Why Shopify's Built-In Analytics Aren't Enough
If you're running a Shopify store, you already have analytics. Every Shopify plan includes a dashboard with sales, sessions, conversion rates, and basic customer data. So why would you install another app?
Because there's a gap between what Shopify shows you and what you actually need to know to run a profitable business.
Shopify's native analytics are designed to give you a surface-level overview. They'll show you total sales, top products, and traffic sources. What they won't show you is your real profit after all costs, which products are actually making you money versus just generating revenue, how your customer lifetime value is trending, or whether the traffic hitting your store is even real. (If you're curious about that last point, we wrote a deep dive on why your Shopify analytics might be lying to you.)
For many merchants, especially those doing under $50k/month, the built-in dashboard is a reasonable starting point. But the moment you start running ads, managing inventory across suppliers, or trying to figure out which products to double down on, you need more.
What to Look for in a Shopify Analytics App
Before we get into specific apps, here are the criteria that actually matter. Not every store needs every feature, but these are the dimensions worth evaluating.
- Real profit tracking: Does it calculate net profit after COGS, shipping, transaction fees, returns, and ad spend? Revenue alone is meaningless -- what matters is what you keep after all costs.
- Customer lifetime value (LTV): Can you see how much a customer is worth over time, not just on their first purchase? This determines how much you can afford to spend acquiring them.
- Product-level analytics: Which products actually generate profit? Which ones have high return rates eating into margins? You need this at the SKU level, not just the product level.
- Ad spend integration: Does it pull in your Facebook, Google, and TikTok ad costs automatically so you can see true ROAS?
- AI or automated insights: Do you have to build every report from scratch, or does the app surface anomalies, trends, and recommendations without you asking?
- Ease of setup: How long from install to useful data? Some apps require hours of configuration. Others work in minutes.
- Price relative to value: A $149/month app that saves you $500/month in wasted ad spend is cheap. A free app that doesn't tell you anything useful is expensive in opportunity cost.
Quick Comparison Table
Here's the overview before we go deep on each app. Prices are in USD and reflect the starting plan for each app as of May 2026.
| App | Price | Profit Tracking | LTV | AI Insights | Ad Integration | Best For |
|---|---|---|---|---|---|---|
| Glancefy | Free | Yes | Yes | Yes | No | Quick AI-driven overview |
| Shopify Built-In | Free | No | Basic | No | No | Absolute beginners |
| Microsoft Clarity | Free | No | No | Basic | No | Session recordings & heatmaps |
| Report Pundit | $9/mo+ | Yes | Yes | No | No | Custom report building |
| Better Reports | $19.90/mo+ | Yes | Yes | No | No | Advanced reporting |
| TrueProfit | $35/mo+ | Yes | Basic | No | Yes | Real-time profit dashboards |
| BeProfit | $49/mo+ | Yes | Yes | No | Yes | Full profit + ad analytics |
| Lifetimely | $149/mo+ | Yes | Yes | Basic | Yes | LTV-focused scaling |
Detailed Reviews
Glancefy is an AI-powered Shopify analytics app that gives you an instant overview of your store's performance without any configuration. It connects to your Shopify data, analyses your sales, products, customers, and trends, then surfaces actionable insights in plain language.
Where Glancefy differs from most analytics apps is its approach. Rather than giving you a wall of charts and expecting you to interpret them, it tells you what's happening and what to do about it. Think of it as having a data analyst on your team who checks your numbers every morning and flags the things that matter.
The app tracks real profit (factoring in COGS, fees, and shipping costs you configure), identifies your highest and lowest-performing products, monitors customer lifetime value trends, and detects anomalies like sudden traffic drops or conversion rate changes. All of this is available on the free plan.
- AI-generated daily insights and recommendations
- Real profit tracking with cost-of-goods support
- Customer lifetime value analysis
- Product performance ranking by actual profitability
- Anomaly detection for traffic, sales, and conversion changes
- One-click install, no configuration required to start
- Completely free -- no paid tiers, no feature gating, no order limits
- AI insights surface problems you wouldn't find manually
- Installs in under a minute, useful data immediately
- Lightweight -- doesn't slow down your storefront
- No direct ad platform integration (Facebook, Google Ads) yet
- No custom report builder -- you get the insights Glancefy generates, not bespoke reports
- Newer app with a smaller user base compared to established players
Best for: Merchants who want profit visibility and AI-driven insights without paying $35-$149/month. Particularly strong for solo founders and small teams who don't have time to build custom reports.
