which items drive revenue and which drive profit; they are often different. Promote high-margin sellers, review low-margin ones and consider dropping products that sell little.

4. Online and offline channels

If you have a shop, compare walk-in sales with web orders. This shows where customers prefer to buy which products and helps you plan stock for each channel. Our guide to retail POS and ecommerce integration explains how the two connect.

5. Customers: new versus returning

New customers show growth, returning customers show loyalty. Track both, with the source of new customers where possible: search, social media, referral or direct.

6. Inventory and low stock

Alerts for items that are running low or not moving. Stock-outs lose sales, and excess stock ties up cash.

7. Payments and cash on delivery

The share of prepaid versus cash on delivery orders, and the return rate of each. Cash on delivery usually brings more returns; see Wikipedia on cash on delivery. If the share of cash on delivery rises while returns rise, consider limits or prepaid incentives.

8. Exportable reports

Your accountant needs sales, tax and payment data. A dashboard that exports CSV and PDF saves hours at filing time. See our guide to GST compliance for ecommerce sellers for the tax side.

What ShopMate's dashboard covers

According to ShopMate's home page, the analytics module provides revenue, profit and order analytics; online versus offline channel comparison; top-selling products and categories; customer acquisition tracking; daily, weekly and monthly reports; low-stock and inventory alerts; and exportable CSV and PDF reports. It describes the dashboard as real-time, covering online and offline channels from a single view, and the pricing page lists the analytics dashboard among the features included in its one plan. We have not listed any metric that ShopMate does not state; if you need conversion rate or advanced funnel analysis, ask the team whether it is available, and consider free tools alongside it. ShopMate publishes this guide and has a commercial interest, so ask for a demo with your own sample data.

Free tools to add

  • Google Analytics measures website visits, sources and behaviour; see Google Analytics for developers and its help page on campaign URL builders, which lets you tag links so you can see which campaign brought a visitor.
  • Google Search Console shows how your store appears in Google Search; see Search Console.
  • Your payment gateway dashboard shows payment success rates and settlements; see Razorpay settlements as an example.
  • A simple spreadsheet for weekly notes: what changed and what you did about it.

Make sure you handle visitor data lawfully and say so in your privacy policy; the Digital Personal Data Protection Act, 2023 governs personal data in India.

A weekly review routine (30 minutes)

  1. Open the dashboard for the last seven days and the seven before.
  2. Note revenue, orders, average order value and margin and what changed.
  3. Check the top five products by revenue and by profit.
  4. Look at returns: which products and why.
  5. Check stock alerts and place reorders.
  6. Compare channels online versus offline.
  7. Review where new customers came from.
  8. Write down one action for the coming week, such as running a coupon on a slow product, changing a price, fixing a size chart or messaging repeat customers.

Turning numbers into decisions

What you seePossible causeAction to test
Revenue up, margin downHeavy discounting or higher costsReduce discounts, review supplier prices
High visits, few ordersPricing, trust or checkout problemsCheck product pages, policies and payment options
Many returns on one productFit, quality or misleading photosImprove photos, size chart or description
Top product often out of stockReorder too lateRaise the reorder point; see our guide to apparel inventory
Few repeat customersWeak follow-upSend a thank-you, offer a repeat-order coupon
Offline outsells online for a productCustomers prefer to see it firstImprove online photos or offer in-store pickup
Rising cash on delivery share with returnsLow-intent ordersConfirm orders, limit cash on delivery, offer prepaid discount

Which metrics matter at each stage

You do not need every number from day one. Add metrics as the business grows:

  • First month (0 to 50 orders): orders, revenue, average order value, top products and stock alerts. The goal is to learn what sells and avoid stock-outs.
  • Months two to six (50 to 500 orders): add gross margin by product, return rate, prepaid versus cash on delivery share and new versus returning customers. The goal is to protect profit.
  • After that: add customer acquisition cost by channel, repeat purchase rate, customer lifetime value and season-on-season comparisons. The goal is to decide where to spend on growth.

If you also run a shop, include the offline channel from the start, because stock and demand are shared. A quiet week online may simply mean customers bought the same item at the counter. Seeing both channels together stops you from drawing the wrong conclusion and ordering the wrong stock.

Common analytics mistakes

  • Looking only at revenue. Profit and returns tell the real story.
  • Not recording cost prices, so margin cannot be calculated.
  • Judging on a single day. Use weeks and compare similar periods, such as festival to festival.
  • Counting returned or cancelled orders as sales.
  • Drowning in metrics. Pick ten, and review them weekly.
  • Not acting. A report with no decision is wasted time.
  • Ignoring small samples. A product with five orders tells you little.

Checklist: a useful analytics setup

  • Cost prices are entered for every product and variant.
  • The dashboard shows revenue, orders, profit and top products.
  • Online and offline sales are compared in one view.
  • Low-stock alerts are on.
  • I can export CSV and PDF reports for my accountant.
  • I have a free visitor-tracking tool for traffic and sources.
  • I review ten metrics every week and write one action.

Frequently asked questions

What metrics should an online seller track?

Revenue, orders, average order value, gross margin, top products, online versus offline channel mix, new versus returning customers, return rate, stock cover and cash on delivery share. Review them weekly against the previous period.

What does ShopMate's analytics dashboard show?

According to its home page: revenue, profit and order analytics, online versus offline comparison, top-selling products and categories, customer acquisition tracking, daily, weekly and monthly reports, low-stock alerts and CSV and PDF exports.

Do I need Google Analytics as well?

It is useful for website traffic, sources and behaviour, which a sales dashboard may not cover in depth. It is free, and works alongside any platform. Ask your platform what traffic data it provides before deciding.

How do I calculate profit margin?

Subtract the cost of goods from the selling price to get gross profit, then divide by the selling price. For example, a product sold at ₹1,000 with a ₹600 cost has a gross profit of ₹400 and a margin of 40%.

How often should I check my store's numbers?

Glance daily for orders and stock alerts, and do a proper review weekly. Review profit and returns monthly and export reports for your accountant at month end.

Can the dashboard help me reduce returns?

It can show which products and channels have high returns, so you can fix photos, size charts or descriptions. Look at return reasons and compare prepaid with cash on delivery orders.

Sources and further reading

Platform features and tax rules change. ShopMate statements come from its own home and pricing pages as of 11 October 2026. Sources were last checked on 11 October 2026.

  1. Wikipedia, Web analytics, Performance indicator, Customer acquisition cost, Customer lifetime value and Cash on delivery.
  2. Google, Google Analytics, campaign URL builders and Search Console.
  3. Razorpay, settlements.
  4. MeitY, Digital Personal Data Protection Act, 2023.
  5. ShopMate, home page and pricing.

Disclaimer: This article is for general information only and is not legal, tax or financial advice. Figures in worked examples are assumptions for illustration. ShopMate is the publisher of this guide and has a commercial interest in the platform it describes. Platform features and rules change, and your situation may differ. Consult a qualified chartered accountant or legal professional before making decisions.

See your numbers in one dashboard

If you want revenue, profit, top products and online versus offline sales in one place, ShopMate offers a 7-day free trial and a demo call. Book a free demo, review the pricing or read about ShopMate.

S

Written by ShopMate Team

Published Oct 18, 2026
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