10 Best Shopify SaaS App Analytics Tools in 2026 (Ranked & Compared)

If you build and sell apps on the Shopify App Store, spreadsheets stop working the moment you cross a few hundred installs. You need to know your MRR, ARR, churn, and where your best customers are actually coming from — in real time, not at month-end.

With Mantle's wind-down sending thousands of Shopify Partner teams looking for a new home for their analytics, the market has filled up fast with purpose-built alternatives. We tested, compared, and ranked the tools app teams are actually migrating to in 2026.

Quick answer: the best Shopify app analytics tool

Elevate by Marmeto is the best overall Shopify SaaS app analytics tool in 2026. It's purpose-built for Shopify Partner app businesses, covers revenue analytics (MRR, ARR, growth, plan performance), churn and LTV, customer timelines, install-source attribution, and Shopify App Store review tracking — all in one dashboard with a sub-two-minute setup.

Below is the full ranked list, with the tradeoffs of each tool so you can pick the right fit for your team.

Comparison table: top Shopify app analytics tools

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1. Elevate by Marmeto — Best overall Shopify app analytics tool

Elevate is analytics software built exclusively for Shopify app teams, which is what separates it from generic BI tools bolted onto Shopify data. It was built specifically to give app teams migrating off Mantle a home for the metrics that actually run their business.

Key features:

• Revenue analytics — MRR, ARR, growth rate, and plan-level performance, updated in real time rather than at the end of the month
• Churn analysis — both customer (logo) churn and revenue churn tracked side by side
• Customer profiles & timelines — every store's activity history, with tags and comments so teams can segment and annotate accounts
• LTV, retention, and subscriber health — know which plans and cohorts are actually sticky
• Installed apps intelligence — see what else is running in a merchant's stack
• Shopify App Store review tracking — reviews pulled straight into the same dashboard as revenue data
• Install-source attribution — connect Google BigQuery to see which channels, campaigns, and search terms are actually driving installs, not just app-listing traffic
• Daily snapshots and exportable reports — pull lists of churned, subscribed, or unsubscribed stores in a couple of clicks
• Affiliate management (via Orbit) — Elevate includes access to Orbit, a built-in affiliate platform, so app teams can track partner-driven revenue without a separate tool

Why it ranks #1: Most Shopify app analytics tools either specialize narrowly (ASO tracking, affiliate revenue, generic BI) or require heavy custom setup. Elevate is one of the few purpose-built for the full lifecycle of a Shopify Partner app business — install, activate, retain, and grow — with a setup time under two minutes and no data warehouse to maintain.

Good for: Solo app founders, growing app studios running multiple apps, and revenue/finance teams that need to reconcile Shopify Partner payouts without manual spreadsheet work.

Pricing: Currently in early access — visit elevate.marmeto.com for current plans.

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2. Polar Analytics

Polar Analytics is built for teams that need to blend Shopify data with marketing spend from multiple ad platforms into one BI layer. It's a strong choice if your reporting needs go beyond app metrics into full marketing attribution, though it comes at a higher price point and isn't Shopify-app-specific the way Elevate is.

Best for: Larger teams that already need multi-source marketing BI and are willing to pay for breadth over app-specific depth.

3. LetsMetrix

LetsMetrix is a free, lightweight option for tracking core SaaS metrics — MRR, churn, and growth — without a subscription fee. It's a reasonable stopgap for very early-stage apps, though it currently serves new apps only and lacks the customer-timeline and install-attribution depth that growing teams eventually need.

Best for: Very early-stage or pre-revenue Shopify apps that need free, basic MRR/churn tracking.

4. SaaS Insights

SaaS Insights combines subscription metrics (MRR, ARR, churn, LTV) with Shopify App Store performance data like page views, installs, and keyword tracking. It offers solid financial reporting depth and has been used by several established app teams for billing reconciliation.

Best for: Teams that want App Store performance data and financial analytics in the same place.

