Meta Advertisers Can't Scale Winning Ads Without Them Flopping

“When testing multiple ads in one ad set in an ABO campaign, or multiple ads in a CBO campaign, and you let the whole budget spend, what if some creatives get only a few euros or even no spend? Do you just ignore/kill the creative because the algorithm decided which one is the winner, or do you manually give it a bit of budget to test it fairly? So if a creative gets no spend, is it a clear indication that it shouldn’t get any spend because the algorithm decided so? Or is it smart to test those c”

“When testing creatives, let’s say for example one batch with 3 creatives in one ad set and an ABO campaign with €40/day, Meta often spends most of the budget on the creative that performs worst. Why does Meta give the majority of the budget to the creative with the highest CPM and (sometimes) the lowest CTR? For example, the one that gets the spend has €25 spend, a €40 CPM and a 1.7% CTR, while the second creative in the same ad set has only €3 spend, a €30 CPM and, even with those fewer impress”

“I put a bunch of proven winners into my CBO campaign to scale. They are my top selling items. 90% percent of the budget ends up on one ad. How am I meant to scale properly when others don’t get a chance?? submitted by /u/No_Offer_4833 [link] [comments]”

“I sell low-ticket digital products. My problem isn’t finding ads that work at a smaller budget—it’s scaling them without performance collapsing. If I start a campaign at a smaller budget and gradually increase it, the results often deteriorate. ABO doesn’t fully solve this either, because a creative that performs well at low spend isn’t guaranteed to handle a larger budget. I could also launch several CBOs using variations of my winning creatives, but there’s obviously no guarantee that those ca”

“So i have a campaign with an ad set and 3 running ads inside of it that are performing well, and i wanna test some new creatives (with different angles, different creative types, ....) for the same product that the previous 3 ads are running for. so do i have to put them inside that same ad set with the other 3 ads that are performing well? or test them in a new ad set? and would they affect the other 3 well-perfoming ads or reset the learning phase if i put them in the same ad set? submit”

“A testing versus scaling split becomes a tidy graveyard when every ad changes at once. Keep each Meta creative in its own ad and change one thing per round. Move winners only after they beat their direct siblings on the result that pays your bills. [re: How Do You Structure Meta Ads for Testing & Scaling in 2026?]”

“In the fashion industry, is testing one of the main foundations for successful scaling, especially when it comes to finding a creative that Meta can identify as a winner and scale? Or is there a specific process for generating consistent, real sales? My main problem is that I launch an ad and it gets one or two sales, but then it can go for more than three days without generating another sale, so I end up turning it off. What would you recommend in this situation? Should I be testing more creati”

“Hiring local ad ops every time you win new clients crushes your margins during slow months...you're either overworking your team or overstaffed when clients churn.Flex setups like Atidiv fix this by letting you scale campaign trafficking and reporting support up or down without taking on fixed payroll.”

“I’m fairly new to Meta Ads and started running lead gen for an automotive customization business about 7–8 days ago. We initially tested 5 services using ABO and got these results: PPF: 2 leads Wraps: 11 leads Ceramic Coating: 2 leads Tints: 0 leads Luxury Detailing: 10 leads Each ad set has only one video specifically for that service . So far, Wraps and Luxury Detailing are clearly performing better. My question is: what should I do next? Keep the existing ad sets and add more creatives/videos”

“Trying to figure out the best structure for my Meta ads account. I work at a beauty brand and we spend roughly ~$200k a month. We have highly seasonal SPF products which make up the majority of our revenue alongside a smaller subset of body care products that carry us through Q4. I'd love some advice on structure and best practices Current set up 3 acquisition campaigns with past purchasers excluded Campaign A focused on SPF products with each ad set focused on priority spf SKUs Campaign B f”

