All Case Studies
Meta Ads · Premium D2C · F&BD2C BRAND · META PURCHASE CAMPAIGNS

Premium dessert-first bakery

How five product-led Meta purchase campaigns generated ₹24.72L at 4.10x blended ROAS by isolating hero SKUs from entry-level funnel feeders.

₹24.72L
Purchase value
4.10x
Blended ROAS
6,844
Website purchases
₹190
Cost per purchase

THE STRATEGIC THINKING

Five product campaigns instead of one umbrella - keeping the algorithm honest.

The bakery wasn't an awareness problem. They had strong word-of-mouth, repeat buyers, and a working storefront with Meta Pixel already collecting event telemetry. The challenge was whether paid acquisition could become a predictable third revenue channel: profitable enough to justify aggressive spend and reliable enough to forecast kitchen prep.

We rejected the standard agency template of a single generic umbrella campaign. When you lump all products into one ad set, Meta's algorithm inevitably dumps 80% of budget into whatever gets the cheapest click—often a low-margin impulse item—leaving higher-margin hero SKUs starved.

Instead, we architected five isolated purchase-objective campaigns, one per product line. Budget was weighted by historical sales velocity and AOV. Broad targeting handled algorithmic discovery, custom purchaser lookalikes drove mid-funnel expansion, and dynamic remarketing recaptured cart abandoners. Remarketing did the heavy lifting, as it always does for high-loyalty food brands.

Five product campaigns instead of one umbrella - so the algorithm stayed honest about what actually sells.

POPLAB STUDIO ARCHITECTURE NOTE
POP LAB
NOTE

EXECUTION BLUEPRINT

What actually went into the accounts

  • +Five product-led purchase campaigns instead of one umbrella, preventing algorithmic budget cannibalization
  • +Founder-led kitchen video creatives decisively outperformed polished studio reels (trust signal > food porn)
  • +Budget allocation dynamically weighted by sales velocity and gross margin contribution, never split evenly
  • +UGC tasting reviews and carousel bundles reserved for retargeting; single high-contrast static shots for cold testing
  • +Entry-product campaign run with a low ticket size to acquire first-time buyers who convert to repeat customers
Zero vanity reach. Clean attribution on every single rupee.
Meta Ads Manager - verified purchase campaigns overview, Dec 2025. Account name redacted for confidentiality.
Meta Ads Manager - verified purchase campaigns overview, Dec 2025. Account name redacted for confidentiality.VERIFIED TELEMETRY ✓
ARCHITECTURAL BLUEPRINTFIG. 01 // QUALIFIED FILTERING
PHASE 01 · INGESTION

Broad Market Reach

Algorithmic distribution across Meta, Google & Search. Millions reached without budget dilution on vanity impressions.

VOLUME100% UNFILTERED
POPLAB FILTER CORE
PHASE 02 · SEPARATION

Strategic Friction

Negative keyword insulation, multi-question qualifying forms, verified WhatsApp numbers & AOV thresholding.

DISCARD RATE85% NON-BUYERS
PHASE 03 · TRANSFORMATION

High-Ticket Consults

High-intent showroom bookings & closed enterprise deals. Server-side CAPI feeds winning conversion signals back to algorithm.

CONVERSION RATIO3.2x INDUSTRY BENCHMARK
YOUR NUMBERS NEXT

Want this kind of read on your spend?

We'll open your ad accounts live on screen share, pinpoint where budget is leaking, and hand you a roadmap of angles to test first.

Book a Teardown