Shopify Analytics: What Metrics Should Store Owners Track?
Which metrics Shopify store owners should track, where to find them in Shopify Analytics, how it relates to GA4 and Search Console, and how to keep data trustworthy.
Quick answer
Shopify store owners should track a short list: net sales, orders and average order value; sessions and conversion rate by channel and device; the funnel from sessions to added-to-cart, reached checkout and completed checkout; returning customer rate and cohort retention; top products, inventory and returns. Use Shopify Analytics as the source of truth for orders and revenue, GA4 for journeys and campaigns, and Search Console for organic search. Keep the setup clean, compare periods properly, and review weekly with a few metrics tied to decisions.
Start With Decisions
A dashboard of forty metrics gets checked less and acted on less than one with a handful tied to decisions. Decide what you're trying to improve this quarter, then track the metrics that tell you whether it's working. For the platform-independent measurement plan, see ecommerce analytics.
What Shopify Analytics Includes
Shopify says its main analytics features are available on every plan: a customizable Analytics overview of metric cards, a reports library, and Live View for real-time activity.
| Report area | Use it for |
|---|---|
| Sales | Net sales, orders, AOV, discounts, returns |
| Behavior | Sessions, conversion funnel, landing pages, devices |
| Customers | New vs returning, cohorts, RFM, locations |
| Products and inventory | Top sellers, sell-through, stock |
| Marketing | Sessions and sales by channel and campaign |
| Live View | Real-time activity during launches |
The Metrics Worth Tracking
| Area | Metrics | Question answered |
|---|---|---|
| Revenue | Net sales, orders, AOV | Are we growing, and how much is each order worth? |
| Traffic | Sessions by channel and device | Where do visitors come from? |
| Conversion | Added to cart, reached checkout, completed checkout rates | Where do shoppers drop off? |
| Customers | Returning customer rate, cohort retention | Do customers come back? |
| Products | Top products, sell-through, returns | What sells and what disappoints? |
| Marketing | Sales and sessions by campaign | Which spend works? |
Understanding Shopify's Conversion Rate
Shopify defines each funnel step's conversion rate as sessions reaching that step divided by total sessions, with sessions based on continued activity. Compare rates by device and channel rather than relying on the store-wide number. See ecommerce conversion rate.
Note that Shopify changed how it measures sessions from 21 to 23 September 2026: sessions no longer split at midnight UTC, and identified bot sessions are filtered out by default. Shopify says conversion rate can shift even when orders and sales haven't changed, and advises treating the update as a new baseline for session-based metrics. Avoid reading a before-and-after change across those dates as a change in performance.
Customer Reports: Cohorts and RFM
The customer cohort analysis report groups customers by first order date and can show customers, retention rate, gross sales, net sales or AOV. RFM reports group customers by recency, frequency and monetary value. Use them to see whether newer customers return as often as older ones and which groups to target. See ecommerce cohort analysis.
Not sure which Shopify numbers to trust?
ZSpace Labs sets up a lean, validated analytics view tied to the decisions you actually make.
Shopify Analytics, GA4 and Search Console
Shopify is built on your order data, so sales and customer numbers are accurate by definition. GA4, connected through the Google & YouTube sales channel, adds event-based journeys, landing page and campaign detail, site search terms and explorations. Search Console shows organic queries, indexing, Core Web Vitals and rich result status.
Pixels and Customer Events
Marketing and analytics pixels are managed in Shopify's Customer events settings. After theme changes, app installs or checkout changes, place a test order and confirm events fire once with correct values. Duplicate purchase events are a common cause of inflated conversion in ad platforms. For a full test procedure, see the Shopify analytics and tracking audit.
Attribution Has Limits
Cross-device journeys, consent choices and ad blockers mean no tool attributes every sale exactly, and ad platforms each claim credit their own way. Use attribution directionally, check platform claims against total sales, and use holdout tests for major budget decisions.
Setting Up Tracking Properly
- Install the Google & YouTube sales channel to connect GA4
- Manage additional pixels in Customer events, not in theme code
- Place a test order and confirm purchase events fire once with correct value and currency
- Exclude staff and test orders from reporting
- Tag campaigns consistently with UTM parameters
- Connect Search Console and submit the sitemap
- Record a baseline and keep a change log
Metrics by Stage of the Business
| Stage | Focus metrics |
|---|---|
| Launching | Sessions by channel, conversion rate, AOV, top products |
| Growing | Funnel by device, CAC, new vs returning revenue, landing page conversion |
| Scaling | Cohort retention, margin, returns, market-level performance |
A Weekly Review
- Net sales and orders vs last week and last year
- Conversion funnel by device
- Sessions and sales by channel
- Top products and stock-outs
- Returning customer share
- Anything unusual in Live View or data health
- Changes made this week (theme, apps, prices, campaigns)
Common Mistakes
- Tracking everything, acting on nothing
- Comparing Shopify and GA4 numbers as if they should match
- Ignoring device and channel segments
- Including test orders in reports
- No change log
- Summing ad platform conversions
Want analytics that drive decisions?
Talk to ZSpace Labs about analytics and CRO audits and Shopify tracking setup.
Conclusion
Track a few metrics tied to decisions, use Shopify for sales and customers, GA4 for behavior and Search Console for search, and keep the data clean. For the metrics behind conversion work, see Shopify CRO metrics; for building a leadership view, see ecommerce KPI dashboard.
For related guides, see ecommerce event tracking.
Common questions.
Net sales, orders and average order value; sessions and conversion rate by channel and device; the funnel from sessions to add-to-cart, reached checkout and completed checkout; returning customer rate and cohort retention; top products and inventory; and returns.