Upwork verdict · build Solution request

Gulf retail location intelligence platform that continuously harvests and enriches 2GIS, Google Maps, and Bayut data into a structured API covering store counts, formats, and catchment attributes for

FMCG brand managers and retail real estate teams in the Gulf pay thousands per report for data a persistent crawler can produce at near-zero marginal cost

Built for Retail analytics and location intelligence platforms.

The angle

Continuous enriched data layer versus one-off scrape files gives recurring revenue and a compounding data asset competitors cannot instantly replicate

“Web Scraper Needed – Extract Supermarket & Hypermarket Data from 2GIS UAE ... scrape from 2GIS Your estimated record count (how many listings do you expect?) Re…”

The receipts — real demand

“Web Scraper Needed – Extract Supermarket & Hypermarket Data from 2GIS UAE ... scrape from 2GIS Your estimated record count (how many listings do you expect?) Read more”
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Full dossier

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Every corroborating quote, the source receipts, and the community echo. One email, no payment.

5 / 10 · idea quality

demand score 6.0 — the receipts are below

Pain 7
Willingness to pay 6
Feasibility 6
Specificity 8
Audience 5
Competition 6

Why this is a gap

Surfaced from a high-intensity complaint with clear willingness to pay and a specific, reachable audience.

The market

Retail analytics and location intelligence platforms need UAE supermarket/hypermarket listings from 2GIS. Zero search volume indicates this is project-driven demand—a single buyer looking for a one-off data extraction, not a repeating market.

Competition & the opening

Wedge play crowded — win on a narrow angle Moat 6/10 · attackable moat Market 5/10 · a real vertical
Crowded market · 6/10 vs ESRI ArcGIS Business Analyst (Gulf deployments via Esri Middle East)Placer.aiVeridian / Buxton (retail site analytics)GeoIQ (India-origin, expanding MENA)Woosmap (retail POI & catchment APIs)2GIS Enterprise Analytics (native Gulf data owner)

No named competitors listed; 1/10 competition suggests 2GIS scraping tools are rare or non-existent. The gap is open, but narrow: extraction from one regional source, not a platform.

What's hard to build

2GIS blocks scraping, uses JavaScript rendering and anti-bot protection, and may change selectors frequently. Maintaining a scraper against these defenses, plus handling UAE-specific data structure, creates ongoing maintenance burden reflected in the 6/10 feasibility score.

Why now

2GIS expanded UAE coverage but lacks official API; regional e-commerce and logistics teams need local data urgently.

How you'd monetize

per-job scraping service ($200–500 per extract) or monthly data subscription