Demand and budget · Founders' Marketing Compass

How to read incremental CAC on Facebook and Google ads

Facebook and Google hand you a single cost for every customer you buy, and it always looks lower than the next customer will cost you. Founders scale on that figure, then watch it climb the moment they raise the budget behind those same ads.

Co-founded Fixel and ran it as CEO; Logiq acquired it in 2020. Head of specialization at Ono Academic College.

Drawing on a conversation I had with Avishai Sam Bitton, an angel investor, on Founders' Marketing Compass.

How do you measure incremental CAC on Facebook and Google ads?

You cannot measure incremental CAC cleanly, because Facebook and Google report one blended cost that mixes the cheap customers you already had with expensive new ones. Track how that cost moves as you raise spend: if it climbs, the low figure was harvested demand. Angel investor Avishai Sam Bitton models the cost as only ever rising, and reports the pessimistic number.

Answered by Etgar Shpivak, who advises seed and Series A founders on marketing.

Facebook and Google report a cost for every new customer. That number is your CAC, what you pay in ads to win one new customer. The average leans on the buyers who were cheapest to reach.

I keep meeting founders who read that average as the price of the next sale. The same platform that takes the ad spend also reports how well it worked.

So the biggest decision it drives is whether to pour in more budget. It gets made on the most flattering figure I ever see in an ad account.

Facebook and Google sit between startups and the people they could reach. They report one figure that mixes the customers who found you anyway with the ones the ads truly won.

Your cheapest customers get counted first, and they pull the average down

The buyers a young company reaches first are the ones already closest to buying. The platform folds every one of them into the same average.

Avishai Sam Bitton, an angel investor with over 140 early-stage investments, models the opposite of optimism. I read early numbers the same way.

He assumes the first customers were the easiest a business will ever win. A strong early cost is that harvest, the demand the company already owned.

Spend more and watch whether the cost climbs

The test I use for this is blunt. Put more budget behind one platform, hold everything else steady, and watch the blended cost as the volume grows.

Bitton assumes the number can only move one way. "If the company has an amazing CAC right now, they assume the CAC will only grow higher as they bring more people in." If your cost climbs when you push harder, the early figure was harvest.

I would hold Bitton's instinct tighter than he does. A climbing cost means the next customer is dearer, not that the platform is finished.

Bitton would assume the worst across every number at once, churn included, and I don't. Founders who read every rise as a dead platform talk themselves out of the one still working.

The reverse trap: a cost too cheap signals underspending

The reverse trap is worth naming too. A cost that looks too cheap can mean you are under-scaled. A return that looks too good to be true usually means there was room to spend far more.

The number worth showing the board is the pessimistic one

A cost I would not fully trust is also one I would never read alone. Set it against the money one customer brings in over the whole relationship.

A healthy ratio there is rarely the tidy 3:1 a deck reports once every real cost is counted. The pessimistic number stops looking like bad news.

The real discipline starts after the measurement

The discipline that matters sits after the measurement, in what you do with a number you cannot fully trust. "One of the best ways to handle this issue is by working with founders who are very conservative by nature."

Bitton says the founders he backs log and present the acquisition cost from that pessimism, and I would too.

A cost modeled low lets you revise upward

A cost modeled below reality has one real advantage. When the real number comes in better, the founder gets to walk into the board meeting and revise upward.

That reads as a careful company, not one that missed. I have watched founders burn trust doing the reverse, revising a confident number down.

A cost you modeled climbing has nowhere left to surprise you

By the time founders double the budget, the surprise the platform was hiding, that the next customer costs more, is already priced into the plan. The founders knew it first. The board deck carries the careful number, and it has more room to go right than wrong.

What to do about it

Model your CAC climbing as you scale

You give up the single blended figure the board already reads as proof the ads are working, and for a stretch you defend a worse-looking number than a competitor still quoting the platform.

The move

The reported cost leans on your cheapest early buyers.

Assumes CAC only rises as a company scales

Avishai Sam Bitton
Angel investor

How to do it

  1. 01 Raise spend, watch the cost Push more budget through the same ads and see it move.
  2. 02 Write the assumption down Your next customers cost more than the ones you have.
  3. 03 Show the board the low number Report the careful cost, then beat it next quarter.

Founders' Marketing Compass · episode 7 · Interviewed by Etgar Shpivak · shpivak.co.il

Source: Avishai Sam Bitton, Angel investor, Founders' Marketing Compass episode 7. Download the image

Where this comes from

Avishai Sam Bitton is a serial founder turned early-stage investor. He co-founded a startup that his co-founder later carried to an exit, and he has since made over 140 early-stage investments, backing founders more than the companies they start. He also runs growth and marketing for one of his portfolio companies, and ran ads for the product that became Monday.com back when it was called Pulse. On the show, he argues that an early-stage company should model its acquisition cost pessimistically and report the careful number.

