The simplest way to track your success this BFCM…
You don’t need 30 metrics. Use this 1-page scorecard instead.
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BFCM creates an unusually noisy environment.
Once the event is over, you can almost always find a metric that makes the month look better than it was.
That makes the recap easy to spin, whatever number looks best becomes the headline.
If you want a clean read on BFCM, you can't build the measurement system after the event.
You need to write the scorecard before November.
Because once the plan exists before anyone knows the outcome, it gets much harder to rewrite the story afterward.
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Why Post-Hoc Recaps Lie
The easiest way to make BFCM look successful is to start with the result and work backwards.
Take total revenue. A spike month can hide what actually happened underneath it.
New-customer revenue might have jumped because you pushed harder on acquisition, while returning-customer revenue barely changed.
The blended number tells you that the business grew. It doesn't tell you whether the event created better customers or simply bought a bigger November at a higher cost.
The same thing happens with almost every BFCM metric.
If you decide what matters after seeing the numbers, you're effectively choosing the benchmark that makes the result easiest to defend.
That's why I want the scorecard written before the event, then come back in January and see whether the BFCM cohort bought again.
The point isn't to predict what the numbers will be.
It's to remove my ability to change the question once I know the answer.
The Scorecard I Would Write Now
Here is the page I would have sitting in the team folder before November starts.
1. New revenue
Write the number from last year.
Then write the target for this year.
Track actual in January.
This shows whether BFCM expanded the customer base.
2. Returning revenue
Use the same three columns.
This shows whether the event also activated customers you already paid to acquire. Reporting new and returning revenue separately at order level keeps the two engines visible.
3. Cohort quality by offer
Split the BFCM cohort by how they entered.
Promo-acquired customers.
Full-price customers.
Then track second-order behavior.
Cohort analysis is useful here because aggregate retention can stay stable while newer groups get worse. A cohort view lets you see whether the offer changed customer quality over time.
4. Promo depth
Write the depth you are willing to run in September.
Then put the actual number beside it after BFCM.
A 25% plan that becomes 35% in November is a different economic decision. The scorecard should expose that gap.
5. Owned-channel share
Write down the share of event revenue you expect from email and flows.
A 30% to 40% range is a useful reference point for BFCM planning, but use your own historical baseline as the primary comparison.
Then add one line that does not get filled in until January:
60-day second-order rate of the BFCM cohort.
In January, look at the 60-day second-order rate for the BFCM cohort.
That number tells you whether you acquired customers or simply rented demand for a weekend.
The Pre-Commitment Mechanics
Writing the scorecard in September only works if you actually commit to it.
So commit to three things before November 1.
First, grab the one page scorecard above.
The middle column gets written before November 1.
Second, share it before the event.
Anyone who will be involved in the BFCM review gets the same page beforehand. That makes it harder to quietly introduce a new metric in December because the original one looked bad.
Third, use the same lines year over year.
The document becomes a running record of how the business plans peak season. Adding a new metric after a weak result makes the scorecard easier to manipulate.
The scorecard is deliberately boring because five committed lines beat 30 numbers you can interpret however you want.
Grade The Offer Too
If you're using one of the no-discount structures from the last issue, give that offer its own cohort line, whether you’re testing an early-access offer or the scarcity mechanic.
You’re setting your hypothesis in September:
- We're going to test early access instead of going deeper on discount.
- Here’s what we expect.
- Here’s what would make BFCM a win
When November is over, you have a way to judge whether the offer changed the quality of the customers you acquired.
If anyone asks:
“Did BFCM create a good customer base, or did it just create a big weekend?”
You just have to fill in the blanks.
That's something a BFCM revenue recap can't answer by itself.
The last issue gives you the offer hypothesis.
This issue gives you the instrument for grading it.
And January gives you the answer.
Are you confident in your current structure and plan for Q4? There's still time to get things corrected to ensure you have a record breaking Black Friday. Every brand we onboarded during Q4 last year is still a client today and they're growing more profitable then ever.
Book a call and let's see how we can help get ready 👉 book a call with me.---Not ready for an agency but want some 1:1 support for Q4 prep? I'm on Mentorpass and offering 30% off my typical rates to help brands prepare for Q4. Let's chat
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