We cross-referenced Jinil's January analysis against actual WooCommerce order-level attribution data and Google Ads API data. His core concern about profitability is valid. Below is the corrected data, our assessment of his proposals, and Jack's response with recommendations.
At 16% gross margin and $143 AOV, break-even CPA is $22.88. Actual January CPA was $65.57 (2.87x above break-even). PMax is finding retail bargain shoppers, not wholesale buyers. This is a structural mismatch, not a campaign management issue.
| Metric | Jinil's Claim | Actual | Verdict |
|---|---|---|---|
| Orders | 75 | 74 | Accurate |
| Revenue | $8,549 | $10,578 | Understated $2K |
| AOV | $114 | $143 | Understated |
| Orders Under $100 | 71% | 50% | Overstated |
| One-Time Buyers | 97% | 94% | Close |
| Non-Google AOV | $277 | $410 | Understated |
| Ad Spend | $4,852 | $4,852 | Exact |
| AOV Decline | $186→$71 | $232→$110 | Trend right, numbers off |
Jinil understates his own revenue and AOV, making Google Ads look worse than reality. The profitability problem still holds, but the gap is narrower than he presents.
274 orders, $105,481 total revenue (Jul 2025 to Feb 2026)
Google Ads acquired 81% of unique customers (168/208) but generates only 27% of revenue. The top 3 customers ($51K, 49% of all revenue) never came through Google Ads. They are repeat wholesale buyers who come direct or through organic search. Google Ads is finding volume, not value.
Jinil's proposal: Replace PMax with Standard Shopping on manual CPC to keep ads in Shopping without spend leaking to YouTube/Display/Gmail.
Our position: Happy to test this in the background. We previously tested Standard Shopping at launch, but tracking was broken at the time so we had no conversion visibility. Now that tracking is clean, it is worth retesting.
Caveat: At very low CPCs ($0.15-$0.20), Google may serve ads to colder, lower-intent traffic. Results may vary. We will monitor closely and adjust.
Note on PMax placement concern: Our feed-only PMax structure already pushes 92-98% of spend to Shopping/Search (not YouTube/Display/Gmail). This is a proprietary workaround that is virtually unheard of in the industry. However, we agree the Standard Shopping test is still worth running given the profitability challenge.
Jinil's proposal: Ad groups by brand (AXE, Dove, Colgate) with phrase match keywords like "axe shampoo bulk," "colgate toothpaste case."
Our position: We can test this on a low budget. We would be very specific with keywords, ensuring all terms include wholesale/bulk qualifiers. We would not target just brand names alone.
Expectation setting: Search campaigns for e-commerce are historically lower converting and higher CPC than Shopping. Given the wholesale intent is a different dynamic, this should be viewed as a test case, not a guaranteed revenue driver.
Jinil's proposal: Ad groups by category (Household, Hair Care, Skin & Beauty) with keywords like "wholesale deodorant," "bulk personal care."
Our position: Same approach as #2. Test on low budget with same expectation levels. Separating by category gives good performance visibility per product line.
Jinil's proposal: Include wholesale/bulk language in every ad to filter out retail consumers.
Our position: Fully agree. This language will be used in the Search campaigns (#2 and #3). Note: PMax/Shopping campaigns are purely product-feed-driven and do not allow ad copy, so this applies only to Search campaigns.
Jinil's proposal: Exclude walmart, target, amazon, coupon, free, sample, near me, single, etc.
Our position: Some of these are already excluded. We review search terms weekly and monitor for irrelevant traffic. Some general terms Jinil flagged have actually driven conversions. We will continue reviewing and will ensure no spend goes to clearly non-wholesale queries.
Data check: Break-even CPA at 16% margin and $143 AOV is $22.88. Under $15 would deliver real profitability. This is ambitious but the right target to aim for. Volume will likely be lower initially.
| # | Action | Budget | Goal |
|---|---|---|---|
| 1 | Keep PMax running (feed-only structure) | Current | Maintain baseline while testing alternatives |
| 2 | Launch Standard Shopping test | Low (manual CPC $0.15-$0.20) | Test if lower CPCs can deliver wholesale buyers profitably |
| 3 | Launch Brand + Wholesale Search test | Low | Target high-intent wholesale queries by brand |
| 4 | Launch Category + Wholesale Search test | Low | Target wholesale queries by product category |
| 5 | Review negatives and search terms | N/A | Tighten filtering on non-wholesale queries |
| 6 | Hold total budget at $5K | $5,000/mo | Prove profitability before scaling |
Before recommending any budget increase, we need to see CPA below $23 (break-even) with a clear path to under $15. Once profitable, we can scale aggressively with confidence.