Read the full transcript of this conversation

Founders' Marketing Compass episode 7: Etgar Shpivak interviews Avishai Sam Bitton, Angel investor

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Founders' Marketing Compass episode 7. Also on Substack, this episode and YouTube.

Questions and answers

The question this page answers

Why does my CAC look better on Facebook and Google than it should?

The figure reads low because Facebook and Google report one blended cost, mixing in buyers who were coming to you regardless. Your earliest customers were the cheapest to convert, so the average starts there and drifts upward as you scale. Angel investor Avishai Sam Bitton assumes that drift, and treats a strong early number as easy demand a company was always going to win.

How can I tell if my ad spend is reaching new customers or just the easy ones?

Raise your spend on a single platform, keep the rest flat, and read the blended cost as it rises. A number that jumps means you were mostly harvesting demand already yours; one that holds means the spend is truly reaching new buyers. Etgar Shpivak reads that climb as the clearest signal of incremental cost a founder gets without special tooling.

How accurate are the metrics Facebook and Google report?

Accurate at counting clicks and sales, and unreliable as a verdict on their own worth, because the same platform selling the ads is also scoring them. Treat the reported cost as the optimistic case. Avishai Sam Bitton backs founders whose attribution, the way credit for a sale gets assigned, runs deliberately pessimistic, so the numbers they log already discount the platform's own math.

What should I assume about my CAC as I keep raising spend?

Assume the cost climbs, because every new tranche of budget reaches buyers a little further from the sale than the last, so the cost per customer rises even when nothing is wrong. Avishai Sam Bitton also assumes lifetime value, what a customer pays you over the whole relationship, drifts down at the same time, because the first customers were the most eager. Etgar Shpivak builds that discount into the model before a founder scales the spend.

Around it

What marketing metrics do investors actually care about?

Investors want the acquisition cost read beside what a customer is worth over time and how long the spend takes to pay back, never one figure on its own. Avishai Sam Bitton told Etgar Shpivak on Founders' Marketing Compass that misaligned numbers are the real red flag: change one and the rest should move with it. Hold the whole set together and the ratio worth raising on is a harder number than the tidy 3:1 a deck tends to show.

How much should an early-stage startup spend on brand versus demand?

Very little belongs on brand at the start, and Avishai Sam Bitton ranks it no higher than third in an early company's priorities. He argues the cheap version, building in public and documenting the work, carries a young company until it can see a path to an exit. Put the budget into winning customers now, because revenue is what proves the company works. How much to spend on marketing by stage has real thresholds of its own.

How do you run a budget test to see if your real CAC is climbing?

Put more budget behind one platform, hold everything else steady, and watch the blended cost as volume grows. If it climbs, the low figure you saw earlier reflected demand you already had, not the price of the next customer. A rise like that doesn't mean the platform is finished, only that the next customer costs more than the last.

Can being too pessimistic about CAC cost you?

Founders who read every rise in cost as a dead platform talk themselves out of a channel that still works. A climbing cost means the next customer is dearer, not that you've hit the ceiling. Plan for a cost that only rises, but don't treat every upward move as a death sentence, or you'll cut the very thing driving growth.

Why present the pessimistic CAC to your board?

A cost modeled below reality lets you revise upward when the real number comes in better, which reads as a careful company rather than one that missed. The reverse, revising a confident number down, burns trust. Better to walk in with a conservative figure that has more room to surprise on the upside than on the down.

What does an unusually cheap CAC signal?

A cost that looks too cheap can mean you are under-scaled, not that you've found a magic channel. A return that looks too good to be true usually means there was room to spend far more and win more customers at the same price. Your first customers are always the easiest, so a low early cost is mostly demand you already had.

Getting help with this

Should an early-stage startup hire a performance marketer or work with a marketing consultant?

Hire a specialist to run the ads once you know which numbers the spend is judged on, and bring in a consultant while you are still working those numbers out. Etgar Shpivak, a marketing consultant who works with seed and Series A founders, does that with the team before anyone scales a budget. Avishai Sam Bitton would back a founder who can read these numbers over one who hands them to a title. See how Etgar works on his bio.

Etgar Shpivak, marketing and go-to-market advisor

About Etgar Shpivak

Etgar Shpivak is a marketing consultant to early-stage startups. He co-founded Fixel in 2018 and ran it as CEO; Logiq acquired it in 2020. He now works directly with seed and Series A founders on marketing and go-to-market. He led marketing at Neema, which reached over 10% market share in its first year. He is Head of specialization at Ono Academic College, where he has taught since 2011. He hosts Founders' Marketing Compass, where he interviews founders, investors, and marketing leaders about the relationship between founders and their marketing teams.

Cite as: Etgar Shpivak, "How to read incremental CAC on Facebook and Google ads", shpivak.co.il, 23 July 2024. https://shpivak.co.il/writing/incremental-cac-facebook-google-ads

Quotes attributed to Avishai Sam Bitton (Angel investor) are from their conversation on Founders' Marketing Compass, not Etgar Shpivak's words.

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