“I’ve been running Meta Ads in the automotive accessories niche for about 1.5 years. Right now I have around 6 separate 1-1-1 campaigns , each spending roughly €25–30/day , so my total daily spend is around €150–180 . This setup works well. CPL is good and, more importantly, lead quality and purchase/confirmation rate are good. The problem is that I can’t scale beyond this level. Whenever I increase budgets or add more campaigns, total spend goes up and CPL can still look acceptable, but lead qua”

“Curious if anyone knows about ecomm best practices with very low budgets and low SKUs. I have a testing and a scale campaign set up. We've got $100/day budget on the testing campaign CBO with 3-4 ad sets and 5-6 creative in each and a scale campaign CBO with $55/day with one ad set of 2-5 winners. Typically I'll determine the winners each week and move them to the scale campaign in a new ad set. The testing campaign seems to be getting some (albeit very inconsistent) traction and the sca”

“I see so many big brands having +1000 ads and I genuinely wonder what is there ad account structure? Do they just have so many ads in an ABO testing campaign and then 1 scaling where they push the best ones only? Even hormozi has 700 ads and I wonder how you can structure it, because a lot of people also say that you don’t need that many ads, just good ads so why do they need 1000 ads? They also cut so many ads daily so are they doing horizontal scaling? submitted by /u/Lucky_Candida”

“I'm trying to make my creative testing a bit more structured, but I'm not sure how to get through enough creatives without spreading the budget too thin. Right now I have two broad purchase campaigns for the same product: Main campaign at around £45/day Testing campaign at £30/day One ad set in each campaign Around 5–7 creatives per ad set The main campaign is generally more consistent, so I try not to touch it too much. I use the £30 campaign to test new creatives, usually adding around”

“The number Meta charges you per 1,000 impressions is set more by how people respond to your ad than by your targeting settings. High thumbstop and hold-through earn cheaper delivery. Weak creative pays a penalty on every single impression. Pull your last 10 video ads and write down 3-second views divided by impressions for each one. If your best is 2x your median, you do not have a bidding problem, you have a production problem. Kill the bottom half, move their budget into new hooks built on the”

I kept running into the same problem with Meta creative testing: Someone has a $30–50/day budget, 5–10 creatives, runs them for a few days… and then tries to decide which ads are…

“First of all, thank you guys for all the strategy advice; it’s been super helpful. Quick - but extensive - recap and update… I had an Old Scaling Campaign of historical winners whose performance started waning. I launched a new Testing Campaign whose creatives were showing major signs of scalability. The resounding counsel was to scale the testing up to see its viability and scale the Old campaign down to squeeze every bit of performance left. That’s worked for the Old Campaign - Spend is less,”

“A situation that keeps coming up in creative-testing discussions: one ad gets most of the budget, the others barely deliver, and the next batch is already being made. Calling the low-spend ads losers seems wrong, but keeping every one in a 'test later' pile doesn't help much either. For people running Meta ads for an ecommerce store, what happens to those inconclusive tests in practice? Think of the last one you brought back: what made it worth another shot, and what information from”

“First of all, thank you guys for all the strategy advice; it’s been super helpful. Quick - but extensive - recap and update… I had an Old Scaling Campaign of historical winners whose performance started waning. I launched a new Testing Campaign whose creatives were showing major signs of scalability. I asked you all what to do, and the resounding counsel was to scale the testing up to see its viability and scale the Old campaign down to squeeze every bit of performance left. That’s worked for th”

“Some context: AOV - Avg $70-80 Daily Budget - Between $150-200, campaign season would be up to $400-500 Budget mode: CBO I run sales campaign with models in their clothing and floor layouts of their clothes as creatives. Usually campaign separated by drops. I noticed that ROAS would spike up to 4-5x whenever we have campaigns (they would announce on their socials) and then it tends to drop in ROAS with high CPA as a whole and higher frequency of around 2-3.00 like in a week’s time. Do yall feel”

