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Switch between Exploration Methods in Analytics

Published On: January 12, 2026
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Created By: Trident Spark Team

Switch between Exploration Methods in Analytics

Discover the Update: Real-World Impact in Plain English

Shopify has rolled out a feature that significantly enhances how merchants explore their data using analytics. Previously, understanding customer behavior required separate reports for different data points. Now, with the ability to switch between Freeform and Cohorts analysis methods right within your report, you gain a holistic view in one go. Picture this: You’re analyzing a sales report and identify a trend. With just a click, you seamlessly switch to see if those sales resulted in returning customers, without diving into a separate tool or report. This makes data-driven decision-making faster, allowing you to both explore and react to shifts in customer behavior simultaneously.

Let’s Talk on Tech Side

From a technical standpoint, this update capitalizes on Shopify’s robust analytics platform, leveraging modular, reusable components to enhance user interaction with data. Freeform analysis allows for dynamic querying over time-based metrics, facilitating trend observation through interactive line charts and pie graphs. Cohorts analysis utilizes Shopify’s ability to track and categorize customer behavior post-purchase, aiding in retention insights directly from the same platform module. Technically, by integrating AJAX and React, Shopify enables seamless transitions between data views without needing to refresh or load new pages, reducing friction for the user and enhancing load speeds and responsiveness. This synergy between the Freeform and Cohorts views is managed by Shopify’s internal analytics API and their predefined functions that allow switching through configuration panels. Developers could utilize similar approaches using JavaScript and library extensions such as D3.js to visualize trends and cohorts reactively.

Business Growth Unleashed: What This Means for Merchants

This innovative feature empowers Shopify merchants by unlocking potential for deeper insights and faster reactions to market changes. With Freeform analysis, merchants can identify patterns over time, spot seasonal trends, or recognize spikes in product interest. On the other hand, Cohorts analysis provides clarity on customer retention by revealing whether initial sales efforts convert into loyal customer bases. In essence, this speeds up strategic decision-making by eliminating the need to export data to external tools or juggle between various platforms to get comprehensive insights, ultimately optimizing operational efficiency for merchants. By integrating these tools into one seamless interface, merchants can learn and adapt in real-time, ensuring they are not only meeting customer expectations but are also predicting them.

Trident Spark: Your Trusted Shopify Innovation Partner

At Trident Spark, we’re more than just Shopify developers; we’re your partners in innovation. With a proven track record of leveraging the latest Shopify features and updates, we help merchants stay ahead of the competition. Our team of seasoned Shopify developers is at the forefront of adopting new technologies and turning them into actionable solutions that drive business growth. Whether you need customized analytics solutions, bespoke app development, or strategic advice on the best ways to utilize the Shopify platform, Trident Spark is your go-to resource. Our commitment is to transform your business needs into a successful eCommerce journey.

Connect with Trident Spark Today!

If you’re ready to take your Shopify store to the next level with seamless data insights and cutting-edge features, Trident Spark is here to help. Reach out to us for consultations, custom app development, or any Shopify upgrades. Let us guide you on the path to unlocking your store’s full potential through tailored solutions and expert strategies. Contact Trident Spark today and transform your eCommerce dream into reality.