Optimizing Littledata's Shopify tracking script for speed and accuracy

The key to growing your ecommerce subscriptions is understanding your customers — why they subscribe, pause, churn, or upgrade their subscription.  Accurate subscription tracking has always been a challenge for Shopify and BigCommerce stores, and that hasn’t changed in the newest version of Google Analytics, GA4. Shopify’s newly released GA4 integration tracks “certain ecommerce events” after applying tags, but subscription events are missing. Luckily, first-party tracking has come a long way since the early days of Shopify. For brands interested in capturing data across the entire customer journey, the solution is easier than you may think. No, you don’t need custom GTM — that can be time-consuming and costly to maintain — you just need the right app that tracks subscription events in GA4 automatically. [tip] Try our free GA4 Conversions Checker to make sure your GA4 property is tracking complete conversion and transaction data. [/tip] Once you’ve successfully tracked your recurring orders in GA4, you’ll need to build out reports to understand your subscription sales performance over time. Building segments in GA4 sets the foundation for deeper analysis.  In the latest installment of our GA4 courses, we walk you through how to build segments for first-time and recurring orders in GA4. How to create segments for subscriptions in GA4 GA4’s segments feature allows users to slice and dice their data into smaller subsets, empowering data-driven brands to understand trends between customers with similar characteristics, including whether or not they’re subscribed to your product. This is true whether you’re selling individual products by subscription, or product bundles. Get started by creating a new custom dimension in your Google Analytics 4 property — ‘affiliation.’ By adding ‘affiliation’ as a custom dimension, you’ll be able to analyze subscription data and answer specific questions to your business’s needs.  Add these custom dimensions to a copy of your sales performance report with custom event segments, and you’re off to the races! Use the insights from your first-time orders and recurring orders segments to understand your subscription sales performance, analyze the real return on investment (ROI) of your subscription sales, and build out in-depth reports with actionable data. [note] Users can also use the custom dimension for affiliation in a filter and apply it to a custom report. [/note] Follow our step-by-step guide below to take a deep dive into your subscription sales performance: https://youtu.be/aLRsAp3EhWM Get more GA4 With GA4’s deadline quickly approaching, check out the rest of our free resources to jumpstart your GA4 journey: Extending our Recharge integration to work with GA4 and Facebook CAPI GA4: What Shopify stores should do TODAY to keep up with the new version of Google Analytics How to track ecommerce conversions in GA4 10 reasons to switch to GA4 GA4 Glossary of Terms: What you need to know to get started

With a staggering 98% open rate, SMS marketing should be part of every DTC brand’s marketing strategy. The best part is that SMS marketing works well for both acquisition and retention. With Littledata’s new Postscript integration, you can better track which SMS campaigns are driving sales and exactly when and where customers are converting. Narrowing down campaigns to the channel level in Google Analytics 4 gives your business a single source of truth for attribution. 1 of every 5 orders is missed by merchants who rely solely on Shopify’s tracking, and this is getting even worse with recent privacy changes. With proper tracking of your SMS campaigns you can up your analysis of key ecommerce metrics gathered by Littledata like AOV, LTV, and more. Helping your team save time, money, and resources by setting up tracking or doing analysis manually. Littledata even lets you see which SMS campaigns perform best for different types of orders (e.g. subscription recurring orders, first time subscription orders, one off purchases, upsells).  Merchants continue to dive into channel data in order to optimize their campaigns and understand customer behavior. Knowing how channels are performing and contributing to key ecommerce metrics enables merchants have a better understanding and build custom reports in Google Analytics 4's newly launched exploration tool. Allowing merchants to have better insight and control over their data. A popular example is Funnel exploration which allows you to see direct or indirect steps around efforts like SMS and how they play a role in the customer journey. Benefits of using Littledata with SMS include: Single source of truth in Google Analytics. See which SMS campaigns are driving sales and exactly when and where customers are converting. Better marketing attribution. Littledata’s app magically stitches sessions together so you can understand performance across paid and organic channels. And build better audiences in Facebook Ads, Google Ads and more. Audience building. Littledata captures complete data about browsing behavior, checkout steps and purchasing behavior (orders, refunds, repeat purchases) for more accurate retargeting campaigns and audience building. Complete subscription tracking. Many subscription ecommerce merchants use Postscript to power their SMS/text marketing, and Littledata integrates with leading subscription apps like Recharge, Smartrr and Ordergroove to track recurring orders directly in Google Analytics 4 and tie them back to customer touch points like email, SMS and Facebook Ads. Littledata’s no code solution offers easy setup without the need for developers. Simply add the correct UTM parameters when setting up your Postscript campaigns and our app will start stitching sessions together behind the scenes. See for yourself with a free 30-day trial. [note] Learn more about our Postscript connection here [/note] Curious about how to succeed in a world without third-party cookies? Learn more about why top DTC brands are moving to server-side tracking.