Case Studies

How a Cairo fashion brand found EGP 18K/month in wasted RTO — in one week.

An anonymized pilot story. Names withheld. Numbers real. Maadi was the leak.

A
Adham M.
Founder, Analify AI
Published 7 June 20267 min read
AANALIFYCase StudyEGP 18K / MonthRecovered in One WeekA Cairo fashion brand. Maadi was the leak. Real pilot numbers.BEFOREEGP 18Klost every month to RTOAFTEREGP 18Ksaved every month — kept

This is the story of one of our pilot brands. Names withheld. Numbers real. They asked us to share the pattern because it is the most common leak we see in Egyptian DTC — and the easiest one to close once you see it.

The brand

A Cairo fashion brand. Three years old. Average order value around EGP 800. Selling on Shopify, running ads on Meta and TikTok. Doing roughly EGP 320,000 in monthly Shopify sales. Team of four. Founder, partner, ops, and one freelance media buyer.

When we started the pilot, they thought their main problem was ad costs. They were obsessed with CPA. Every Sunday meeting was about CPA going up.

The CPA was a distraction. The leak was somewhere else.

What they were seeing

The reports their tools gave them:

  • Meta ROAS: 2.9x
  • TikTok ROAS: 3.4x
  • Shopify monthly sales: EGP 320,000
  • "Net profit": their accountant estimated 7%

They told us "we’re profitable but barely growing." That was their working theory. It wasn’t wrong. It was incomplete.

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Analify Store Health overview showing profit, delivery and cash in one view

Day one with Analify AI

We connected Shopify, Meta, TikTok, and Bosta in about twenty minutes. The dashboard loaded. The founder looked at Profit Today for the previous month: EGP 9,800.

He stopped typing. He said one thing: "Is that real?"

It was real. They were doing EGP 320K in Shopify gross and keeping EGP 9.8K in the bank. Not 7% margin. Closer to 3%.

The Profit Breakdown card showed where the money went:

  • EGP 90,500 in ad spend
  • EGP 28,400 in shipping
  • EGP 115,200 in COGS
  • EGP 67,000 in lost revenue from RTO (gross sales that never collected)
  • EGP 9,100 in refunds and returns
  • EGP 9,800 in profit

The Maadi discovery

We opened the Delivery card. It showed RTO by district. The brand-wide RTO was 24%. That’s not crisis-bad. That’s "normal Egyptian DTC bad."

But Maadi specifically was at 35%.

The founder paused. He asked the partner: "Are we running ads to Maadi specifically?" The partner pulled up Meta. They had a campaign targeting Cairo broadly. Maadi was getting roughly 15% of impressions.

The math we walked through in front of them:

  • They were sending ~50 orders per month to Maadi
  • 35% of those came back as RTO
  • That’s ~17 returned orders
  • Each returned order cost roughly EGP 70 in courier fees
  • The 17 orders also represented EGP 13,600 in lost revenue
  • Plus the ad spend on the clicks that drove those orders — roughly EGP 4,200

Total Maadi waste per month: roughly EGP 18,000.

Their profit margin on the rest of the business was actually solid. Maadi was eating it.

What they did in week one

Three moves.

Move 1: Paused COD for Maadi. They didn’t turn off ads to Maadi — they kept the traffic. But they switched checkout for Maadi addresses to "prepaid only," with a 7% Instapay discount as a sweetener.

Move 2: Pre-confirmation by WhatsApp for any order above EGP 1,000. They wrote a 20-word WhatsApp template, set up a Bosta integration, and made it part of the ops handoff before shipping.

Move 3: They left everything else alone. Same ad budgets. Same creatives. Same products.

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Analify Store Health overview showing profit, delivery and cash in one view

Week two results

Maadi orders dropped about 40% in volume. Maadi RTO dropped from 35% to 12% (because most prepaid orders deliver).

The math:

  • Lost volume revenue on Maadi: ~EGP 12,500
  • Saved RTO and shipping waste: ~EGP 18,000
  • Net change: +EGP 5,500 in week two alone.

Run-rate impact over the month: roughly +EGP 18,000–22,000 added to Profit Today.

Month one final

End of the first full month after the change:

  • Shopify gross sales: EGP 304,000 (down 5%)
  • Profit Today: EGP 28,600 (up 192%)
  • Brand-wide RTO: 19% (down from 24%)
  • The founder slept better. That part isn’t in the report. He just told us.

Gross went down. Profit went up. That’s the whole game in Egyptian DTC. Stop chasing top-line. Chase the keep-rate.

What we learned from the pilot

Three things.

One: Most brands don’t know their RTO by district. Most accounting software doesn’t even show it. The brand had been operating for three years without ever seeing this slice of their data. They’re not unusual. They’re the rule.

Two: The leak is almost never one giant problem. It’s usually one medium problem in one specific slice — one district, one product, one ad campaign, one traffic source. Until you see the slice, you can’t close the leak.

Three: Once you see it, the fix is fast. We’re not talking about a six-month rebuild. The Maadi fix took three days to set up and produced results in week one. The hard part isn’t the fix. The hard part is seeing the picture.

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Analify Store Health overview showing profit, delivery and cash in one view

Honest disclaimer

This is one brand. Their numbers are real. Other brands will have different leaks — not always Maadi, not always RTO. We’ve had pilot brands whose leak was a single product with 45% RTO that needed to be killed. We’ve had brands whose leak was creative fatigue on a TikTok campaign that was burning EGP 800/day with no conversions. We’ve had brands whose leak was a payment cycle problem — cash trapped with the courier so long they were borrowing to pay Meta.

The leaks are different. The pattern is the same: you can’t fix what you can’t see.

What you can do today

If you’re running an Egyptian DTC brand right now, three steps:

  1. Pull RTO from your courier dashboard for the last 30 days. Get it by district. If you can’t, that’s the first thing to fix.
  2. Identify the worst district. Math out the EGP impact: orders to that district × RTO% × (AOV + courier fees).
  3. Switch that district to prepaid-only for two weeks. Watch what happens.

If you don’t want to do the spreadsheet, that’s exactly what Analify AI shows you on the homepage. Profit Today on top. What’s leaking underneath. In plain language. No banned consultant verbs.

Run your store with confidence. Find leaks. Scale winners.

Tags
Case Study
RTO
Maadi
Bosta
Pilot

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