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Case study · Headwear · Sponsored Ads

Branded Bills Doubled Ad Sales and Cut ACoS by 34% With Bids, Negatives and Harvesting in AdLabs

Branded BillsAdLabs

Branded Bills sells caps and hats on Amazon. Going in, its ad sales were running below the year before. In days 30 to 89 after connecting AdLabs, ad sales doubled and ACoS came down 34%, on 35% more ad spend. The same window a year earlier grew just 21%.

Smiling man wearing a navy Branded Bills flat-brim trucker cap
2xAd SalesDays 30 to 89 vs the 60 days before
34%Lower ACoSSame windows, all ad types
+21%Same Window a Year EarlierAd sales growth, at a flat ACoS

Prime Day sits inside both windows, this year and a year earlier.

Vertical

Headwear

Managed by

In-house with a PPC consultant

On AdLabs

Since May 2026

Region

US

The challenge

Ad Sales Going the Wrong Way.

Branded Bills runs more targets than any team can tune by hand. In the 60 days before AdLabs, ad sales ran 27% below the same window the prior year.

Nearly half of search-term spend went to terms with no sales or orders. The team needed to cut waste fast and put the budget where caps sell.

  • 27%

    Lower Ad Sales Than a Year Earlier

  • Nearly Half

    Of Search-Term Spend on Terms With No Orders

  • 13%

    Lower Conversion Rate Than a Year Earlier

Before and after bars for days 30 to 89 after connect vs the 60 days before: ad sales +105%, ACoS -34%, conversion rate +33%, ad spend +35%. Blue bar = after. Lower is better for ACoS.
The approach

Bids and Negatives in Week One. Then a Workflow Loop Every Week.

The in-house team and its PPC consultant used AdLabs to clean the account in week one, then ran the same loop each week: harvest, negate, bid optimizations.

  • Optimize Bids on Day One.

    The bid optimizer ran on the day of connect, then a few times a week: about 39,000 bid changes in 90 days.

  • Cut the Waste in Week One.

    Negative targeting added about 240,000 negatives in the first three days, with dayparting schedules set the same week.

  • Harvest and Automate Every Week.

    From week 3, harvesting turned converting search terms into new targets. From week 5, automations updated targets every week.

Line chart of weekly ad sales and ACoS, 4-week average, indexed to the 60 days before connect (= 100), from before connecting to 12 weeks after. Ad sales peak in the Prime Day weeks, then settle above where they started. From week 4 to day 89, ACoS runs at least a third below the before level.

From week 4 to day 89, ACoS ran at least a third below the before level. Ad sales peaked in the Prime Day weeks, then settled above where they started.

The results

The Numbers That Matter.

  • 2x

    Ad Sales

    Days 30 to 89 vs the 60 days before.

  • 34%

    Lower ACoS

    While ad sales doubled.

  • +35%

    Ad Spend

    Ad sales grew nearly three times as fast.

  • +33%

    Conversion Rate

    Better efficiency from proper bid & placement optimization

  • 5x

    The Year-Earlier Growth

    Same Prime Day window, a year apart.

Prime Day sat inside this window and inside the same window a year earlier. A year earlier, ad sales grew 21% at a flat ACoS. This year they doubled with ACoS a third lower, on 35% more ad spend. In the next 60 days, a window with Prime Big Deal Days, ad sales were 40% above the before level, at 25% lower ACoS.

Data: AdLabs, Branded Bills (US), pulled 29 Oct 2026. Days 30 to 89 after connect (18 Jun to 16 Aug 2026) vs the 60 days before. All ad types. Year-earlier line: the same dates in 2025.

Why it worked

Right Catalog. Right Team. Right Platform.

  • Right Catalog.

    Large apparel catalogs can create issues. Many targets hide a lot of waste and a lot of search terms worth harvesting.

  • Right Team.

    An in-house team and a PPC consultant who ran the same loop every week.

  • Right Platform.

    AdLabs is semi-automatic: it ran each change across the whole account, with a human in the loop at every step.

Your story, next

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