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// Case Studies · Real Numbers · Real Brands

Food Data Scraping — Real Outcomes, Real Numbers

Real client outcomes with real numbers — UAE QSR chain +18% margin, US grocery -60% stock-outs, UK delivery 6hr→90s reaction, India CPG 18K+ pin codes covered, Gulf Halal 100% compliance, PE diligence saving $60M valuation. All anonymized but unmodified.

// 6 Real Outcomes

Real numbers from real food brands.

Every case study below uses real client metrics. Names anonymized for confidentiality. ROI, scale and timeline shown exactly as delivered.

USA QSR Site Selection Data Scraping Case Study — 300 New Locations Screened, 42 Approved

Client: The client is a national USA QSR chain
Challenge: 300 sites, 12 real-estate analysts, and a 28% failure rate the committee could no longer defend
Solution: A 300-candidate USA catchment intelligence pipeline
300
Candidate locations screened
42
Sites approved for build
$46M
Expansion capital guided
25
US metros mapped

UAE Specialty Coffee Data Scraping Case Study — 340 Cafes Tracked, Expansion Sequenced for +$4.2M

Client: The client is a UAE specialty coffee chain
Challenge: Specialty coffee runs on neighborhood culture — and neighborhoods can't scale on founder intuition alone
Solution: A 340-cafe UAE specialty coffee intelligence pipeline
340
Specialty cafes tracked
$4.2M
Expansion capital sequenced
18
Whitespace zones surfaced
3
Platforms covered

UAE Q-Commerce SKU Data Scraping Case Study — AI Trimmed Assortment 22%, Grew GMV 14%

Client: The client is a UAE q-commerce operator
Challenge: 15,000 SKUs, no benchmark, and a category team defending every listing on principle
Solution: A 3-platform, 12,000-SKU UAE q-commerce assortment intelligence pipeline
12k+
SKUs benchmarked daily
-22%
Assortment trimmed
+14%
GMV growth post-trim
3
Platforms tracked

UAE Hotel F&B Data Scraping Case Study — AI Benchmarked 8 Five-Star Properties Daily

Client: The client is a UAE hotel group
Challenge: Five-star F&B is a 20-guest-decision-per-day business — and the competitive intelligence was 3 months old
Solution: An 8-property, daily-refresh UAE hotel F&B benchmark
8
Five-star properties benchmarked
Daily
Refresh cadence
5
Signature cuisines tracked
12mo
Historical time-series depth

UAE Restaurant Location Data Scraping Case Study — AI Site Selection Cut Failure Rate 40%

Client: The client is a UAE franchise development firm
Challenge: 4 in 10 new outlets failed — and post-mortems always found the same zone-level warning signs
Solution: A 340+ zone UAE location intelligence pipeline
-40%
New-outlet failure rate
28
Franchise sites sequenced
340+
Delivery zones mapped
18mo
Historical zone time-series

Southeast Asia Virtual Brand Data Scraping Case Study — 3 Virtual Brands Launched in 6 Weeks

Client: The client is a Southeast Asian cloud kitchen group
Challenge: Every virtual brand launch was a bet — some won, some collapsed, and nobody could predict which
Solution: A 3-platform, 4-country SEA menu intelligence pipeline
3
Virtual brands launched in 6 weeks
4
Countries analysed (SG, ID, TH, MY)
38k+
Menus benchmarked before launch
+24%
First-quarter order volume vs. forecast
// Could Be Your Outcome Next

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