{"id":25150,"date":"2026-08-28T09:42:22","date_gmt":"2026-08-28T09:42:22","guid":{"rendered":"https:\/\/bonloyalty.com\/?p=25150"},"modified":"2026-09-06T17:10:26","modified_gmt":"2026-09-06T17:10:26","slug":"bfcm-customer-data-audit","status":"publish","type":"post","link":"https:\/\/bonloyalty.com\/ja\/blog\/loyalty-strategy\/bfcm-customer-data-audit\/","title":{"rendered":"How to audit your BFCM customer data for revenue growth"},"content":{"rendered":"
Every BFCM email list contains a mix of very different customers. Some are loyal shoppers waiting for early access. Others haven\u2019t purchased in months and may need a reason to return. And some are unlikely to respond, no matter how many reminders you send.<\/p>\n\n\n\n
Most merchants still treat them as one audience. They send the same BFCM campaign to a brand-new member, a high-value VIP, and a lapsed customer, then wonder why all that holiday activity fails to produce lasting retention in January.<\/p>\n\n\n\n
Here\u2019s what makes that especially frustrating. New loyalty member enrollment increases by 132% over BFCM weekend compared with a typical week, and 81% of shoppers say a loyalty program influences whether they purchase again, according to BON Loyalty data from 2025. That creates a huge retention opportunity, but only if you know what each customer needs next.<\/p>\n\n\n\n
This is where an RFM audit becomes useful. RFM looks at three signals: how recently someone purchased, how often they buy, and how much they spend. Add loyalty data such as points balance and VIP tier status, and you get a much clearer picture of who should receive VIP early access, who needs a win-back message, and who should be left out of the campaign altogether.<\/p>\n\n\n\n
In this post, I\u2019ll walk you through the three data inputs to collect before scoring your customers, how to turn those numbers into RFM segments you can actually use, and the specific BFCM move I\u2019d recommend for each one.<\/p>\n\n\n\n