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Framework #17

Acquisition costs rising while Q4 order value stays flat?

Use Data Octopus to find complementary products, bundles and gift categories linked to higher AOV. Activate the AOV Booster segment in Google Ads and Meta campaigns.

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#17

Higher Q4 order value

Feed label
cl_aov_booster
Required data
IdoSellGoogle BigQuery
Type
Products
Framework #17

Why does it matter?

  • Higher acquisition costs

    Q4 competition puts pressure on CPC and CAC. Higher order value helps keep profitability when acquisition gets more expensive.

  • Products behind bigger baskets

    Some products appear in orders with extra items. Identify them before setting campaign priorities.

  • Bundle and gift potential

    Gift categories and bundles support messaging around larger seasonal purchases.

cl_aov_booster

How to diagnose the problem?

Review order values linked to products, categories and brands.

  1. 1

    In Views → Product Performance in Data Octopus, check the store's current average AOV.

  2. 2

    Find products, categories and brands that appear in orders above average AOV.

  3. 3

    If the data is available in Products, find products bought at more than 1.5 units per order on average.

  4. 4

    Check whether these products have dedicated exposure in Q4 campaigns.

Framework #17

Action strategy

  • ABuild the AOV Booster segment

    Add products to “AOV Booster” if they meet at least one condition: orders with the product exceed 1.5× store AOV, more than 1.5 units per order, or a gift or bundle category. Save the segment to a custom label and create a dedicated PMAX/PLA campaign with a higher budget.

  • BPromote bundles to the right customers

    Create Meta product sets from gift and bundle categories, and use Demand Gen to show bundles to high-historical-AOV customers from Champions/Loyal. Match gift messaging to the store's actual offer.

KPI

What to measure?

  • Average order value

    Compare Q4 AOV with Q3 or with Q4 last year.

  • AOV Booster ROAS

    Compare AOV Booster campaign ROAS with standard campaigns, taking CPC into account.

  • Revenue per transaction

    Check whether revenue per transaction grows.

Give more exposure to products linked to higher order value, plus bundles and gift categories. The AOV Booster segment organises their activation, while AOV and ROAS comparisons show Q4 results.

See seasonal feeds for Q4
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Framework #17

Frequently asked questions

What is the AOV Booster segment?

In Data Octopus it groups products linked to larger baskets, multi-unit orders, or gift and bundle categories. A product needs to meet only one of the framework's conditions.

Must a product generate orders above 1.5× store AOV?

No, that's one of several alternative conditions. The Data Octopus framework also includes more than 1.5 units per order or a gift or bundle category.

Which customers should see bundle ads in Demand Gen?

The Data Octopus framework points to customer match lists of high-historical-AOV customers from Champions/Loyal. Creative should show product bundles.

Does higher AOV automatically mean higher profitability?

No, higher order value alone doesn't prove better profitability. The Data Octopus framework recommends comparing AOV Booster ROAS with standard campaigns at Q4 click costs.

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