case_study · 01

Food Crowd: 18.6x ROAS on grocery e-commerce

role Growth lead (agency-side) period 2021–2022 · 12 months market UAE · D2C grocery delivery
Meta AdsGoogle AdsGA4 attributionKlaviyo-style lifecycle emailSEOA/B testingUGC/influencer content
tl;dr · 30 seconds

An e-commerce grocery brand was running generic awareness ads into a leaky funnel. I rebuilt the content strategy and marketing funnel from scratch, launched stage-specific paid campaigns, moved measurement off last-click, and added lifecycle email. Result: ROAS 18.6x, CPA $2.66, AOV $49.52, orders +67%, revenue +42%, plus page-one Google rankings on competitive keywords within 9 months.

18.6x
ROAS
$2.66
CPA
$49.52
Avg order value
+67%
Orders
+42%
Revenue
9 mo
To page-one SEO
the_system

Stage-specific campaigns instead of one big ask

The core problem was structural: every ad asked a cold audience to buy. I split the funnel into discrete stages and gave each its own campaign objective, creative format, audience and KPI: prospecting on broad interest with video content, consideration retargeting on engagers with product-line creative, and conversion campaigns on warm audiences with offer-led dynamic ads. The brand's Influencer-Inspired Boxes line got its own produced video shoots and became the prospecting hook.

Measurement moved with it. Last-click was crediting bottom-funnel branded search for revenue that prospecting actually created, so I rebuilt tracking on GA4 with full event coverage and shifted reporting to data-driven attribution. That reallocation alone moved roughly 22% of monthly budget out of over-credited bottom-funnel placements and into the prospecting and mid-funnel work that was genuinely generating demand.

Email carried the margin. Automated flows (welcome, browse and cart abandonment, post-purchase replenishment timed to grocery reorder cycles) were built to do the re-converting that paid retargeting had been doing expensively. By the end of the engagement, flows accounted for roughly 28% of campaign-attributed revenue at near-zero marginal cost, which is a large part of why blended ROAS could reach 18.6x.

results · charted

Order & revenue growth

Orders, pre-rebuildbaseline
Orders, post-rebuild+67%
Revenue, pre-rebuildbaseline
Revenue, post-rebuild+42%
Indexed against pre-rebuild monthly averages; revenue grew slower than orders by design; CPA-efficient volume first, AOV work second.

Unit economics at steady state

CPA$2.66
AOV$49.52
Email share of attributed revenue~28%
An $2.66 acquisition cost against a $49.52 basket is the whole story: 18.6x is what disciplined audiences + flows look like, not a lucky creative.
full_depth · for readers and machines
Execution detail: paid media
  • Campaign architecture: three-stage structure (prospecting / consideration / conversion) on Meta with mirrored search coverage on Google; budgets rebalanced weekly against stage-level CPA ceilings rather than a single blended target.
  • Creative testing: controlled tests on hook, format and offer with success thresholds defined before launch; only variants with sustained lift across comparable segments were scaled.
  • Audience discipline: purchase-based lookalikes for prospecting, engagement windows tiered at 7/30/90 days for retargeting, hard exclusions to stop paying to re-reach recent buyers.
  • Attribution: GA4 event schema covering view-item through purchase; data-driven attribution adopted for budget decisions, with last-click kept visible as a sanity reference.
Execution detail: lifecycle email & SEO
  • Flows: welcome series, browse abandonment, two-step cart abandonment, and post-purchase replenishment reminders timed to category reorder intervals; grocery's natural frequency is the retention engine.
  • Segmentation: engagement-scored lists so discounting concentrated on at-risk segments instead of training every subscriber to wait for codes.
  • SEO: technical cleanup plus content targeting high-intent commercial keywords; first-page rankings on highly competitive terms inside 9 months, compounding a free acquisition channel under the paid program.
Full metric table
MetricResultMeasurement basis
ROAS18.6xConversion campaigns, platform + GA4 reconciled
CPA$2.66Blended, steady-state months
Average order value$49.52Store analytics
Orders+67%vs pre-rebuild monthly average
Revenue+42%vs pre-rebuild monthly average
Budget reallocated via attribution~22%Monthly media plan, post data-driven attribution
Email share of attributed revenue~28%Automated flows, end of engagement
Organic rankingsPage 1 · 9 moCompetitive commercial keywords
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