ABPilot AB Testing | UTM Track vs Product Samples by Lukefor Shopify (2026)

ABPilot AB Testing | UTM Track and Product Samples by Luke cater to entirely different needs within the Shopify ecosystem, despite sharing the 'Pricing' category. ABPilot focuses on data-driven optimization, targeting merchants seeking to improve ad performance, conversion rates, and overall revenue through A/B testing various elements of their online store. Its strength lies in its purported accurate revenue tracking and ability to test landing pages, content, templates, and pricing strategies. In contrast, Product Samples by Luke aims to enhance customer satisfaction and reduce returns by enabling customers to try product samples before making a full purchase. Product Samples is positioned as a simple and creative solution for increasing basket sizes and ensuring order quality aligns with customer expectations. Its core value is facilitating sampling to build trust and reduce post-purchase disappointment. While ABPilot is about optimizing what exists, Product Samples introduces a new pre-purchase interaction model. The two apps have different approaches to increasing sales with ABPilot focusing on optimizing ad campaign conversions and Product Samples offering samples to reduce returns and increase sales.

ABPilot AB Testing | UTM Track and Product Samples by Luke cater to entirely different needs within the Shopify ecosystem, despite sharing the 'Pricing' category. ABPilot focuses on data-driven optimization, targeting merchants seeking to improve ad performance, conversion rates, and overall revenue through A/B testing various elements of their online store. Its strength lies in its purported accurate revenue tracking and ability to test landing pages, content, templates, and pricing strategies. In contrast, Product Samples by Luke aims to enhance customer satisfaction and reduce returns by enabling customers to try product samples before making a full purchase. Product Samples is positioned as a simple and creative solution for increasing basket sizes and ensuring order quality aligns with customer expectations. Its core value is facilitating sampling to build trust and reduce post-purchase disappointment. While ABPilot is about optimizing what exists, Product Samples introduces a new pre-purchase interaction model. The two apps have different approaches to increasing sales with ABPilot focusing on optimizing ad campaign conversions and Product Samples offering samples to reduce returns and increase sales.