Resources

Practical guides for Shopify app operators.

Setup instructions and reporting methods written around what Shopify Partner data can actually support.

Shopify app weekly brief methodology

Review revenue, merchants, distribution, affiliates and public changes with every claim linked to evidence.

Set up and verify a sequential first-party journey from app-owned acquisition to paid merchant evidence.

Match discovery, install, activation, payment and retention decisions to evidence the platform can support.

Create daily public listing snapshots and a source-linked weekly change digest.

Build a small watchlist around merchant jobs, buying context and real decisions.

Reconcile the opening cohort, rank merchant losses and verify plan, tenure, reason and source evidence.

Define logo, subscription and revenue churn, contraction, freezes and observed tenure.

Keep merchant revenue, lifecycle, notes, tags, saved segments and retained acquisition evidence in one profile.

Create referral links, preserve the installation handoff and verify commissions from server payment events.

Connect first-party browser context to authoritative install, trial, payment and churn events.

Use conservative source classifications and audited overrides without deleting merchant history.

Exclude test stores, save a paying scope and keep reports, exports and MCP aligned.

Create, verify, rotate and revoke a currency-safe physical MRR display URL.

Normalize recurring subscriptions, preserve currency boundaries and explain movement.

Reconcile definitions and coverage before switching analytics systems.