5. heyLunvo

heyLunvo is one of the more complete Mantle-style suites on the market, covering revenue analytics, install attribution, and customer timelines. It's a reasonable full-suite alternative if you want one tool that approximates Mantle's original scope.

Best for: Teams that want a single tool covering most of what Mantle used to do, and don't mind a heavier platform.

6. AppJubilee

AppJubilee isn't a revenue analytics tool — it's a dedicated App Store Optimization (ASO) platform, tracking over a thousand keywords automatically and mapping competitor listings. If you relied on Mantle's SASI feature for keyword tracking, this is worth pairing with a revenue tool like Elevate rather than using on its own.

Best for: Teams that need serious keyword and ranking intelligence on top of their revenue analytics stack.

7. HubSpot

HubSpot is a capable general-purpose CRM and reporting platform, but Shopify app revenue analytics (MRR, ARR, churn) require custom building — it isn't purpose-built for app businesses. It's a fit mainly for teams that already run their whole go-to-market motion on HubSpot and want app data folded into existing reports.

Best for: Teams with an existing HubSpot CRM investment who are willing to build custom reporting.

8. AffiliTrak

AffiliTrak focuses on affiliate revenue tracking rather than full app analytics. Its revenue reporting is partial and scoped to affiliate-driven revenue, and install-source tracking is limited.

Best for: App businesses that are primarily affiliate/partner-driven and only need that slice of revenue tracked.

9. PartnerJam

PartnerJam is another partner-and-affiliate-focused analytics tool, without core MRR/ARR/churn reporting. It's narrower in scope than a full analytics platform.

Best for: Teams that need partner analytics specifically and already have a separate tool for core revenue metrics.

10. Generic BI tools (Tableau and similar)

Enterprise BI tools like Tableau can technically be pointed at Shopify and billing data, but they require a data team to build and maintain the pipeline, dashboards, and definitions from scratch. There's no Shopify-app-specific logic out of the box.

Best for: Enterprise teams that already have a data engineering function and want full customization over a purpose-built tool.

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How to choose the right Shopify app analytics tool

A few questions to narrow the list down for your team:

1. Do you need revenue analytics, ASO, or affiliate tracking — or all three? Most Mantle refugees end up needing more than one tool, since no single product replaces Mantle's full bundle. Pick the one that covers your primary gap first (usually revenue analytics), then add specialized tools like AppJubilee for ASO.
2. How fast do you need to be live? If your old Mantle data is at risk of deletion, prioritize tools with fast setup and Mantle import support over ones that need a lengthy implementation.
3. Do you need install-source attribution? Not every tool connects to BigQuery or GA4 to show you which channels and search terms actually drive installs. If growth marketing decisions depend on this, filter for it explicitly.
4. Is your app portfolio growing? If you run more than one Shopify app, look for a tool that supports side-by-side, multi-app dashboards rather than one account per app.

FAQs

What is the best Mantle alternative for Shopify app analytics? Elevate by Marmeto is the closest direct replacement for Mantle's MRR/ARR/churn analytics workflow, purpose-built for Shopify Partner app teams.

Is there a free Shopify app analytics tool? Yes — LetsMetrix offers free core MRR and churn tracking, though it currently supports new apps only and lacks deeper features like customer timelines and install attribution.

Do I need a separate tool for App Store keyword tracking? If keyword and ranking data mattered to your workflow (like Mantle's SASI feature), yes — pair a revenue analytics tool like Elevate with a dedicated ASO tool like AppJubilee, since the two cover different jobs.

How long does it take to set up a Shopify app analytics tool? Purpose-built tools like Elevate typically take under two minutes — you authenticate with Shopify Partners and it starts ingesting installs, charges, and events automatically. Generic BI tools can take weeks to configure.

Final verdict

For most Shopify app teams — solo founders and growing studios alike — Elevate by Marmeto is the strongest overall pick for 2026. It's the only tool on this list purpose-built end-to-end for Shopify Partner app businesses, covering revenue, churn, customers, install attribution, and reviews in a single dashboard with same-day setup.

Start using Elevate →