First product test. How would you read this data?
Hey everyone, would really appreciate a second pair of eyes here. This is my first proper product test and I’m still learning how to interpret early data.
Account Setup
- Brand new ad account
- 1 CBO campaign
- 5 ad sets (each ad set = different angle)
- 3 creatives per ad set (all statics, only headlines are different)
- Budget: $100/day
- Time running: ~1.5 days
Overall Campaign Data
- Reach: 1,765
- Unique link clicks: 50
- Cost per unique link click: $2.81
- Unique CTR: 3.17%
- Content views: 57
- Cost per content view: $2.47
- Add to carts: 1
- Cost per ATC: $140.60
- Checkouts initiated: 0
- Purchases: 0
- Amount spent: $140.60
- Frequency: 1.25
- CPM: $63.56
One Ad Set Is Taking Most Spend (“Cannibalizing”)
This ad set’s stats:
- Reach: 1,485
- Unique link clicks: 47
- Cost per unique link click: $2.52
- Unique CTR: 3.43%
- Content views: 55
- Cost per content view: $2.15
- Add to carts: 1
- Cost per ATC: $118.47
- Checkouts initiated: 0
- Purchases: 0
- Amount spent: $118.47
- Frequency: 1.26
- CPM: $63.49
How I’m Interpreting This (might be wrong)
- CTR seems decent (3%+), so ads might be doing their job getting attention.
- CPC/Unique click cost ($2.5–$2.8) feels a bit high but maybe normal for a fresh account?
- Big drop from clicks → ATC (50 clicks → 1 ATC) makes me think the issue might be:
- Offer not strong enough
- Landing page mismatch
- Trust issues (new store)
- Product just not hitting
- CPM is pretty high (~$63), not sure if that’s just early learning or bad audience/creative signal.
What I’m Mainly Trying to Figure Out
- Is this too early to judge the product? (Only 1.5 days + $140 spent)
- Does this look like a product problem or a funnel/website problem?
- Would you:
- Let it run longer?
- Kill weaker ad sets and focus on the one getting clicks?
- Change creatives already?
- Is the high CPM a red flag at this stage?
Any feedback on how you would read this data or what you’d change next would help a ton. Trying to learn how to think like a media buyer instead of just staring at numbers and panicking.
Thanks 🙏
Posted Jan 27, 2026, 11:32 AM UTC
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