Duriads — Food-Tech Case Study
Case Study · Food-Tech

Scaling in a
Saturated
Market

How we built a sustainable user acquisition flow for one of Southeast Asia's largest food delivery platforms — while keeping CAC under control.

Vertical
Food-Tech / Mobile App
Channels
Social · In-App
Region
Southeast Asia
Timeline
Oct 2025 — Present
Duriads mascot
2,700+
Orders per month, delivered consistently
CAC ✓
KPI targets held across all active DSPs
10M+
App downloads — client's total market footprint
Context

The Market Doesn't Play Nice

Southeast Asia's food delivery space is one of the most competitive advertising environments in the world. Global players with massive budgets, constant price wars, and an overheated programmatic auction. Our client faced a classic growth dilemma: new order volume wasn't hitting plan, and acquisition costs were unstable — inflated by fraud and low-quality traffic that distorted the real CRM picture.

The Challenge

Quality Over Volume

Build a scalable, sustainable flow of new users via social and in-app channels — while holding CAC within agreed KPIs. The target: 1,500+ orders per month. The constraint: audience quality mattered as much as quantity. Installs without orders were noise.

What We Did

Five Moves That Moved the Needle

01
Creative Strategy Overhaul
Replaced one-size-fits-all banners with segmented creatives tailored to each funnel stage and audience cluster. Higher relevance meant lower cost-per-action — without raising bids.
02
Black & Whitelists at Scale
Built extensive placement lists across every active DSP based on accumulated performance data. Budget stopped spreading thin — it concentrated on proven inventory within CAC targets.
03
CPI & CPA Campaign Training
Optimised not just for the first order — but for second and third. Campaigns learned to target users with real LTV, not just users who install and disappear.
04
Deep CRM Analytics
Ran granular analysis across sources: order accuracy, frequency, duplicate detection, traffic cannibalization between channels. Removed the illusion of growth — left only the real thing.
05
Anti-Fraud Optimisation Across All DSPs
Used internal checklists, CRM data, and third-party anti-fraud systems to identify and eliminate fraudulent traffic from every DSP. What remained: only sources delivering real, high-quality orders. No noise, no wasted spend.
The Takeaway
Scale comes from accuracy
not from reach.
Results

What Actually Happened

2,700+ orders per month — plan exceeded and holding steady
CAC maintained within agreed KPIs — despite a fiercely competitive auction environment
Fraud traffic significantly reduced — budget now works on real users, not bots
Repeat orders became a measurable share of total volume — confirming audience quality, not just reach
Scaled without proportional CAC growth — precision inventory work made the difference
Key Insight

The Real Problem Was Data

In an overheated market, the bottleneck is rarely budget. It's the quality of data behind every decision. Honest CRM analytics, a solid anti-fraud layer, and precise placement lists consistently outperform raw spend increases. Scale comes from accuracy — not from reach.