“I’m rebuilding a Meta sales campaign for my clothing brand and testing 4 creatives: 1 UGC, 2 founder-led, and 1 product-focused. Historically, ABO has worked a lot better for me, but lately a lot of people have been telling me to switch to CBO. For a smaller testing budget, would you stick with ABO so each creative gets enough spend, or move to CBO and let Meta allocate it? What structure is working best for you right now? submitted by /u/LawyerDefiant2162 [link] [comments]”

“I’m just done with the theoretical learning phase of Meta Ads. I’ve been watching Meta Ads videos, reels, tutorials, and case studies almost every day, but I kept asking myself: Where do I actually apply all this knowledge? So I decided to create my own campaign and test things myself. Of course, I made mistakes and the results weren’t perfect, but I realized that making mistakes and analyzing the results teaches me something that watching another 100 videos probably can’t. Now I want to focus m”

“I would love to understand what kind of setup you have in place in terms of graduating the winning ads. My current set up consist of a ABO which serves as if an experiment campaign, where every ad set is a new ad. I have a spent threshold and if that is met with good performance, I am graduating the ads to a CBO. That CBO has one ad set and multiple ads Could you please let me know if you are testing something different and it works? submitted by /u/LifeGotReal [link] [comments”

“I've been running Meta ads for about 15 years and there are definitely things I used to do that I dont really believe in anymore. Engagement campaigns to warm up an account is one. Overcomplicating audiences is another. And I care a lot less about the learning phase than I used to. Meta has changed so much that some of the advice people repeat today feels like it came from 5 years ago. Curious what everyone else has stopped doing. Whats one Meta ads best practice you used to believe in that”

“In my recent analysis of paid advertising performance, I have found that spend and conversion count alone rarely explain what is actually happening. A campaign can consume a substantial budget while reporting very few conversions, but without knowing what each conversion represents, the result may indicate inaccurate tracking, a weak funnel, poor traffic quality, or several problems at once. I would run a measurement preflight before changing bids or increasing the budget. First, I would separat”

“I have a testing campaign doing so well. ABO. CPR. 3 ad sets. 1 persona in each ad set. ToF, MoF, BoF in each ad set so it takes each persona from unaware to buyer. Q1: How to scale it? My thinking is to simply take the best performing ads in a CBO and set a ROAS goal with double or triple the budget. Q2: When introducing new ads to test add them in the same ad sets running or create new ones and throw them inside even if they belong to one of the personas in the ad sets? Please add as much deta”

“I sell digital language products, and I’ve noticed that some of my best-performing ads are built around very similar concepts. I usually test a lot of new ideas, but I’m starting to wonder if I haven’t iterated my winners enough. When you find a strong winner, do you keep the same core concept and create lots of variations around it — different hooks, openings, examples, formats, bodies, etc.? And does doing this actually help with scaling? Could constantly moving on to new concepts instead of b”

“Hi everyone, Follow-up to my structure post. We're rebuilding how we test creative, and I'd love a gut check on the approach. How we're thinking about it: Every ad starts as an "idea": a specific customer type × the problem the ad solves. We define a few customer types, a handful of problems, and test combinations of them. Customer type lives in the creative and the ad naming, not in targeting. Everything runs broad. Two separate testing tracks: Message track: what we say.”

“Hey everyone, looking for advice on structuring creative testing. We run separate CBO campaigns by country. Current daily budgets: USA: $600 UK: $200 Australia: $75 Canada: $75 USA catalog campaign: $140 That’s $1,090/day total, all CBO. The issue is that when we introduce new ads, some barely get any spend. Most of the budget keeps going to existing ads, so it’s hard to tell whether the new creatives aren’t good or just haven’t had a proper chance. For those spending around this level, what tes”

“With only one ad spending most of your budget, you’re facing that classic learning phase hiccup. Instead of just stacking new campaigns, a tool like Didoo AI can actually test different angles and creatives within your current setup and shift spend automatically to the winners without you needing to micromanage. It’s like having a smart assistant poking the algorithm constantly until it figures out what clicks with your audience. That way you avoid wasting budget on underperforming ads and scale”

