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Shopify · D2C · ScalingFULL-FUNNEL COMMERCE SCALING

D2C store at scale

Holding conversion rate steady at 2.19% while scaling a Shopify storefront to ₹1.14M in monthly sales and 536 profitable orders.

₹1.14M
Total monthly sales
24.4K
High-intent store sessions
536
Fulfilled orders
2.19%
Stable conversion rate

THE STRATEGIC THINKING

Scaling spend is where most brands lose the plot - pouring on budget while conversion rate collapses.

The traditional pitfall in e-commerce scaling is chasing vanity traffic. Marketers double their daily ad budget, watch cost per click drop, and celebrate reach—while conversion rate quietly craters from 2.5% down to 0.8%, destroying unit economics.

Our focus was the exact opposite: guarding conversion rate as traffic volume scaled from 5,000 to 24,400 sessions. We paired Meta Advantage+ shopping campaigns with rigorous checkout rate optimization, mobile page speed compression, and post-purchase bundle upsells.

Because customer acquisition and landing page mechanics were optimized together, the store generated ₹1.14M in verified sales across 30 days while protecting net contribution margin.

“Steady conversion at scale is the unglamorous proof that the full-funnel system is actually working.”

POPLAB STUDIO ARCHITECTURE NOTE
POP LAB
NOTE

EXECUTION BLUEPRINT

What actually went into the accounts

  • +Meta Advantage+ campaigns deployed with catalog feeds and curated hero creative carousels
  • +Shopify storefront checkout friction eliminated (prefilled address, UPI 1-click checkout)
  • +AOV boosted via post-purchase upsell mechanics without introducing cart friction
  • +Server-side Conversions API (CAPI) matching 95%+ of purchase events back to Meta ad manager
  • +Continuous weekly monitoring of marginal ROAS to prevent unprofitable budget bleeding
Zero vanity reach. Clean attribution on every single rupee.
Shopify verified revenue dashboard - scaling phase showing consistent sales velocity.
Shopify verified revenue dashboard - scaling phase showing consistent sales velocity.VERIFIED TELEMETRY ✓
ATTRIBUTION INTEGRITYCAPI + OCI ENGINE
TRADITIONAL CLIENT SETUP (BROKEN)

Client Browser Only

  • ✕ iOS 14+ Private Click Measurement drops 35%
  • ✕ Ad-blockers prevent pixel script execution
  • ✕ Bidding algorithm starves on fake zero-conversions
POPLAB DUAL-STREAM PIPELINE (ROBUST)

Server-Side CAPI + GTM

  • ✓ 100% Server-to-server webhook telemetry
  • ✓ Offline Conversion Import (OCI) synced to CRM wins
  • ✓ Algorithm optimizes for cash deposits, not clicks
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