---
title: How to Use A/B Testing for Email Campaigns
description: A/B testing allows you to test two versions of the same email campaign with a small portion of your audience and automatically determine which version performs better. Once the test is complete, Kangaroo identifies the winning variant based on the success metric you selected and sends the winning version to the rest of your audience.
---

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# How to Use A/B Testing for Email Campaigns

## A/B testing allows you to test two versions of the same email campaign with a small portion of your audience and automatically determine which version performs better. Once the test is complete, Kangaroo identifies the winning variant based on the success metric you selected and sends the winning version to the rest of your audience.

**How to Set Up an A/B Test**

### 1. Create an Email Campaign

Go to **Marketing → All Campaigns → Create a new Campaign**.

Create your campaign as usual:

- Enter your **Campaign Name**
- Select **Email** as the delivery method
- Add your **Subject Line**
- Create your **Email Body**

> **Important:** A/B testing is only available for campaigns using **Email only**.

The **Run A/B Testing** button will appear at the bottom of the campaign setup page.

### 2. Start Your A/B Test

Click **Run A/B Testing**.

![](https://support.kangaroorewards.com/hs-fs/hubfs/image-png-Oct-08-2026-03-19-15-6995-PM.png?width=154&height=57&name=image-png-Oct-08-2026-03-19-15-6995-PM.png)

A setup window will appear where you can configure your test.

You will need to select:

- **Test Type**
- **Winning Metric**
- **Test Audience Split**
- **Test Duration**  
  ![](https://support.kangaroorewards.com/hs-fs/hubfs/image-png-Oct-08-2026-03-20-01-3616-PM.png?width=253&height=393&name=image-png-Oct-08-2026-03-20-01-3616-PM.png)

### 3. Select a Test Type

Kangaroo offers three types of A/B tests:

#### **Email Content**

Test different versions of your email content, such as:

- Subject lines
- Email copy
- Promotional messaging

*Variant A will contain your original email, while Variant B will initially be a copy of Variant A.*

*You can then edit Variant B manually or use AI to generate an alternative version.*

> ***Note:** The **Email Content** test type is not available when an offer or reward is attached to the campaign because the email content is automatically generated by Kangaroo.*

#### **Best Time to Send**

Test different sending times to determine when your customers are most likely to engage with your email.

*Variant A uses the original campaign schedule, while Variant B can be configured with a different suggested sending time.*

*Kangaroo can also provide an AI-generated recommendation and explanation for the suggested timing.*

#### **Customer Segment**

Test different customer audiences to determine which segment performs better.

*Variant A uses your original audience, while Variant B can use AI to suggest different audience criteria.*

*Kangaroo will provide an estimated audience size and an explanation of the suggested segment.*

### 4. Choose Your Success Metric

Select the metric that will determine which variant performs better.

Available metrics include:

- **Open Rate**
- **Click Rate**
- **Purchase Rate**
- **Reward Redemption**
- **Offer Redemption**

Choose the metric that best represents the goal of your campaign.

*For example, if your goal is to get customers to use a promotion, **Offer Redemption** may be the most relevant metric.*

### 5. Choose the Test Audience Split

The split determines what percentage of your audience will participate in the A/B test.

The default split is **20%**.

The test audience is divided between Variant A and Variant B.

The remaining audience will receive the winning variant once the test is complete.

### 6. Set the Test Duration

Choose how long you want the A/B test to run.

The default duration is **6 hours**.

The minimum test duration is **3 hours**.

You cannot start the test if the duration is set to less than 3 hours.

### 7. Create Your Variants

After confirming your A/B test settings, a two-column view will appear showing **Variant A** and **Variant B**.

**Variant A** is your original campaign.

**Variant B** starts as an exact copy of Variant A.

You can then modify Variant B to test a different approach.

For Email Content tests, you can:

- Edit the subject line manually
- Edit the email body manually
- Click **Optimize Subject with AI**
- Click **Optimize Body with AI**
- Use **Regenerate** to generate another AI suggestion
- Click **View Content** to preview the email

AI changes are applied only to the part you choose to optimize. For example, optimizing the subject line will not change the email body.

![](https://support.kangaroorewards.com/hs-fs/hubfs/image-png-Oct-08-2026-03-23-34-6680-PM.png?width=670&height=198&name=image-png-Oct-08-2026-03-23-34-6680-PM.png)

### 8. Preview Your Variants

Click **View Content** on either variant to preview the email before sending it.