“I have a winning Meta ad creative currently running in an ad set at €50/day. Would you scale it by gradually increasing the budget in the existing ad set (e.g. +20%), or duplicate the winning creative into a separate scaling campaign? The ad set only has 10 purchases so far, so I’m wondering if it’s too early to move it into a scaling campaign. Thanks in advance for your support! :) submitted by /u/Optimal-Judge3012 [link] [comments]”

“We’re a skincare brand starting to scale Meta ads and have around 15 creatives across 3 different products (roughly 5 ads per product). Budget is about $150/day. Would you structure this as: ABO: 3 ad sets, one per product, ~$50/day each with 5 ads in each CBO: 3 product-based ad sets and let Meta allocate the $150 across them Or consolidate things differently? Main goal right now is to figure out which products and creatives actually perform, while still giving each product enough spend to get”

“So we launched our Product like 30 Hours ago. We have a Daily Budget of 40 Dollars. We got a cbo with 1 ad Set and 5 ads. 4 ads arent really getting Money and only one which we think is the worst one only. It has nearly spend 35 Dollars on this ad alone. And we have 14 shop Visits 0 add to Charts 0 Sales. Should we turn it off I mean we are still in learning Phase ? submitted by /u/Own-Lie-3553 [link] [comments]”

“Just wanted to have an understanding, when is it absolutely necessary to make changes in the existing ad set, other than testing creatives. Lead Quality? Cost Per Lead not coming down? No leads being generated at all? Wanted to know how do you deal with it. submitted by /u/Scooby_Doooby [link] [comments]”

“Hi! I have been running campaigns on meta since 1st Sept but they are not leaving the learning status. Does it impact performance? My performance has been really low - only 7 orders. submitted by /u/Specific-Mastodon273 [link] [comments]”

“I’m testing new e-commerce products with Meta Ads and would love to hear what’s working for other media buyers. With a total budget of $50–100 per day : Would you start with ABO or CBO , and why? How would you structure the campaign: number of ad sets, creatives, and ads? How many days—or how much spend—would you give each product before making a decision? What early signals do you use to kill a product, ad set, or creative? What metrics tell you it’s ready to scale ? When scaling, do you increa”

“Duplicate adset? Duplicate campaign? Go up 20% every week on the adset budget seems ridiculous. I started this test small with $50 daily budget. I don't know if it makes sense to wait 4 years to scale it to $500, $1,000 lol. The ad has made a few thousand sales, the website is good, the creative is good. So what next, team? What's your vote? submitted by /u/RegularAmphibian3566 [link] [comments]”

“I’m testing a new Shopify product with Meta Ads, US broad targeting, Purchase optimization, Advantage+ placements. So far: Test 1(4 image creatives. destination: advertorial page): ~$97 spent, $44.84 CPM, 1.89% outbound CTR, $2.37 CPC, 0 ATCs Test 2(same 4 image creatives. Destionation: product page ): ~$21 spent, $66.79 CPM, 0.63% CTR Test 3 (3 new video creatives. Destination: product page): ~$28 spent, $135 CPM, 3.38% CTR, $4 CPC All 3 tests were inside the same campaign. For Tests 2 and 3, I”

“Hey guys, does anyone know what might be causing this issue? My CBO keeps showing what looks like a reset back into the Learning phase even though I haven’t made any edits since Sep 17. I’ve noticed that every 2 or 3 days, the Learning progress suddenly resets back to 0/50, and it shows a new “Last significant edit” timestamp. It happened once on the 19th, and then again on the 22nd. I contacted Meta Support after it happened on the 19th, and they basically told me to ignore it because, accordin”

