It’s a Black Friday and Cyber Monday dream come true:
- Cyber Monday closes
- Revenue's up by double digits
- The CMO drops a coveted fire emoji in Slack
- The team celebrates all the way through New Year's
And why not? The revenue number is real. Confetti's still in the air. But revenue isn't the BFCM number that decides how your quarter goes. The real number doesn't show for a few months... and that gap is where the real story gets written.
Revenue is the main event, right?
Two metrics have dominated retail reporting for decades, mostly because they're easy to pull.
- Revenue is a number you can easily screenshot from any dashboard or downloaded report
- Return on Ad Spend (ROAS) is a ratio you can tout or defend in one sentence
Together, they quickly answer the only question most stakeholders ask in a meeting: How'd we do?
Those stakeholders are in good company. Sixty-nine percent of U.S. agency and marketing decision-makers still measure retail media success through ROAS or incremental ROAS. Revenue is the other half of that same instinct.
This makes sense, since these two speak the most important language of business: money. Marketing and sales teams can cram decks full of performance graphs and percentages that tell the “big number go up” dream story of BFCM weekend. That stuff’s catnip for execs and board members.
But the retail environment has changed, and the metrics that worked when customer acquisition cost was lower no longer tell retailers what matters most. That's why revenue deserves a rethink as the primary success metric. Profit is the new black (Friday).
The whole industry is staring at the wrong number
Revenue and ROAS were never designed to measure business value on their own. The stats certainly tell you money came in the door... but they don't tell you whether:
- An ad caused the sale, for instance
- The sale survived contact with cost of goods sold (COGS)
- The customer behind it is a keeper or a coupon-chaser just passing through







And what about product returns and refunds? According to the NRF, retailers expect 17% of holiday sales to be returned, and they plan on managing holiday returns and fraudulent activity by increasing focus on third-party logistics partners (49%), hiring seasonal staff to handle returns (43%), and extending return windows (37%). But those measures come with their own costs, squeezing margins even further.
While the org focuses on revenue, the financial picture begins to change:
- The majority of returns happen in January, not December, turning January into the month when booked revenue meets reality
- The revenue you counted on Cyber Monday was partly a loan, and the bill comes due before your Q1 planning meeting
- Products come back, but the ad spend doesn't. You already paid to acquire that customer. That acquisition cost stays spent, so the return locks in a real loss
Here's what that means: The returns cost more than the BFCM sales they erased. Returns mean reverse shipping, restocking, markdowns, or unsellable inventory... and some of what's coming back isn't even honest.
The National Retail Federation puts 9% of all returns in the fraudulent column due to bracketing, wardrobing, and the empty-box special. Even when fraud is unintentional, it still reduces revenue.
Making matters worse, the opportunistic deal-chasers won’t become loyal customers. You bought a spike, not a cohort. Your Q1 repeat rate is the only honest verdict on which of those sales were customers, and which were just one-and-done coupons with a shipping address.
Even the trade press has realized the jig is up: Digiday reported that marketers are pulling ROAS apart because it can't tell anyone whether money that came in survived as profit.
Revenue and ROAS tell you about the money that came in. They don’t tell you about the money that stayed in.
Which brings us to what should drive your decisions instead: profits.
Why you should shift focus to profits
In contrast to revenue, transaction-level profit tells you what's left after product costs, discounts, and shipping take their share. Two retailers can report identical revenue while producing very different financial outcomes. Profit is the better signal for optimization because it accounts for that difference.
Knowing this is one thing; acting on it is another. If your advertising platforms are still optimizing toward revenue, they'll continue rewarding sales that look impressive the day after Cyber Monday... even if they disappoint by February.
It’s not hard to see that profit matters. But giving your advertising platforms a way to optimize for it can be challenging. Audiense Online, powered by Elevar, transforms that focus with Profit Optimization.
How Profit Optimization Works
Profit Optimization sends your ad platforms (such as Meta, Google Ads, GA4, Microsoft Ads, and more) a different target value than revenue: real net profit, built from calculations you've been missing:
- It builds the true net profit number from your real economics, not estimates: COGS are pulled straight from your Shopify catalog, a fallback margin is applied when item-level cost is missing, and the whole thing is recalculated in real time as sales come in. What used to take a dedicated data science team, or a marketer doing spreadsheet archaeology, now just runs for you.
- It differentiates every purchase by margin, not just revenue: Each transaction is scored on real profit contribution as it happens, giving ad platforms the precise signal needed to prioritize margin-rich purchases over deep-discount ones.
What Profit Optimization changes
Profit Optimization changes nearly every major BFCM decision:
Optimize your spend
Right now, the money you spend treats a full-price sale and a 40%-off clearance grab the same way because ROAS only measures revenue against spend — a $100 ROAS looks identical whether that $100 came from a full-margin sale or a deep discount.
This means you wind up overpaying to acquire thin-margin bargain grabbers who cost more to land than they're worth.
Elevar addresses this problem by using a server-side Conversion API (CAPI) pipeline to send true profit as the target value signal. Bidding algorithms can prioritize high-margin SKUs and high-LTV audiences rather than over-indexing on thin-margin bargain hunters.
The result: less ad spend wasted chasing bargain-hunters who won't be back, and more of your budget flowing toward customers who stick around.
Improve your reporting
You already know the shape of the February conversation: someone pulls up the Black Friday Cyber Monday recap deck, and someone else asks why the quarter’s performance doesn’t seem to jibe with the deck. The gap they’re sensing is the nearly one-in-five return rate and the discounts catching up with a number that never reflected true profit.
Elevar solves for this by building the profit figure from your real Shopify economics — such as COGS, discounts, shipping — in real time. You're optimizing toward a value much closer to the financial outcome you care about (i.e., one that doesn't shrink once returns and discounts settle out).
Prioritize valuable customers
Let's say last fall, a first-time deal-chaser and a five-time repeat customer generated the identical purchase event in your store.
It was the same revenue and same ROAS... but a completely different value to your business. Your platforms had no way to tell them apart, so they didn't.







Elevar handles this gap by scoring every purchase on real profit the instant the sale happens. This way, budget flows toward the purchases that actually pad your margin instead of the ones that only pad your revenue.
Defend performance with confidence
By the time the BFCM post-mortem comes around, usually in mid-January, the revenue slide has stopped telling the whole story. But profit remains the number you can still stand behind, and it’s the one your stakeholders reward.
Elevar tackles your stakeholder problem the same way it solves for the other three: by putting a real, defensible number in your hands that truly matters to the bottom line of the business.
Make profit the number that matters
Revenue and ROAS tell you how BFCM weekend went, but profit tells you whether it was worth it.
This is the shift retailers increasingly need to make. We’ve got to stop optimizing for the biggest sales spike and start optimizing for the customers, products, and margins that still matter — especially after the BFCM excitement has faded.
For many orgs, the change can be long and painful. But Elevar streamlines and accelerates this shift by giving advertising platforms a profit signal to optimize toward. This way, your marketing resources are optimized not for what's generated in Q4, but for what survives into Q1.
Learn more about Audiense Online, powered by Elevar, here or schedule a demo.





















