Upwork verdict · build Solution request

Social media scraper for restaurant UGC video collection

Built for restaurants and food brands.

“6 days ago — We are looking for a contractor to help us build a scalable scraping system for collecting restaurant-related UGC videos from social media.…”

The receipts — real demand

“6 days ago — We are looking for a contractor to help us build a scalable scraping system for collecting restaurant-related UGC videos from social media.”
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Full dossier

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

6.4 / 10 · demand score
Pain 7
Willingness to pay 6
Feasibility 6
Specificity 6
Audience 5
Competition 1

Why this is a gap

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

The market

Restaurants and food brands need a scalable system to collect user-generated video content from social platforms. Zero search volume but a recent contractor request suggests real, active pain.

Competition & the opening

Open field · 1/10

Competition 1/10 means no packaged solution exists; teams are hiring contractors ad-hoc.

What's hard to build

Social platforms aggressively block scraping and change APIs frequently. Feasibility 6/10 reflects the need to handle platform-specific rate limits, authentication flows, and content rights management without triggering account bans.

Why now

Social media APIs (TikTok, Instagram) restrict UGC scraping; brands resort to contractors; a platform removes friction.

How you'd monetize

$199–499/mo SaaS per brand or usage-based per video ingested