7 Essential SaaS Analytics Tools for Shopify Businesses (2026)

Running a Shopify SaaS app without proper Shopify app analytics is like flying blind, you can see installs happening and payments coming in, but you have no real visibility into MRR, ARR, churn, or which customers are about to cancel. With HeyMantle shutting down on August 14, 2026, hundreds of Shopify SaaS teams are actively rebuilding their Shopify SaaS analytics platform stack right now, which makes this the right moment to look at what's actually worth using for Shopify app revenue analytics.

Below are seven tools that cover the full picture; from Shopify SaaS revenue analytics, MRR and ARR tracking, and partner management to product analytics, churn analytics, and customer feedback, including three purpose-built products from Marmeto and four widely used general-purpose platforms. A few of these tools have shipped meaningful updates recently; Customer Timeline, BigQuery-powered acquisition insights, and Export Reports among them, and those additions are covered in detail below.

1. Elevate by Marmeto

Elevate is a Shopify SaaS analytics platform built exclusively for Shopify SaaS app companies, and it's the most direct answer for teams replacing Mantle's MRR/ARR/churn analytics workflow. It centralizes Shopify app revenue analytics, customer analytics, churn analysis, and customer retention insights into a single dashboard, so founders and growth teams aren't stitching together spreadsheets to answer basic questions about MRR, ARR, and customer LTV.

Core capabilities:

• MRR, ARR, and recurring revenue tracking

• Customer health, customer LTV, and retention insights

• Revenue churn and customer churn tracking, tracked separately for clearer churn analytics

• Install-source and growth trend analytics

• Direct Shopify Partner account integration, connects and starts tracking MRR and ARR the same day, no manual CSV work

It's purpose-built for the Shopify Partner ecosystem rather than adapted from a general SaaS analytics tool, Elevate skips the configuration overhead that comes with mapping Shopify-specific billing events (recurring charges, usage charges, one-time charges) into a generic revenue analytics model, a real advantage over general-purpose Shopify app analytics dashboards not built for Shopify's billing structure.

For the exact click-by-click steps, Marmeto has published a full walkthrough: How to Connect Your Shopify App Store Data to Elevate. 

What's New in Elevate

Elevate has been shipping fast, and several recent additions push this Shopify SaaS analytics platform well beyond a standard MRR/ARR dashboard into a full customer-intelligence layer for Shopify app revenue analytics and customer retention.

Export Reports Your Shopify app analytics data is no longer locked inside the dashboard. Apply the filters you need on the Customers section, click Export, and Elevate generates the report in the background, no need to sit and wait for it to process. Once it's ready, a download link lands in your inbox so you can keep working while your customer analytics data is prepared. Whether you're sharing MRR and churn insights with your team, feeding numbers into a custom analysis, or just keeping a point-in-time snapshot, your data is always just one export away from wherever you need it next.

Customer Timeline Every merchant interaction now lives in a single, chronological view, installations, subscriptions, upgrades, downgrades, payment events, uninstalls, reviews, and more. Instead of switching between dashboards or digging through raw logs to piece together what happened to a customer, you get a complete customer analytics timeline that shows exactly what happened, when it happened, and what likely drove a change in revenue, churn, or customer health. This is one of the clearest wins for teams doing churn analytics, since the "why" behind a cancellation is usually sitting right there in the sequence of events.

Google BigQuery Integration Connecting your Google Analytics 4 and BigQuery data unlocks acquisition insights that go well beyond raw install counts, adding a new layer to Shopify app revenue analytics:

• Install FunnelT; rack how merchants move through your acquisition journey, from page views to "Add app" clicks to successful installs. Measure conversion at every stage and pinpoint exactly where you're losing potential customers before they ever become part of your MRR.

• Traffic Source Insights: See interactive breakdowns of where installs come from, across traffic sources, search terms, mediums, countries, languages, page types, and surfaces. Identify which channels bring in your highest-converting merchants so you can put marketing budget where it actually grows ARR.

Other Installed Apps Right from the Customer Details page, you can now see the full app stack each merchant is running. This surfaces integration opportunities, gives you a clearer picture of a merchant's ecosystem, and makes for more informed customer conversations, all without leaving Elevate's Shopify app analytics dashboard.

Merchant Reviews App Store reviews now sync in real time and show up directly on the Customer Details page, alongside subscription and revenue analytics data. Setup is a single step: add your App Store URL while connecting your app, and Elevate starts syncing reviews automatically. Seeing merchant sentiment next to their revenue, churn, and usage data makes it far easier to spot patterns, like whether unhappy reviews are clustering around the same billing events that precede churn.

Daily Snapshot Every activated user now gets a daily snapshot delivered straight to their inbox,  MRR, subscribers, and churn, at a glance, with no dashboard login required. A simple green-or-amber signal tells you at a glance whether things are steady or need attention, so you know exactly where your Shopify SaaS revenue analytics stand every morning before you've opened a single tab.

