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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 Cloud Kitchen Data Scraping Case Study — Why NYC Virtual Brands Outperform LA Operators

Client: The client is a US-focused cloud kitchen platform
Challenge: NYC operators win — but no one could prove why
Solution: A 240-brand NYC vs LA performance decoder
240
Virtual brands tracked
NYC vs LA
Head-to-head
+38%
NYC ROI advantage
18mo
Time-series depth

USA Restaurant Franchise Data Scraping Case Study — Why 1 in 4 New Franchises Close Within 18 Months

Client: The client is a major US franchise development firm
Challenge: Franchise failures are studied too late to prevent
Solution: A predictive franchise survival tracker
3,200
Franchises tracked
8
Closure patterns
+42%
Survival lift
4mo
Early-warning lead

USA Plant-Based Menu Data Scraping Case Study — Vegan Adoption Across 50 Restaurant Chains

Client: The client is a US-based plant-based ingredient supplier
Challenge: Plant-based is growing' — but in which chains, in which categories?
Solution: A 50-chain US plant-based menu tracker
50
US chains tracked
18,400
Plant-based items added
24mo
Time-series depth
11
New chain accounts won

Saudi Arabia Restaurant Data Scraping Case Study — Riyadh + Jeddah Market Doubling Post-Vision 2030

Client: The client is a regional QSR franchise operator
Challenge: Vision 2030 narratives are everywhere — measurable data is not
Solution: A 36-month Saudi growth tracker
17,200
Restaurants tracked
+105%
3-year growth
36mo
Time-series depth
Riyadh + Jeddah
2 cities

Saudi Halal Restaurant Data Scraping Case Study — Pre-IPO F&B Group Valuation

Client: The client is a Tadawul-focused investment bank
Challenge: IPO diligence demands evidence sellers cannot provide alone
Solution: A pre-IPO halal F&B diligence panel
64
Outlets verified
$180M
Valuation underwritten
36mo
History reconstructed
3
Platforms covered

Sydney Restaurant Pricing Data Scraping Case Study — 34% Price Drop From CBD to Outer Suburbs

Client: The client is a Sydney-based casual-dining chain
Challenge: Uniform pricing in a non-uniform city
Solution: A 12-zone Sydney pricing tracker
5,200
Sydney restaurants tracked
34%
CBD vs outer price drop
12
Sydney zones covered
12mo
Time-series depth
// Could Be Your Outcome Next

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UK Supermarket Price Data Scraping & Daily Price Monitoring Using Automated Extraction

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July 19 2026
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Belgium Grocery Data Scraping with 12,000 SKU Product Catalog for Retail Intelligence

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July 18 2026
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Scrape In-Store Audit vs Online Data: Bridging the Gap for a Regional Retailer

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July 17 2026
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D2C Food Brand: Reviews & Sentiment at Scale

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July 16 2026
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US Grocery Retailer: Daily 500-SKU Pricing Feed into Snowflake

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July 15 2026
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Gulf Restaurant Group: Real-Time Talabat, Keeta & HungerStation Intelligence

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July 14 2026
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