template_ARCHITECTURE
Shopify Customer Lifetime Value (LTV) SQL Template
A production-grade SQL snippet to calculate net customer lifetime value directly from your Shopify orders table, accounting for guest checkouts and refunds.
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// STRATEGIC_DEPLOYMENT
Strategic Deployment
Real-world orchestration patterns deployed by our top enterprise partners.
Precision CAC-to-LTV Ratios (RevOps)
Establish a mathematically accurate baseline for Net LTV to compare against your blended Customer Acquisition Cost (CAC) across ad channels.
// CORE_ENGINE_SPECS
Core Capabilities
The technological foundation behind the unified engine. Designed to completely bypass manual RevOps bottlenecks.
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// DOCUMENTATION
Expert Insights
Everything you need to know about implementing Arcli's engine into your stack.
How does this query handle guest checkouts?
Unlike basic queries that drop rows without a `customer_id`, this script uses `COALESCE(customer_id::text, email)` to group unauthenticated guest checkouts by their email address, ensuring accurate retention and LTV metrics.
Why subtract taxes and shipping from total_price?
Shopify’s `total_price` is a gross metric. If you base your LTV on gross revenue, your marketing teams will overbid on ads. Subtracting `total_tax` and `total_shipping` gives you the true Net Revenue LTV.
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