This allows you to compare the two versions and make sure they look and read as expected.

![](https://support.kangaroorewards.com/hs-fs/hubfs/image-png-Oct-08-2026-03-23-58-4518-PM.png?width=137&height=46&name=image-png-Oct-08-2026-03-23-58-4518-PM.png)

### 9. Send, Schedule, or Save as a Draft

Once your A/B test is configured, you can:

- **Send** the campaign
- **Schedule** the campaign
- **Save as Draft**

If you save the campaign as a draft, your A/B testing configuration will be preserved.

You can reopen the draft later to continue working on it.

**What Happens After the Test?**

Both variants are sent to the selected test audience.

Kangaroo monitors the performance of each variant based on the success metric you selected.

Once the test duration is complete, Kangaroo determines the winning variant.

The winning version is then sent to the remaining audience.

You can view the results from the **Campaign Details** page.

The results include:

- A/B test type
- Success metric
- Test duration
- Test audience percentage
- Performance rate for each variant
- Winner badge

If the test is still running, the campaign will display a **Test in Progress** status.

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)  
**Example**

Let's say you want to send an email promoting a new offer.

You could create:

**Variant A:**  
"Get 20% Off Your Next Visit!"

**Variant B:**  
"Your Exclusive 20% Off Is Waiting!"

You select **Open Rate** as your success metric and allocate **20%** of your audience to the test.

Kangaroo sends both versions to the test audience, compares their open rates, and identifies the better-performing version.

Once the test is complete, the winning email is automatically sent to the remaining audience.

- [Kangaroo Apps](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#main-content)

    - [Amazon - Partner Reward](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#amazon-partner-reward)
    - [Email Apps](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#email-apps)
    - [Shopify](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#shopify)
    - [BigCommerce](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#bigcommerce)
    - [WooCommerce](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#woocommerce)
    - [Magento V2](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#magento-v2)
    - [Lightspeed Ecom](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#lightspeed-ecom)
    - [Ecwid (E-Series)](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#ecwid-e-series)
    - [Lightspeed Retail](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#lightspeed-retail)
    - [Lightspeed X series](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#lightspeed-x-series)
    - [Lightspeed K Series](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#lightspeed-k-series)
    - [Lightspeed L series](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#lightspeed-l-series)
    - [Heartland](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#heartland)
    - [Gorgias](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#gorgias)
    - [Judge.me](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#judge-me)
    - [Ecomz](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#ecomz)
    - [System Message](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#system-message)
    - [Amazon Business](https://support.kangaroorewards.com/knowledge/kangaroo-apps?hsLang=en#amazon-business)
- [Email/SMS/Push Marketing](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#main-content)

    - [Consent](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#consent)
    - [Campaign Reporting](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#campaign-reporting)
    - [Text - SMS Best Practices](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#text-sms-best-practices)
    - [Text - SMS](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#text-sms)
    - [Email](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#email)
    - [Push](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#push)
    - [Schedule Campaign](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#schedule-campaign)
    - [Export List](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#export-list)
    - [Purchasing Credits](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#purchasing-credits)
    - [A/B Testing](https://support.kangaroorewards.com/knowledge/email-sms-push-marketing?hsLang=en#a-b-testing)
- [Workflows](https://support.kangaroorewards.com/knowledge/workflows?hsLang=en#main-content)

    - [Workflows](https://support.kangaroorewards.com/knowledge/workflows?hsLang=en#workflows)
- [Kangaroo Business Portal App](https://support.kangaroorewards.com/knowledge/kangaroo-business-portal-app?hsLang=en#main-content)

    - [Offer business portal app](https://support.kangaroorewards.com/knowledge/kangaroo-business-portal-app?hsLang=en#offer-business-portal-app)
    - [Rewards business portal app](https://support.kangaroorewards.com/knowledge/kangaroo-business-portal-app?hsLang=en#rewards-business-portal-app)
    - [Marketing business portal app](https://support.kangaroorewards.com/knowledge/kangaroo-business-portal-app?hsLang=en#marketing-business-portal-app)
    - [Earning Rule Kangaroo business portal app](https://support.kangaroorewards.com/knowledge/kangaroo-business-portal-app?hsLang=en#earning-rule-kangaroo-business-portal-app)
    - [Insights](https://support.kangaroorewards.com/knowledge/kangaroo-business-portal-app?hsLang=en#insights)
- [Points](https://support.kangaroorewards.com/knowledge/points?hsLang=en#main-content)

