PandaCodeGen / Field notes
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Ecommerce & Tracking
What Is Headless Commerce? A 2026 Store Owner Guide
Understand headless commerce architecture, Shopify and Medusa options, performance evidence, cost, operating tradeoffs and when a custom storefront is justified.
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Meta Ad Tracking Not Working? A 2026 Diagnostic Guide
A consent-aware method for reconciling orders and Meta events, debugging browser and server delivery, and preventing duplicate events.
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Meta Conversions API Setup Cost: A Scope-Based Guide
Plan Meta Conversions API cost from events, systems, consent, matching, deduplication, QA and monitoring, with a carefully labelled Panda Patches screenshot.
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Spending More on Ads but Getting Fewer Orders? Audit Tracking
Reconcile platform events with the system of record, diagnose browser and server coverage, and improve consented measurement without assuming attribution or performance lift.
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WooCommerce Low Conversion Rate: Diagnose It Before You Blame Speed
Speed is the usual suspect because it is the easiest thing to have an opinion about. A diagnostic order that finds the funnel stage which actually changed, including the problems WooCommerce creates that no hosted platform does.
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Which Website Builders Can Actually Go Headless in 2026
Compare Shopify, WooCommerce, Wix, Webflow, Squarespace and GoHighLevel by content APIs, checkout, authentication and the limits to test before choosing a custom frontend.
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Google Universal Commerce Protocol: Store Readiness in 2026
What UCP is, what Google currently documents for direct buying, what remains access-dependent and how merchants can prepare.
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Slow Shopify Store Losing Sales? Build an Evidence Model
Join route-level field performance to your funnel, build bounded opportunity scenarios, test the least disruptive remedy and separate measured outcomes from assumptions.
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Low Shopify Conversion Rate? Measure Speed in the Funnel
Segment the Shopify funnel by route, device, traffic source, and field performance before attributing conversion changes to speed or choosing a rebuild.
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