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Monetization: Paid Marketing Product Performance Analysis

Example of paid marketing product monetization analysis.

Updated over 6 months ago

Introduction

Products are the ultimate drivers of monetization in paid marketing. When promoted products fail to match shopper intent, ad clicks don’t convert — wasting ad spend and driving up acquisition costs.

Insights from this uplift modeling analysis reveal which products generate higher conversion rates and average order values from paid traffic, enabling you to focus promotion on products that deliver the strongest revenue impact and profitability.


Today's Results

Time Interval: last 30 Days

Product Uplift Groups

About: Uplift modeling classifies products into four groups based on their performance compared to organic visitors who were not influenced by email campaigns.

Group

Definition

Impact

KPIs

Recommended Action

Sure Things

Products that attract shoppers who are likely to buy.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Keep investing where performance is proven.

Persuadables

Products that help persuade shoppers to buy.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Nurture potential until it converts.

Sleeping Dogs

Products that attract interest but rarely convert.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Revive or retire — don’t let them drain spend.

Lost Causes

Products that are unlikely to be purchased.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Cut the losses and fund what works.

Key Insight: Sure Things as the dominant group show that the products promoted in your paid campaigns already have strong product–shopper fit, converting consistently and delivering high return on ad spend and average order value.

Recommended Actions:

  • Product Selection: Continue allocating spend to these products — they reliably attract high-intent shoppers and generate efficient revenue.

  • Campaign Strategy Alignment: Feature these products in top-performing ad sets and remarketing campaigns where conversion and brand reinforcement matter more than experimentation.

  • Optimization Approach: Make incremental creative or targeting refinements, such as refreshed visuals, updated copy, or seasonal context, without changing the core positioning that’s already driving results.

  • Personalization: When shoppers arrive from paid ads, use personalized recommendations to match their intent and increase order value.

Table Legend

Impact: Revenue gained or lost for a group of products based on the difference between paid and organic AOV.

AOV (RPIV) Lift: Difference between the AOV of products from paid and those from organic visitors.

Item Conversion Rate (ICR) Lift: Difference between the ICR of products from paid and organic traffic.


Sure Things - Group Details

Learn and magnify what's working.

Product Name

Revenue

AOV

AOV Lift

ICR

ICR Lift

Revenue Gain

Classification

'Summer Shoes'

'$42,500'

'$224.80'

'+38%'

'24.40%'

'+25.11%'

'$11,700'

"Champion"

'Flops'

'$37,200'

'$94.40'

'+25%'

'4.80%'

'+38%'

'$7,800'

"Engagement Performer"

'Blazer'

'$7,200'

'$114.40'

'+25%'

'4.80%'

'+3.08%'

'$7,800'

"Contender"

Actions:

  • Increase Retention: leverage products that drive retention rate using the BFCM Retention Agent to discover what performs best.

  • Acquire More Shoppers: Use the BFCM Acquisition Agent to identify and scale your best-performing campaigns.

Table Legend

Revenue: Total revenue generated by the product from paid-driven traffic.

Average Order Value (AOV): Average order amount generated from paid-driven purchases.

AOV Lift: Difference in AOV between paid-driven and organic visitors.

Item Conversion Rate (ICR): Percentage of shoppers who completed a purchase after viewing a product.

ICR Lift: Difference in ICR between paid-driven and organic visitors.

Revenue Gain: Incremental revenue gained or lost based on AOV difference between paid and organic traffic.


2024 BFCM Week

Time Interval: 2024 BFCM Week (Thanksgiving through Wednesday)

Product Uplift Groups

Gain insights into BFCM product performance.

Group

Definition

Impact

KPIs

Recommended Action

Sure Things

Products that attract shoppers who are likely to buy.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Keep investing where performance is proven.

Persuadables

Products that help persuade shoppers to buy.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Nurture potential until it converts.

Sleeping Dogs

Products that attract interest but rarely convert.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Revive or retire — don’t let them drain spend.

Lost Causes

Products that are unlikely to be purchased.

'{x1}'

Number of products: '{x7}'

AOV Lift: '{x2}%'

ICR Lift: '{x3}%'

Cut the losses and fund what works.

Key Insight: "Sure Things were the dominant uplift group that performed best last BFCM; use them as the foundation for this year’s strategy."


Sure Things - Group Details

Learn from from what worked last BFCM.

Product Name

Revenue

AOV

AOV Lift

ICR

ICR Lift

Revenue Gain

Classification

'Summer Shoes'

'$42,500'

'$224.80'

'+38%'

'24.40%'

'+25.11%'

'$11,700'

"Champion"

'Flops'

'$37,200'

'$94.40'

'+25%'

'4.80%'

'+38%'

'$7,800'

"Engagement Performer"

'Blazer'

'$7,200'

'$114.40'

'+25%'

'4.80%'

'+3.08%'

'$7,800'

"Contender"

Actions:

  • Increase Retention: leverage products that drive retention rate using the BFCM Retention Agent to discover what performs best.

  • Acquire More Shoppers: Use the BFCM Acquisition Agent to identify and scale your best-performing campaigns.


Final Takeaway

  • Scale Sure Things: Continue promoting proven products that reliably convert from paid traffic. Reuse their winning creative, audience targeting, and bidding strategy in this year’s BFCM campaigns.

  • Boost Persuadables: These products show potential but need stronger engagement. Feature them in retargeting or discovery ad sets, testing fresh creatives and placements to help shoppers understand their value.

  • Rework Sleeping Dogs: Reduce spend on products that attract clicks but fail to convert. Test improved offers, visuals, or pricing to rebuild confidence and improve ROAS.

  • Cut Lost Causes: Eliminate products that consistently waste ad budget. Shift focus and investment toward higher-performing, higher-margin items that align with real shopper demand.

Business Guidance: By comparing product performance between paid and organic traffic, you can identify which products generate true incremental revenue and which drain resources. This enables you to concentrate spend on profitable products, improve conversion efficiency, and avoid repeating underperforming campaigns during BFCM Week.


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