Women's apparel account built mostly on ABO: ROAS 5.53 on $50k in a month
Commentary byROASArchiveOur analysis, not theirs@SamPiliero shared a community member's post reporting that a women's apparel account built mostly on Meta ad set budgets (ABO) reached a 5.53 ROAS on $50k over a month.
The member also tested @SamPiliero's M4 structure alongside it, and there is no control, so it shows what the account delivered, not that ABO caused it.
- ROAS: 5.53. Revenue came back at more than five times the spend, as tracked in the ad account.
- Spend: $50k for the month.
- Conversions, CPA and order value: not shared.
The change
Before
No earlier setup or comparison figure is shared.
After
For the month, the account was built primarily on budgets set at the ad set level (ABO), which the member says let them move spend to winners fast and cut losers. They also tested @SamPiliero's M4 structure in parallel and kept it as a scaling lever.
Our reading: why it likely worked
Our interpretation, not the advertiser's claim.
- ABO gives each ad set a fixed budget, so the buyer decides where money goes instead of leaving it to Meta.
- Fixed budgets make sure new tests get spend, which can help an apparel brand that launches products often.
- A strong month can reflect a new collection or a sale as much as the budget setup, and the source doesn't rule that out.
Caveats: Self-reported one-month campaign result on one account, posted by a member of @SamPiliero's paid community and shared by Sam to promote the course, with no control. The account was mostly but not only ABO, since an M4 test ran alongside. Conversions, the number of ad sets, margins and attribution window are not shared, and income results like this vary and are not typical.
How to run this in your account
- Hypothesis
- If we run our Meta ads on ad set budgets (ABO) with set spend per test, then ROAS will hold or rise because we control where budget goes instead of letting it pile onto one ad set.
- Primary metric
- ROAS
- Guardrails
- Spend per ad set
- CPA
- Frequency
- Who should try it
- Apparel and ecommerce brands with someone who can manage budgets by hand each day. It probably won't fit a lean team that can't watch many ad sets.
Questions
Is ABO or CBO better for apparel brands?
Neither wins every time. This apparel account reached a 5.53 ROAS on $50k in a month, mostly on ABO with an M4 test alongside, and no ABO vs CBO comparison was published.
What ROAS is good for a women's apparel brand?
It depends on margins and return rates. A 5.53 ROAS is high, but check it against your own breakeven before copying the setup.