Every Shopify store gets a built-in analytics dashboard. It covers the basics: total sales, online store sessions, returning customer rate, average order value, and top products by units sold or revenue. On higher-tier plans (Shopify and Advanced), you unlock more granular reports like sales by product variant, customer cohort analysis, and attribution reports.
The fundamental limitation is that Shopify's analytics are revenue-focused, not profit-focused. There's no native way to input COGS, factor in transaction fees per order, or see net profit at the product level. You can see that Product A generated $10,000 in revenue, but not whether it made you $3,000 or $300 in profit after all costs.
- Sales overview dashboard with date-range comparison
- Sessions by traffic source, device, and location
- Top products by revenue and units sold
- Customer reports (new vs. returning, purchase frequency)
- Finance reports (taxes, payments, gross profit on Advanced plans)
- No extra cost -- included in every Shopify plan
- Reliable, well-integrated with your store data
- Simple enough for complete beginners
- No real profit tracking (revenue only)
- Advanced reports locked behind $79+/month Shopify plans
- No AI insights or automated recommendations
- Cannot integrate ad spend data
- Session data is inflated by bot traffic with no filtering
Best for: Brand-new merchants in their first few months who haven't yet hit the point where they need deeper analytics. Once you're running ads or selling more than a handful of products, you'll outgrow this quickly.
Microsoft Clarity is a completely free behaviour analytics tool. It provides session recordings (watch exactly how visitors navigate your site), heatmaps (see where people click, scroll, and hover), and basic engagement metrics. Microsoft offers it for free as part of their broader data ecosystem.
The important thing to understand is that Clarity is not a Shopify analytics tool. It doesn't know anything about your orders, products, revenue, or profit. It's a website analytics tool that happens to work on Shopify stores. It answers the question "how are people using my site?" not "is my business profitable?"
That said, it's genuinely useful for conversion rate optimisation. If your checkout abandonment rate is high, session recordings will show you exactly where people drop off. If a product page has a low add-to-cart rate, heatmaps reveal whether visitors are scrolling past your call-to-action or getting stuck.
- Unlimited session recordings (free)
- Click, scroll, and attention heatmaps
- Rage click and dead click detection
- Copilot AI summaries of user behaviour patterns
- Integration with Google Analytics 4
- Completely free with no usage limits
- Session recordings are invaluable for UX debugging
- Copilot AI provides useful summaries of behaviour trends
- Lightweight script with minimal impact on page speed
- No sales, revenue, or profit data whatsoever
- No product-level analytics
- No customer LTV or cohort analysis
- Not a replacement for a Shopify analytics app -- it's a complement
Best for: Pairing with another analytics app. Use Clarity to understand how people behave on your site, and a tool like Glancefy or BeProfit to understand what's making you money. Together they cover both dimensions.
Report Pundit is a reporting powerhouse aimed at merchants who know exactly what data they want and need the flexibility to build custom views. It connects to your Shopify data (orders, products, customers, inventory) and lets you create reports with filters, calculations, and scheduling.
The app's strength is its report builder. You can create virtually any report by combining data fields, applying filters, and defining formulas. Need a weekly report showing products with declining margins segmented by vendor? Report Pundit can do that. Want inventory ageing reports that flag slow-moving stock? Also possible.
Where it falls short is in accessibility. The report builder requires you to understand what you're looking for and how to structure the query. There are no AI-generated insights or automatic anomaly detection. It gives you the data, but the interpretation is entirely up to you.
- Flexible drag-and-drop report builder
- Pre-built templates for common reports
- Scheduled email delivery of reports
- Multi-store support for merchants with multiple Shopify stores
- Export to CSV, Excel, PDF, and Google Sheets
- Most flexible report builder in this price range
- Affordable starting price at $9/month
- Excellent for merchants who need specific, recurring reports
- Responsive customer support (frequently mentioned in reviews)
- Steep learning curve for the report builder
- No AI insights -- you have to know what to look for
- No ad spend integration
- Higher-tier plans needed for advanced features ($29/mo and up)
Best for: Data-savvy merchants or operations teams that need highly specific, recurring reports. Not ideal if you want a quick overview -- this is a tool for people who like building spreadsheets.
