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The Ultimate Guide to Instagram Split Testing | Marpipe (2025)

Boost your Instagram conversions with split testing. Learn how to test and optimize your ads with Marpipe’s ultimate guide.
Dan Pantelo

What is Split Testing?

At its core, split testing is a method of comparing different versions of a post or ad to measure which one performs better. This is done by dividing your audience into groups and showing each group a different version. The version that generates the highest engagement, click-through rate, or conversion rate is the winner.

In other words, split testing takes the guesswork out of marketing. It shows you what works and what doesn’t, allowing you to make informed decisions that boost performance.

But split testing isn’t just about finding a winner—it’s about learning why it won. By understanding which elements resonate most with your audience, you can refine your strategy, create more effective content, and ultimately, drive better results.

What is Social Media Split Testing?

Social media split testing is the process of splitting up one’s social media posts into two or more different versions, and then measuring which one performs better. There are many reasons why companies do social media split testing. They may want to test a new messaging strategy, a new copywriter, or even a new design for their website. 

One of the most common reasons however is to find out what kind of content resonates best with their audience. This way they can tailor their content to what people are interested in and also get suggestions on how to improve it from there. Companies typically create multiple versions of one post and change one of the following elements:

  • Images or videos
  • Headlines or captions
  • Calls-to-action
  • Hashtags
  • Posting times

The goal is to identify the winning combination that drives the most engagement, clicks, or conversions. This data-driven approach helps you optimize your social media strategy and make better creative decisions. 

Why Split Testing on Instagram Matters

Instagram is the world’s largest photo and video-sharing platform, with over 2 billion active users worldwide. But with so much content competing for attention, how can you be sure your ads or posts are performing at their best? The answer lies in split testing—a powerful tool that helps you understand what resonates with your audience and boosts your conversion rate.

Split testing, also known as A/B testing, is the process of comparing two or more versions of a post to see which one performs better. By dividing your audience into different groups and showing each group a different version, you can determine which elements—like images, headlines, or calls-to-action—are driving the most engagement and conversions.

On Instagram, where visuals and messaging are everything, split testing is essential for optimizing performance. It allows you to experiment, learn, and adapt, ensuring you’re not just guessing but making data-driven decisions that maximize your marketing impact.

But why stop at just testing posts? With Instagram’s dynamic ad format, you can also test Stories, Reels, and carousel ads. By experimenting across different formats, you can discover new ways to engage your audience and keep your content fresh.

How to Conduct an Instagram Split Test

Want to start split testing your ad creative on Instagram? You can get started by following these 6 steps.

  1. Define Your Goal: Before you start testing, decide what you want to achieve. Are you looking to increase engagement, drive more website traffic, or boost sales? Having a clear goal will help you measure the success of your test accurately.
  2. Choose One Variable to Test: To get accurate results, change only one variable at a time. For example, if you’re testing headlines, keep the images and call-to-action the same. This way, you’ll know that any difference in performance is due to the headline alone.
  3. Create Two Versions of Your Post: Create two (or more) versions of your post, changing only the variable you want to test. For example, test two headlines like “Shop Now” vs. “Buy Today” or two images showing different angles of your product.
  4. Split Your Audience Evenly: Use Instagram’s ad platform to evenly divide your audience into groups. This ensures that each version of your post is shown to a comparable group of users, giving you accurate results.
  5. Measure Performance: Monitor the performance of each version by tracking key metrics such as engagement rate, click-through rate, and conversion rate. Instagram’s built-in analytics tools make it easy to compare the performance of different posts.
  6. Analyze the Results and Optimize: Once your test has run its course, analyze the results to identify the winner. But don’t stop there—use the insights to optimize future posts and inform your overall strategy.

Test one variable at a time like swapping images to see what drives performance.
Test one variable at a time like swapping images to see what drives performance.

Best Practices for Instagram Split Testing

alt="A showcase of an Instagram post performing well after following best practices"
  • Test One Element at a Time: Testing multiple elements at once can make it difficult to identify which change impacted performance. Stick to one variable per test for the most accurate insights.
  • Run Tests Long Enough for Statistical Significance: Make sure your test runs long enough to collect sufficient data. Ending a test too early could lead to inaccurate conclusions. Aim for at least 1,000 impressions per version to ensure reliable results.
  • Keep Your Audience Segments Consistent: To avoid skewed results, make sure each version is shown to a comparable audience segment. Instagram’s targeting options let you keep variables like age, location, and interests consistent.
  • Don’t Assume—Test Everything: Just because one version wins doesn’t mean it’s the best possible version. Continue to experiment with different elements, such as color schemes, fonts, images, captions, and calls-to-action.
  • Use Automation Tools: Platforms like Marpipe make Instagram split testing easier by automating the creation of ad variants and analyzing performance data. This saves time and provides more accurate insights.

Example of a split test using the same creative with different headlines.
Example of a split test using the same creative with different headlines.

The Power of Instagram Split Testing Featuring Motherhood Maternity

A great example of Instagram split testing in action comes from Motherhood Maternity. They noticed that their ads were underperforming on Instagram compared to Facebook, so they decided to run a split test. They tested several versions of their ads, changing only the headlines and calls-to-action.

The results were eye-opening. One version with the headline “Shop Now” and a product-focused image outperformed all others by 350%. This insight allowed them to optimize future campaigns, leading to higher conversion rates and lower cost per click.

This example shows the power of split testing—it’s not just about finding a winning ad but understanding what resonates with your audience.

Bringing It All Together: Why Instagram Split Testing Matters

Instagram isn’t just about posting pretty pictures and hoping for the best. It’s about strategically testing your content to learn what resonates with your audience, and ultimately converts lookers into purchasers. By using split testing, you can make smarter, data-driven decisions that boost engagement and conversions.

Ready to take your Instagram game to the next level? Start experimenting with Marpipe’s split testing tools today and see the difference it makes.

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