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Product performance analysis

Product performance analysis evaluates each product across revenue, units sold, margin, return rate, and conversion rate. It identifies which products drive value and which underperform, enabling data-driven merchandising, pricing, and inventory decisions.

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What is product performance analysis?

Product performance analysis is the systematic evaluation of every product in your catalogue across multiple metrics simultaneously. Rather than ranking products by revenue alone, it considers margin contribution, conversion rate, return rate, and customer acquisition role.

This multi-dimensional view prevents misleading conclusions. A product with strong revenue but a 40% return rate is not performing well. A product with modest revenue but exceptional margin and zero returns might be your most profitable line. Without analysing all dimensions together, merchandising decisions are based on incomplete information.

Product performance analysis also reveals the strategic role each product plays. Some products are traffic drivers that attract customers to the store. Others are margin generators that deliver profitability. Some are gateway products that lead to cross-category purchasing. Understanding these roles guides where to invest in marketing, how to allocate shelf space, and which products to phase out.

Review product performance on a rolling 90-day basis rather than monthly. Many products have purchasing cycles that extend beyond a single month, and short windows can overweight promotional spikes.

Key dimensions of product performance

DimensionWhat to measureWhat it reveals
Revenue contributionProduct revenue as a share of totalWhich products drive the top line
Margin contributionGross margin after COGSWhich products drive profitability
Conversion rateViews to purchases on product pagesHow effectively product pages sell
Return ratePercentage of units returnedProduct quality and listing accuracy
Customer acquisition rolePercentage of first-time buyersWhich products bring new customers in

How to act on product performance data

  1. 1

    Promote high-margin, high-conversion products

    Products that convert well and deliver strong margins deserve the most visibility. Feature them in collections, email campaigns, and paid advertising. They earn their promotional investment.

  2. 2

    Investigate and fix high-return products

    Products with return rates significantly above the category average have a quality or expectation gap. Review listing descriptions, images, and sizing guides. If returns persist, consider discontinuing the product.

  3. 3

    Use gateway products for acquisition campaigns

    Products that disproportionately attract first-time buyers are natural acquisition tools. Even if their margin is modest, they bring customers into the ecosystem who can be cross-sold to higher-margin products.

  4. 4

    Phase out chronic underperformers

    Products with low revenue, low margin, and high returns consume catalogue space and warehouse capacity without contributing value. Clearance pricing followed by discontinuation frees resources for better-performing lines.

  5. 5

    Set per-product performance targets

    Assign minimum thresholds for margin, conversion rate, and return rate. Products that fall below any threshold enter a review period with specific improvement actions required.

Related metrics

Profit Margin by Product

Per-product profitability

Ecommerce & Marketplace Metrics
Shopify

Metric Definition

Product Profit Margin = ((Revenue - COGS) / Revenue) x 100

Profit margin by product measures the percentage of revenue retained as profit after deducting cost of goods sold for each product. It reveals which products generate healthy margins and which are margin-dilutive, guiding pricing, promotion, and catalogue decisions.

View metric

Product Return Rate

E-commerce metric

Ecommerce & Marketplace Metrics
Shopify

Metric Definition

Product Return Rate = (Number of Units Returned / Number of Units Sold) x 100

Product return rate measures the percentage of purchased products that are returned by customers after delivery. It is a critical e-commerce and retail metric because returns directly erode gross margin through reverse logistics costs, restocking expenses, and lost inventory value. For many online retailers, the return rate is the single largest threat to profitability, particularly in categories like fashion where return rates routinely exceed 30%.

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Inventory Turnover

Stock efficiency

Operations Metrics
Shopify

Metric Definition

Inventory Turnover = Cost of Goods Sold / Average Inventory

Inventory turnover measures how many times a business sells and replaces its inventory during a given period. It is a critical operations and finance metric that reveals how efficiently capital is being deployed in stock.

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Gross Merchandise Volume

GMV

Financial Metrics
Shopify

Metric Definition

GMV = Number of Transactions x Average Transaction Value

Gross merchandise volume is the total monetary value of all goods sold through a marketplace, ecommerce platform, or payment processing channel over a given period. It represents the full transaction value before deducting fees, returns, discounts, and taxes. GMV is the primary scale metric for marketplaces and platforms because it captures the total economic activity flowing through the business, regardless of how much the platform retains as revenue.

View metric

Know which products earn their place in your catalogue

Build a metric tree that evaluates every product across revenue, margin, conversion, and returns so your merchandising team can make confident decisions about what to promote, fix, or phase out.

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