KPI Tree

Shopify Metric

E-commerce

New vs returning customers measures the proportion of orders and revenue coming from first-time buyers versus repeat purchasers. It reveals whether growth is driven by acquisition or loyalty.

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

New vs Returning Customers

New vs returning customers measures the proportion of orders and revenue coming from first-time buyers versus repeat purchasers. It reveals whether growth is driven by acquisition or loyalty.

Why new vs returning customers matters for Shopify users

A healthy business needs both new customer acquisition and returning customer loyalty. Over-reliance on either creates fragility, whether through rising CAC or a shrinking customer base.

Shopify merchants can track this ratio over time to ensure retention programmes are working and that new customer funnels maintain healthy volume.

Understand and act on new vs returning customers with KPI Tree

Pull Shopify customer and order data into your warehouse and segment by customer type in KPI Tree. Build a customer composition tree showing revenue split and AOV differences between segments.

Assign acquisition and retention owners respectively, with alerts when either segment deviates significantly from targets.

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 new vs returning customers 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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