“I’ve always found scaling a campaign a bit tricky. A campaign can look profitable at one budget, but that doesn’t necessarily mean the performance will hold when spend increases. Before increasing the budget, I usually look at conversion volume, CPA/ROAS stability, and whether there’s still enough room to grow. I’m curious how others approach this. What signals tell you that a campaign is actually ready to scale rather than just having a good run recently? submitted by /u/StoreYaOffi”

“I've been testing Meta Ads for a SaaS product I built. After the learning phase, I’m averaging roughly 1 paid customer per week on a $40/day budget. The subscription is $30/month, so that puts my CAC at around $280. Obviously, those unit economics don’t work unless retention is extremely strong. For other SaaS founders/advertisers running Meta Ads: what CAC are you seeing relative to your monthly subscription price? And how long did it take you to get there? submitted by /u/Princ”

“so im kinda new to meta ads, account is like 2 months old rn. started with click to wp cuz my website wasnt even working yet. CPM was crazy high first few weeks (guessing cuz new account and learning phase) but after running the same ad for like a month straight it dropped like 65%??? which should've been great but the leads i got thru wp were just not the kind of leads i wanted (i want big or medium business but i was only getting queries by smaller ones) so i just stopped running ads compl”

“Hi guys, I own a women's apparel brand in India, we recently launched (~3mos). Im not an expert in Meta Ads, neither do we have anyone currently working on this! Our AOV is around INR 3k (30USD). We get majority of our purchases from Meta ads which are not a lot but around 50-60 orders per month and we spend INR 3.7k (38 USD)per day. CTR is pretty good. ROAS has gone through a rough time as we had to let go out old pixel in the second month due to multiple account level issues. Currently it&”

“Just need an extra thought on this testing/scaling structure im going to try out, currently ive been testing and scaling with CBOs but 1-2 ads out of 10 will get the spend, and if im not profitable by $100 spend ill cut and move on. I have seen so many times the product ive tested and cut be scaled 2-3 weeks later by someone else sometimes even with my exact ad... so makes me think if I tested with a different strategy ( or let it run longer ) it would have ended up getting to scale 1 ABO, 10-15”

“Most of the Meta volatility I see across accounts I manage comes down to campaign structure. If you're running one or two campaigns and everything depends on those, any normal algorithm fluctuation is going to feel like the platform is falling apart. The way I handle this is campaign diversification. Interest targeting, Advantage+, retargeting, sometimes manual bid campaigns, all running at the same time. When one campaign type tanks for a few days (and it will, randomly, with no changes on”

“Hello so i have been running a CBO with 4 ad sets 5 ads each. 1 of the ads in the ad set was absolutely booming for me generating sales 500$ days with only £70 budget. I up budgeted to £110 and i’ve gotten 0 sales for the past two days. Today i was examining the ads better and i noticed the winning creative had 10 related media videos selected which i don’t remember doing. Now my issue is what shall i do? I’ve deleted them all but now im in the position where im unsure which was generating me sa”

“Hi guys Using an existing ad account currently, ran it 2 years ago with some good ROAS. Recently started using it again, with some bad results. Noticed today that in the past week since starting again it has had “0% in learning phase” I know meta has been awful recently but should this have been in learning phase too? Thanks submitted by /u/consilioc [link] [comments]”

“When a Meta campaign starts getting more expensive, it can be hard to tell what changed first. It could be the creative, audience, competition, landing page or the campaign simply reaching less efficient traffic. I usually look at CPM, CTR, conversion rate, and frequency before changing anything major. What do you normally check first when costs start increasing? submitted by /u/StoreYaOfficial [link] [comments]”

“I’m struggling with a recurring issue on Meta that I can’t seem to solve. Almost every time I create a new CBO campaign, whether it has one ad set or multiple ad sets , Meta eventually starts allocating a disproportionate amount of the budget to one particular ad . The strange part is that this ad usually starts off with the lowest CPM and good engagement. Meta sees the early results and begins pushing more and more spend into it. But as spend increases, its CPA deteriorates, and eventually it b”

