Shopify subscription analytics: metrics, benchmarks, and tab-by-tab guide
Subscription revenue only compounds when you measure the right numbers and act on shifts before they become trends. Shopify's native reporting provides [three subscription views — active, new, and canceled over time](https://help.shopify.com/en/manual/products/purchase-options/subscriptions/shopify-subscriptions/analytics) — but does not calculate MRR, churn rate, LTV, or billing success rate. subZwallet fills that gap with a six-tab analytics dashboard built for subscription operators.
The average ecommerce subscription business loses roughly 3.4% of subscribers per month. Without dedicated analytics, you cannot tell whether your churn is voluntary (customers canceling) or involuntary (failed payments), and you cannot measure whether your retention work is paying off. This guide defines every metric, walks through each tab, and tells you exactly what to do when a number moves.
Subscription metrics: definitions and targets
Before using the dashboard, align your team on what each metric means and where it should sit. The table below covers the five core metrics subZwallet tracks, along with benchmark targets.
These five metrics cover growth (MRR), retention (churn rate), unit economics (LTV), payment health (billing success), and order value (AOV). Track all five together — optimizing one in isolation can mask problems in another.
Opening the analytics dashboard
In the subZwallet app sidebar, click **Analytics**. Six tabs appear across the top: Overview, Revenue, Subscriptions, Customers, Rewards, and Cashback. Use the period selector in the top-right corner to set your date range — last 7, 30, or 90 days. Analytics is available on Launch, Growth, and Scale plans.
subZwallet analytics dashboard showing six tabs: Overview, Revenue, Subscriptions, Customers, Rewards, and CashbackTab-by-tab walkthrough
Overview
The Overview tab is your daily pulse check. It displays scorecard tiles for MRR, churn rate, billing success, and active subscription count, along with high-level suggestions when metrics shift. Start here every morning. If any tile shows a red trend arrow, drill into the relevant tab before investigating further.
Revenue
Revenue shows MRR trend lines, revenue breakdowns by plan type, and AOV over time. Use this tab to answer: Is subscription revenue growing? Which plans contribute the most? Is AOV stable or declining? If MRR flattens while active subscriptions grow, your average plan value is dropping — check for over-discounting or downgrades.
Subscriptions
Subscriptions tracks counts and trends: new subscriptions, active subscriptions, paused, and canceled. This is where you separate voluntary churn (customer-initiated cancellations) from involuntary churn (failed payments). A spike in cancellations with no corresponding billing failure spike points to a product or experience problem, not a payment problem.
Customers
Customers provides subscriber-level metrics including LTV distribution and retention curves. Use this tab to identify high-value cohorts worth protecting and early-churn cohorts that need better onboarding. If median LTV is well below mean LTV, a small group of power subscribers is masking weak retention across the rest.
Rewards
Rewards tracks reward program performance: points issued, redeemed, and outstanding. High issuance with low redemption suggests customers do not see enough value in the reward tiers or redemption options. See the [Rewards guide](/help/rewards) for program design details.
Cashback
Cashback shows cashback wallet balances, issuance, and redemption rates. Healthy programs see consistent redemption — outstanding balances that grow indefinitely create accounting liabilities without driving repurchase. See the [Cashback wallet guide](/help/cashback-wallet) for configuration.
What to do when a metric moves
Metrics that stay flat are easy. The value of analytics is in catching shifts early and responding with the right action. Below is a decision guide for each core metric.
What Shopify provides natively versus subZwallet
Shopify's admin includes [store-wide reporting](https://help.shopify.com/en/manual/reports-and-analytics/shopify-reports) with sales, customer, and behavior reports. You can filter sales reports by subscription versus one-time purchases. However, Shopify does not calculate subscription-specific MRR, churn rate, LTV, billing success rate, or AOV. Those metrics require a dedicated subscription analytics layer — which is what the subZwallet Analytics dashboard provides.
Recommended review cadence
- **Daily (2 minutes):** Check Overview scorecard tiles. Flag any red trend arrows for same-day investigation.
- **Weekly (15 minutes):** Walk through all six tabs. Compare current churn rate and MRR to prior week. Note any billing success dips.
- **Monthly (30 minutes):** Review LTV trends on Customers tab. Compare churn against the 3.4% monthly benchmark. Assess whether retention interventions (flows, rewards, dunning changes) moved the numbers.
- **Quarterly:** Calculate LTV:CAC ratio. Target 3:1 or higher. If below 3:1, acquisition costs are outrunning subscriber lifetime value — tighten acquisition targeting or invest more in retention.
Next steps
Analytics tells you where the problems are. The playbooks tell you how to fix them. If churn is the issue, start with the [subscription churn reduction playbook](/help/subscription-churn-reduction-playbook). If billing failures are driving losses, see the [involuntary churn and dunning recovery playbook](/help/involuntary-churn-dunning-recovery-playbook). For day-to-day subscription operations, see [manage subscriptions](/help/manage-subscriptions). For a full overview of subZwallet's capabilities, visit the [Shopify subscription app](/shopify-subscription-app) page.