Shopify app question · AI and automation

How do I automate MRR and churn reporting from Shopify Partner data?

Spreadsheet reporting from Partner exports takes hours and goes stale. Automate it once.

Answered by Zaki Usman, Founder of ShoutEx · Updated October 2026 for 2027 planning
How app founders ask it
  • We report MRR in spreadsheets.
  • Partner data is hard to use.
  • Which metrics matter?
Zaki UsmanFounder, ShoutEx Inc.
✓ Answer

Pull subscription and payout data from the Partner API or exports, combine it with your own billing and install events from webhooks, and load it into a database or analytics tool. Build a dashboard with MRR, new and lost MRR, churn rate, trial-to-paid and cohort retention. Review weekly. Reconcile with Shopify payouts monthly.

Metrics

App dashboardShoutEx example.
MetricWhy
MRR and net new MRRGrowth
Churned MRRLosses
Trial-to-paidConversion
Cohort retentionLong-term value
Revenue by planPricing fit
ShoutEx example.

How we look at it at ShoutEx

Our developers build data pipelines and dashboards from your Partner and app data. Reporting covers dashboard design.

Watch out for
  • Manual exports.
  • Installs as the main metric.
  • No cohorts.
  • Never reconciled.
Good signs
  • Automatic data.
  • MRR and churn.
  • Cohorts.
  • Monthly reconciliation.
App developers, merchants and Shopify

What developers and Shopify say

Here is what developers say.

Redditr/shopifyDev

Developers discuss tracking MRR from Partner data.

Browse the threads →
Redditr/SaaS

Founders discuss SaaS metrics dashboards.

Browse the threads →
ShopifyRevenue share update

Revenue share affects net revenue reporting.

Read the changelog →

Community summaries describe recurring themes in public threads, not individual posts. Vendor pages describe vendor claims, so test them on your own calls.

Reporting by spreadsheet?

We'll build the pipeline and dashboard.

Book a call →

Follow-up questions

Are there off-the-shelf tools?

Some analytics tools support Shopify apps. Check fit.

Gross or net of revenue share?

Report both.

How often to review?

Weekly for trends, monthly for decisions.

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