Better Reports is the most feature-complete reporting app on the Shopify App Store. It offers over 120 pre-built report templates covering sales, products, inventory, customers, finances, and fulfilment. Like Report Pundit, it includes a custom report builder, but with a broader set of data fields and more sophisticated visualisation options.
The app excels at customer analytics. Its cohort analysis, LTV reports, and RFM (recency, frequency, monetary) segmentation give you a detailed picture of customer behaviour over time. For merchants scaling beyond $100k/month who need to understand unit economics at a granular level, Better Reports delivers.
The trade-off is complexity. With 120+ report types, finding the right one takes time. And the custom builder, while powerful, assumes a level of analytical sophistication that many smaller merchants don't have or need.
- 120+ pre-built report templates
- Customer cohort analysis and RFM segmentation
- Inventory forecasting reports
- Multi-currency and multi-location support
- Google Sheets live sync for real-time dashboards
- Scheduled automated report delivery
- Widest range of pre-built reports available
- Strong customer analytics (cohorts, RFM, LTV)
- Google Sheets integration is excellent for teams
- Handles multi-location and multi-currency well
- Overwhelming for smaller stores -- too many options
- No AI insights or automated recommendations
- No ad platform integration
- Higher price point ($19.90 is the starting tier; useful features start at $49.90)
Best for: Established stores doing $100k+/month that need enterprise-grade reporting capabilities. If you have a dedicated operations or analytics person, this gives them everything they need.
TrueProfit focuses on one thing: showing you your real profit in real time. It automatically pulls in Shopify transaction fees, shipping costs, and payment processing fees. You add your COGS per product, and it calculates net profit at the order, product, and store level.
The real-time dashboard is its standout feature. You can see today's profit updating live as orders come in, which is genuinely useful during sales events, product launches, or high-traffic periods. It also integrates with Facebook Ads and Google Ads, pulling in ad spend automatically to show true ROAS per campaign.
The limitation is scope. TrueProfit is a profit tracker, not a full analytics suite. It won't give you customer cohort analysis, inventory forecasting, or traffic source breakdowns. It does profit very well, and not much else.
- Real-time profit dashboard updated per order
- Automatic Shopify fee and shipping cost calculation
- Facebook Ads and Google Ads spend integration
- Product-level profit breakdown
- Profit and loss by date range
- Best real-time profit visibility of any app in this list
- Ad spend integration included on the base plan
- Clean, focused dashboard that's easy to understand
- Good for dropshippers who need per-order profit tracking
- No customer LTV analysis beyond basic repeat purchase data
- No custom report builder
- No AI insights
- $35/month adds up, especially for low-margin stores
- Order limits on lower plans may require upgrading quickly
Best for: Dropshippers and ad-heavy merchants who need to see real-time profit per order, including ad costs. If knowing your exact profit right now is the priority, TrueProfit does it well.
BeProfit positions itself as the complete profit analytics platform. It combines profit tracking, ad spend analysis, customer LTV, and product analytics into a single dashboard. If you want one app that covers profit and marketing analytics without needing to switch between tools, BeProfit is the closest thing to that.
The ad integration is particularly strong. It connects to Facebook, Google, TikTok, Snapchat, and Pinterest ad accounts, pulling spend data automatically. You can see true ROAS per campaign, per ad set, and per individual ad. For merchants spending serious money on advertising, this level of granularity is valuable.
The downside is cost. At $49/month for the base plan (and $99+/month for the plans with full features), it's a significant investment. The interface can also feel cluttered -- there's a lot of data packed into the dashboard, and newer users may struggle to find what matters.
- Profit tracking with COGS, fees, shipping, and returns
- Multi-platform ad spend integration (FB, Google, TikTok, Snap, Pinterest)
- Customer LTV and cohort analysis
- Product analytics with margin and return rate tracking
- Custom profit and loss reports
- UTM-based attribution for marketing channels
- Most comprehensive ad platform integration available
- Strong combination of profit + marketing analytics
- Customer LTV reports are well-implemented
- Good for agencies managing multiple stores
- Expensive -- $49/month base, $99+ for full features
- Dashboard can feel overwhelming with so many metrics
- No AI-driven insights -- all manual interpretation
- Some features (like cohort analysis) are locked behind higher tiers
- Setup requires connecting ad accounts and inputting COGS, which takes time
Best for: Stores spending $5k+/month on ads across multiple platforms that need unified profit and ad performance in one dashboard. The cost is justified when your ad spend is high enough that small ROAS improvements pay for the app many times over.
