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Get Started Free →Expert patterns for Shopify app development including Remix/React Router apps, embedded apps with App Bridge, webhook handling, GraphQL Admin API, Polaris components, billing, and app extensions. Use when: shopify app, shopify, embedded app, polaris, app bridge.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -1% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -2% | 0% |
| case-03 | ✓→✓ | = Same ✓ | -15% | 0% |
| case-04 | ✓→✓ | = Same ✓ | -11% | 0% |
| case-05 | ✓→✓ | = Same ✓ | 2% | 0% |
Modern Shopify app template with React Router
Render app embedded in Shopify Admin
Secure webhook processing with HMAC verification
| Issue | Severity | Solution | |-------|----------|----------| | Issue | high | ## Respond immediately, process asynchronously | | Issue | high | ## Check rate limit headers | | Issue | high | ## Request protected customer data access | | Issue | medium | ## Use TOML only (recommended) | | Issue | medium | ## Handle both URL formats | | Issue | high | ## Use GraphQL for all new code | | Issue | high | ## Use latest App Bridge via script tag | | Issue | high | ## Implement all GDPR handlers |
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