KPI Tree

Shopify Metric

E-commerce

Product performance analysis evaluates each product on revenue, units sold, margin, return rate, and conversion rate. It identifies which products drive value and which underperform across multiple dimensions.

Full guide: definition, formula, and benchmarks
ShopifyE-commerce

Product Performance Analysis

Product performance analysis evaluates each product on revenue, units sold, margin, return rate, and conversion rate. It identifies which products drive value and which underperform across multiple dimensions.

Why product performance analysis matters for Shopify users

Not all products contribute equally to profitability. Some drive volume, others drive margin, and some attract new customers who become loyal buyers. Understanding these roles guides catalogue decisions.

Shopify merchants can use product performance data to optimise merchandising, adjust pricing, plan inventory, and decide which products to promote or discontinue.

Understand and act on product performance analysis with KPI Tree

Sync Shopify product, order, and return data to your warehouse. Build per-product metric subtrees in KPI Tree covering revenue, margin, and return rate with merchandising ownership.

Set comparative alerts to flag products whose performance diverges from category benchmarks.

Get started with your Shopify data

Query using MCP
MCP

Pull metrics from Shopify directly through the Model Context Protocol.

Data Warehouse
SnowflakeBigQueryDatabricksRedshift

Connect your existing warehouse where Shopify data already lands.

Professional Services
FivetranSnowflakedbt

Our professional services team can build you turn-key AI foundations in a matter of weeks. Data warehouse on Snowflake/BigQuery, ELT with Fivetran, all modelled in dbt with a semantic layer.

Explore product performance analysis across integrations

Empower your team to understand and act on Shopify data

Map what drives your metrics, measure progress at any grain, prove what works statistically, and deliver personalised action plans to every team member.

Experience That Matters

Built by a team that's been in your shoes

Our team brings deep experience from leading Data, Growth and People teams at some of the fastest growing scaleups in Europe through to IPO and beyond. We've faced the same challenges you're facing now.

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