Lifetimely (now part of the Triple Whale ecosystem) is the premium option on this list, and it's specifically built for brands that are scaling and need to deeply understand customer lifetime value. Its core insight is that most ecommerce brands undervalue their customers because they only look at first-purchase economics.
The app's LTV modelling is its defining feature. It doesn't just show you historical LTV -- it projects future LTV based on your store's cohort behaviour, allowing you to make customer acquisition cost (CAC) decisions with a longer time horizon. For subscription brands or stores with high repeat purchase rates, this forward-looking view can fundamentally change your ad bidding strategy.
Lifetimely also includes a profit dashboard, ad spend integration, and a daily email P&L summary. But these are supporting features. You're paying $149/month for the LTV intelligence, and the question is whether your business model benefits from that level of sophistication.
- Predictive LTV modelling with cohort projections
- Customer acquisition cost (CAC) payback analysis
- Profit dashboard with ad spend integration
- Daily P&L email summary
- Cohort analysis with 12+ month lookback
- Facebook and Google Ads integration
- Best-in-class LTV prediction and cohort analysis
- CAC payback periods help with aggressive scaling decisions
- Daily P&L email is genuinely useful for busy founders
- Backed by Triple Whale's data infrastructure
- $149/month is prohibitive for most small to mid-size stores
- LTV predictions are only useful if you have enough order history (6+ months minimum)
- Overkill for stores without a significant repeat purchase business
- Interface is data-heavy -- not beginner-friendly
- Value proposition weakens for one-time-purchase product stores
Best for: DTC brands doing $500k+/year with strong repeat purchase behaviour or subscription revenue. If you're scaling ad spend aggressively and need to know your 90-day LTV to set CAC targets, Lifetimely delivers that intelligence.
Which App Is Right for Your Store?
The answer depends on two things: your budget and what question you're trying to answer.
If you want free and fast
Start with Glancefy. It installs in under a minute, gives you AI-driven insights immediately, and tracks real profit without charging you anything. For the majority of Shopify merchants -- especially those doing under $100k/month -- this is enough. Pair it with Microsoft Clarity for behavioural insights (also free), and you have a solid analytics stack at zero cost.
If you need custom reports
Report Pundit ($9/mo) is the most affordable option for building bespoke reports. If you need more pre-built templates and enterprise features, step up to Better Reports ($19.90/mo).
If you're a dropshipper running ads
TrueProfit ($35/mo) gives you real-time profit per order with ad spend integrated. It's focused and effective for this use case.
If you're spending $5k+/month on ads
BeProfit ($49/mo) is the best all-in-one option for profit tracking plus multi-platform ad analytics. The ad integration depth justifies the cost at this spend level.
If you're scaling aggressively and need LTV intelligence
Lifetimely ($149/mo) is the tool for brands that are ready to make customer acquisition decisions based on predictive lifetime value, not just first-purchase ROAS.
Our recommendation for most merchants: Install Glancefy (free) for AI-powered profit insights and anomaly detection. Add Microsoft Clarity (free) for session recordings and heatmaps. This gives you 80% of the value of a $100+/month analytics stack at zero cost. Upgrade to a paid app only when you have a specific need it doesn't cover -- like multi-platform ad integration or predictive LTV modelling.
A Note on Data Quality
No analytics app can give you accurate insights if the underlying data is corrupted. Bot traffic, which now accounts for over half of ecommerce web sessions, inflates your visitor counts, deflates your conversion rates, and pollutes your advertising pixel data. We covered this problem in detail in our post on why your Shopify analytics are lying to you.
Before investing time in any analytics tool, make sure you understand the data quality problem. The best dashboard in the world is worthless if the numbers feeding it are wrong.
Similarly, if you're looking at revenue numbers and feeling good about your store's performance, take a moment to calculate your real profit. Revenue is vanity, profit is sanity -- and most merchants are surprised by how much margin disappears once they account for every cost.