2. Orbit by Marmeto

Orbit is Marmeto's partner and affiliate management platform, built for Shopify apps and agencies that want a repeatable, partner-led growth channel. Where Elevate tells you what's happening with your MRR and ARR, Orbit is about turning that visibility into new revenue, by managing the people driving referrals into your Shopify SaaS revenue analytics pipeline.

Key capabilities:

• Track referrals and attribute revenue to specific partners

• Manage commissions and automate partner management and payouts

• Onboard app partners, agencies, affiliates, and freelancers in one place

• Remove manual tracking, spreadsheets, and payout follow-ups

For teams that paid affiliates through Mantle, Orbit is the direct replacement for that workflow, and it's designed to plug into Elevate so revenue analytics and referral data live side by side rather than in separate tools.

3. Pulse by Marmeto

Pulse is a free NPS and in-app survey tool built for SaaS applications that want to capture customer sentiment without bolting on a heavyweight customer feedback platform. It's a lighter-weight addition to the stack, focused specifically on one job: understanding how your users actually feel about your product.

Key capabilities:

• Collect NPS (Net Promoter Score) directly inside your SaaS app

• Segment and analyze sentiment data over time

• Free to use for Marmeto partners

Pulse won't replace a full product analytics suite, but paired with Elevate's revenue analytics and Orbit's partner data, it rounds out a picture of the business that goes beyond "what happened" to "how do customers feel about it."

4. PostHog

PostHog is an open-source product analytics platform that goes deeper into user behavior than most revenue-focused tools. It's built for teams that want to understand not just how much MRR is coming in, but why users convert, drop off, or churn, through session replays, feature flags, funnels, and cohort analysis.

Key capabilities:

• Event-based product analytics and funnels

• Session replay and heatmaps

• Feature flags and A/B testing

• Self-hostable or cloud-hosted, with a generous free tier

PostHog is a strong complement to Shopify-specific revenue analytics tools rather than a replacement for them, it answers behavioral questions that MRR dashboards can't.

5. Intercom

Intercom is a customer messaging and support platform that's evolved to include product usage data and customer engagement analytics. For Shopify SaaS teams, it's often the tool sitting between the support inbox and the product, since it can trigger in-app messages based on user behavior and surface churn-risk signals through support conversation patterns.

Key capabilities:

• Live chat, help desk, and automated support workflows

• Behavior-triggered onboarding and engagement messaging

• Customer feedback data platform with basic usage analytics

• AI-assisted support resolution

It's less about raw product analytics and more about acting on the signals, useful once you already know who your at-risk customers are and need a channel to reach them.

6. Mixpanel

Mixpanel is one of the longest-standing names in event-based product analytics, built around tracking specific user actions and building funnels, retention curves, and cohort reports from that event data. It's a natural fit for teams with a dedicated product or growth function that wants granular control over what gets tracked and how it's segmented.

Key capabilities:

• Custom event tracking and funnel analysis

• Retention and cohort reporting

• Advanced segmentation and behavioral cohorts

• Integrations with most major data warehouses

Mixpanel requires more setup discipline than a plug-and-play Shopify tool, you're responsible for defining and maintaining your own event taxonomy, but that flexibility is exactly what larger teams need once they outgrow simpler Shopify app analytics dashboards.

7. Google Analytics

Google Analytics (GA4) remains the default web and app traffic analytics tool, and for Shopify SaaS businesses it typically covers the top of the funnel: where installs and sign-ups are coming from, how marketing campaigns perform, and how traffic moves through a marketing site before it ever reaches the product or shows up in MRR.

Key capabilities:

• Free, wide adoption, and easy to implement

• Traffic source and campaign attribution

• Cross-device and cross-platform tracking

• Deep integration with Google Ads and Search Console

GA4 isn't built to answer SaaS-specific questions like churn or customer LTV, so most teams pair it with a dedicated revenue analytics tool (like Elevate) rather than relying on it alone for Shopify SaaS revenue analytics.

How These Tools Fit Together

None of these seven tools is trying to do everything, and that's the point, the strongest Shopify SaaS analytics stack usually combines a few of them rather than relying on one:

Pro tip: connect Elevate and let it run alongside Mantle for a week before you cut over. Comparing overlapping MRR and churn numbers is the fastest way to trust the new dashboard before you depend on it. 

For most Shopify app teams, especially those migrating off HeyMantle before the shutdown, the practical starting point is Elevate for MRR, ARR, and churn visibility, Orbit if affiliates are part of the growth strategy, and Pulse for a lightweight read on customer sentiment, with PostHog, Mixpanel, Intercom, or GA4 layered in as the team's product analytics needs get more specific.

With Customer Timeline, BigQuery acquisition insights, Merchant Reviews, and Daily Snapshots now built directly into Elevate's Shopify SaaS analytics platform, several teams are finding they need fewer of the other six tools than they expected, a single connected view of MRR, ARR, churn, and customer retention covers ground that used to require stitching together a separate product analytics tool and a support platform on top of the revenue dashboard.

If your team's Mantle usage was mostly "check MRR, churn, and installs daily," Elevate is the closer match and the faster switch.