    - [Tablet Earning](https://support.kangaroorewards.com/knowledge/points?hsLang=en#tablet-earning)
    - [Earning points in Lightspeed](https://support.kangaroorewards.com/knowledge/points?hsLang=en#earning-points-in-lightspeed)
    - [Tiers](https://support.kangaroorewards.com/knowledge/points?hsLang=en#tiers)
    - [Reviews](https://support.kangaroorewards.com/knowledge/points?hsLang=en#reviews)
- [Redeeming points](https://support.kangaroorewards.com/knowledge/redeeming-points?hsLang=en#main-content)

    - [Tablet Redemption](https://support.kangaroorewards.com/knowledge/redeeming-points?hsLang=en#tablet-redemption)
    - [Redemption On Lightspeed Retail POS](https://support.kangaroorewards.com/knowledge/redeeming-points?hsLang=en#redemption-on-lightspeed-retail-pos)
    - [Redemption For E-Commerce](https://support.kangaroorewards.com/knowledge/redeeming-points?hsLang=en#redemption-for-e-commerce)
    - [Partner Rewards](https://support.kangaroorewards.com/knowledge/redeeming-points?hsLang=en#partner-rewards)
- [Offers](https://support.kangaroorewards.com/knowledge/offers?hsLang=en#main-content)

    - [Offer Settings](https://support.kangaroorewards.com/knowledge/offers?hsLang=en#offer-settings)
    - [Redeeming Offers](https://support.kangaroorewards.com/knowledge/offers?hsLang=en#redeeming-offers)
    - [Lightspeed Conditional Offers](https://support.kangaroorewards.com/knowledge/offers?hsLang=en#lightspeed-conditional-offers)
    - [E-Commerce Offers](https://support.kangaroorewards.com/knowledge/offers?hsLang=en#e-commerce-offers)
- [Tiers](https://support.kangaroorewards.com/knowledge/tiers?hsLang=en#main-content)

    - [Tier Earning Rules](https://support.kangaroorewards.com/knowledge/tiers?hsLang=en#tier-earning-rules)
    - [Override](https://support.kangaroorewards.com/knowledge/tiers?hsLang=en#override)
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- [Referrals](https://support.kangaroorewards.com/knowledge/referrals?hsLang=en#main-content)

    - [Tablet Referrals](https://support.kangaroorewards.com/knowledge/referrals?hsLang=en#tablet-referrals)
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    - [Branded App Referrals](https://support.kangaroorewards.com/knowledge/referrals?hsLang=en#branded-app-referrals)
- [Branding](https://support.kangaroorewards.com/knowledge/branding?hsLang=en#main-content)

    - [Slideshow](https://support.kangaroorewards.com/knowledge/branding?hsLang=en#slideshow)
    - [App Colors](https://support.kangaroorewards.com/knowledge/branding?hsLang=en#app-colors)
- [Release Notes](https://support.kangaroorewards.com/knowledge/release-notes?hsLang=en)
- [Rules](https://support.kangaroorewards.com/knowledge/rules?hsLang=en#main-content)

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- [Customers](https://support.kangaroorewards.com/knowledge/customers?hsLang=en#main-content)

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    - [Customers](https://support.kangaroorewards.com/knowledge/customers?hsLang=en#customers)
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    - [Rules](https://support.kangaroorewards.com/knowledge/one-pagers?hsLang=en#rules)
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    - [Enrollment](https://support.kangaroorewards.com/knowledge/one-pagers?hsLang=en#enrollment)
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- [FAQ](https://support.kangaroorewards.com/knowledge/faq?hsLang=en#main-content)

    - [FAQ- Lightspeed R Series](https://support.kangaroorewards.com/knowledge/faq?hsLang=en#faq-lightspeed-r-series)
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    - [FAQ- Lightspeed ECOM](https://support.kangaroorewards.com/knowledge/faq?hsLang=en#faq-lightspeed-ecom)
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    - [FAQ- Lightspeed L Series](https://support.kangaroorewards.com/knowledge/faq?hsLang=en#faq-lightspeed-l-series)
    - [FAQ - Lightspeed E Series (Ecwid)](https://support.kangaroorewards.com/knowledge/faq?hsLang=en#faq-lightspeed-e-series-ecwid)
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- [Kangaroo Reviews](https://support.kangaroorewards.com/knowledge/kangaroo-reviews?hsLang=en#main-content)

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