GTM Sauce

Sub Club by RevenueCat · 2025-12-24

Creative Misfires, False Positives, and Meta's Auction Flaws — Alper Taner, Stealth-Mode App Studio

Alper Taner, head of performance marketing at a stealth app studio, on treating best practices as inputs to test, treating weak metrics as facts until tested, interpreting creative results one variable at a time, setting creative spend thresholds from cumulative CPX curves, rebalancing ad sets dominated by one ad or country, a capped 'inflated budget' Meta setup, and remapping a trial event from Purchase to trial on Meta, which cut cost per trial ~35%.

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11 tactics

Practitioner pattern · Alper Taner

Expert says it creates more winners; seen a concept's third variant win after two flopped
“So, let's take the dog example. Okay, let's have the same dog, let's have a puppy, let's have another breed, let's have another animal. So, just to test and see if it's the animal or not.”
Workedpaid-socialexperimentation
Sub Club by RevenueCat · 2025-12-24

Practitioner pattern · Alper Taner

Expert says fewer, better-reasoned tests beat 500-a-month volume; no numbers
“I would more look at your cost per successful creative that is beating the BAU ads performance.”
Unknownpaid-socialexperimentation
Sub Club by RevenueCat · 2025-12-24

Practitioner pattern · Alper Taner

Bad ads are often clear by ~$500; one account burned ~$90K on a $100+ CPI ad
“But what I would suggest is to look at your cumulative spend and cumulative CPX metrics, whether you're testing on a CPI or a cost per trial or just cost per subscription and such, and see when they stabilize.”
Workedpaid-socialexperimentation
Sub Club by RevenueCat · 2025-12-24

Practitioner pattern · Alper Taner

Other ads often 'bloom' once the dominant ad is removed
“And then I've seen that multiple times where you take out that dominant ad from that ad set and all the other ads suddenly bloom”
Workedpaid-socialexperimentation
Sub Club by RevenueCat · 2025-12-24
“For example, if you put the US with all the other smaller, let's say European countries, there's a 90% chance that at least 70% of the spend will go to US because of its size and everything.”
Unknownpaid-socialmarket-selection
Sub Club by RevenueCat · 2025-12-24

A subscription app · B2C · Alper's UA account

5x campaign budget in two weeks with falling cost per purchase
“And we were not applying 20% increase per day. If you see that your daily budget is 2K, but I'll go spend 3K and you get the same performance, I was like, "Let me handle the bid and budget for this campaign because I see something, I see something very unusual."”
Workedpaid-social
Sub Club by RevenueCat · 2025-12-24

Practitioner pattern · Alper Taner

More high-quality traffic at stable cost for some accounts; others got no or runaway delivery
“Another example is the capped inflated budget strategy where we have a million dollars a day budget at the campaign level, which is not a good advice unless you put a campaign spend limits in place.”
Mixedpaid-social
Sub Club by RevenueCat · 2025-12-24
“If you have performance difference above 20%, 30% among the, let's say the placements or demographics and such, it is worth testing it.”
Unknownpaid-social
Sub Club by RevenueCat · 2025-12-24

A subscription app · B2C · Alper's client

Cost per trial down ~35% with the same ads and campaigns
“all we did was mapping their trial event to trial and their cost per purchase/the actual cost per trial went down by, I think, around 35%, only with that change. Same creative, same campaigns, just different event optimization.”
Workedpaid-socialanalytics-attribution
Sub Club by RevenueCat · 2025-12-24
“Let's say if you can afford to turn off the channel, regardless of your size, let's put it this way, if you can afford, just do it.”
Unknownanalytics-attributionexperimentation
Sub Club by RevenueCat · 2025-12-24
“If there's one concept with 15 variations, and that is a particular, the only one that has 15 variations compared to other ones having just two and three, you should be able to interpret that. Likely, that creative is performing well for them.”
Unknownpaid-social
Sub Club by RevenueCat · 2025-12-24

Numbers mentioned

SubjectMetricValueQuote
personAlper Taner, annual UA budgets managedad spendeight figures
approximate
“Alper has been in mobile growth for over a decade, leading UA and MarTech efforts across a wide range of verticals and managing eight-figure annual budgets.”
benchmarkHealthy install-to-trial-start rate for subscription appsconversion rate
install -> trial start; contrasted with a 5% account
15–20%
approximate
“And usual healthier benchmark is more like 15% to 20% and such.”
benchmarkMeta's early delivery decision window for a new adcount
Meta makes delivery decisions in roughly the first 5,000-10,000 impressions; ads can be starved too early
5,000–10K impressions
approximate
“because Meta does some decision making around first 5,000 to 10,000 impressions”
aggregateAccounts Alper has seen letting ad sets run with one dominant adshare
Share of ad-set spend going to one dominant creative or country, the trigger to rebalance
80–90%
approximate
“When we see a 80%, 90% of a dominant asset, let it be a creative, let it be a country and such, you're not fulfilling the potential of the other variables.”
Large app account with no spend guardrailsad spend
Spend on a single creative running at a $100+ CPI before anyone stopped it; should have been killed at $2,000 max
USD 90K–100K
approximate
“I've seen as crazy as someone spend 100K on a creative with $100+ and did not stop it before. I think it was like 90K something didn't stop.”
Large app account with no spend guardrailscpi
CPI of the runaway creative ($100+)
USD 100
approximate
“With $100 cost per install?”
Large app account with no spend guardrailscost
Spend level by which the bad creative should have been killed
USD 2,000
estimate
“it was high enough that you should have killed it after $2,000 max and not wait for 100,000”
Account where Alper scaled a winning Meta creativegrowth rate
Campaign budget growth within two weeks with same or falling cost per purchase
+5 x
approximate
“And we were able to, I think 5X the campaign budget within two weeks with the same and even decreasing cost per purchase.”
benchmarkStarting bid/cost cap relative to current cost per purchase in a capped inflated-budget setupshare
Start caps 10-20% below current cost per purchase (e.g. ~$45 when CPP is $50), then raise slowly
10–20%
approximate
“If your cost per purchase is 50, you want to start, I don't know, around 45 or 10%, 10% to 20% below and you might not get delivery, then you play it slowly.”
benchmarkAccount size where the capped inflated-budget tactic makes sensead spend
Large accounts already spending ~50K/day that want to reach 100K/day
USD 50K/day
approximate
“this works well at large accounts with large learnings that they're spending 50K a day anyway type of a thing and they want to see if they can spend more than 50K a day”
benchmarkPerformance gap between placements/demographics that justifies testing Meta bid modifiers / value rulesshare20–30%
approximate
“If you have performance difference above 20%, 30% among the, let's say the placements or demographics and such, it is worth testing it.”
benchmarkMonthly UA spend above which incrementality measurement (MMM, geo-lift, holdouts) becomes importantad spendUSD 500K/month
approximate
“And once you get to certain level, I would say 500K+, then these are becoming a lot more important and prominent in decisions”
Subscription app with high CAC that optimized Meta for purchasecpa
Cost per trial after mapping the trial event to a trial event on Meta instead of Purchase; same creatives and campaigns
+-35%
approximate
“all we did was mapping their trial event to trial and their cost per purchase/the actual cost per trial went down by, I think, around 35%, only with that change.”
benchmarkTime to let a newly created Meta event build history before split-testing ittime to milestone1–2 weeks
estimate
“so I would at least wait a week or two so that the events manager will build some history”