“Kinda noob here, so apologize if I misuse some of the terminology, please bear with me. I've been running a CBO on a fresh ad account for 3 weeks now spending $100 per day. It's an ecommerce store and settings are set to optimize for purchases and highest volume. No restrictions on men/women/age, but set to US only. After 3 weeks of spending it seems the algorithm has learned absolutely nothing while I, through looking at the stats, could easily make the campaign spend more efficiently w”

“alright, i read what you wrote and it seems the biggest challenge is you're struggling to maintain creative quality while increasing volume. i think you'd want to look into Creatify AI to speed up the testing phase, especially when you can validate concepts before investing in full prod. also if you can, have creative experts review the outputs. it will help refine what you already have. i think testing more ideas is great but, make sure the winners are getting scaled cuz that is where t”

“I run advantage+ catalog ads for my products. Recently a newer campaign has been doing great on sales and performance. Then randomly it lost all its learning and the learning phase is back at 0. Now performance is not good at all. It says there was a “significant edit” on the adset but I did not touch anything and nothing has changed. Likes and comments are still on the actual ads as well so nothing changed there either. Anyone have this problem? I have advantage+ catalog ads selected at the cre”

“Running a lead campaign for a seasonal home service offer, its lower ticket, I threw together a image and video creative put them in a CBO, the video was taking most of the spend, but the image was getting leads right away. I turned off the video and now things have dried up. Should I have just let meta figure this out by itself? submitted by /u/BrianSaberNut [link] [comments]”

“I’d approach this less as “how many ads should I make?” and more as “how many different concepts am I testing?” I’d start with 2–5 genuinely different creatives, test them, then use the results to build the next batch. Meta’s newer Creative Testing workflow is designed around this kind of staged testing rather than throwing 20–30 variations into an ad set at once. The goal isn’t necessarily to find one permanent winner, it’s to identify the themes that deserve more iterations.”

“Currently I am doing ABO campaign with 2 creatives in 1 ad set with budget $25. But I bearly get any traffic. I don't know why this is hapening. I can't understand why when my creatives are good and people watch it I get bad/low traffic from meta. A few days ago my converstion event was initiete checkout because my ad account was new and I wanted it to warm up a llitle bit so for 3-4 days i got only 2 initieate checkout. I used this event because it's the closest to Purchase. Then I”

“I have no idea why my ads are tanking, prime example, video view engagement campaign on £80per day CBO, spends £3.00 then stops running. Still visible as "active" but clearly not as it's not serving. Audience broad with a couple of behaviour based but approx size 4mill. Am I missing something? This has never ever happened before . submitted by /u/Woopsadiddle [link] [comments]”

“I've had campaigns that looked solid at a lower budget but things started changing once I increased the spend. I'm curious what usually causes that. Is it audience saturation, creative fatigue, getting into more expensive traffic, or just scaling too quickly? When you've run into this, what actually helped new creatives, a different audience, pulling the budget back, or something else? submitted by /u/StoreYaOfficial [link] [comments]”

“I’m helping test a short ad for a canned sparkling drink and finding it really challenging. I made three different 3-4s openings in Pixverse and tried to test into an ABO campaign. Everything except the hook is the same. What im not sure is how to test them. My thoughts are to put all 3 ads in one ad set and let Meta decide. But if it ends up spending 80% of the budget on one hook, then i have no idea about the other two and whether the winner worth scaling or not. But then splitting $300 three”

“Hi everyone! I’m still fairly new to Meta Ads and trying to learn as much as possible, so I’d really appreciate some advice. I recently ran a campaign with around 12 creatives. These covered roughly 6 different angles/messages, with 2 creative variations for each angle.After running the campaign, 3 creatives clearly performed better than the others in terms of CTR, landing page views and ATCs. Unfortunately, I had to pause the campaign because we weren’t profitable overall, and as a small busine”