Case study · Heritage textiles · DTC + wholesale · Northern Ireland

Thomas Ferguson Irish Linen

A 170-year-old linen maker used By the Numbers to find the segments that drove holiday revenue and lifted DTC sales 41% YoY.

Thomas Ferguson Irish Linen
+41%
DTC revenue YoY
2.3×
Email click-through
1 day
Setup time

The challenge

Thomas Ferguson Irish Linen has been weaving in Banbridge since 1854. The brand had healthy wholesale revenue but DTC was lumpy: strong at Christmas, quiet the rest of the year. Shopify's reports showed what sold but not who was buying, so seasonal campaigns went to the entire list and click-through was flat.

What changed

The RFM matrix in By the Numbers split the list into Champions, Loyalists, and gift-buyers who only purchased near Christmas. The gift-buyer cohort was pushed to Klaviyo as a Custom Audience three weeks before Black Friday, with a targeted holiday flow. Champions got an early-access pre-launch.

The outcome

DTC revenue grew 41% year-over-year. Email click-through more than doubled because the same blast was now three smaller, relevant ones. The team finished setting up By the Numbers in a single afternoon, without a data engineer.

“We've been weaving linen since 1854. By the Numbers is the first analytics tool that actually told us something we didn't already know.”

Director, Thomas Ferguson Irish Linen
By the Numbers

See what is working in your Shopify store

By the Numbers turns your store data into reports, segments, and forecasts.

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  • AI-powered analytics
  • Customer segmentation
  • Predictive forecasting
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