Warren Datasets

City-level restaurant data for Warren, Michigan with a population of over 139k. Filtered by the Restaurants category group with business profiles, ratings, competitive metrics, and contact details. Refreshed weekly.

Multi-city restaurant dataset for Youngstown-Warren (Metro), Ohio, covering Youngstown and Warren. Covers the full metropolitan dining ecosystem of a growing metropolitan dining market. Filtered by the Restaurants category group with ratings, review analytics, competitive positioning, and contact information. Refreshed weekly.

The "Low Hanging Fruit." They have the budget but need the tech. Restaurants well-established (Beam Score > 70) and performing (sentiments last 30 days > 10 that lack online reservation AND online ordering Ready for technology adoption and modernization.

Marketing Agency Gold. High-rated restaurants (>4.5 rating) with low to zero social presence (<100 followers OR no social profiles) for social media marketing. Great product, terrible distribution -> Pitch them Growth.

--HHI Dominance-- Near-monopoly positions in their local market. Businesses that mathematically "own" their local market (>30% share) with high HHI contribution of >900 within 1km. Safe, cash-flow-heavy bets that competitors can't easily dislodge.

--High-Volume, Active targets-- Popular restaurants sitting in the Top 30% of their local market for proven foot traffic and review volume within the last 30 days and a state-wide market scope. These are the highest-velocity, actively transacting accounts for payment processing, POS systems, and supply chain sales. Validated by an "Active Heartbeat" signal.

--High-Volume, Active targets-- Popular restaurants sitting in the Top 30% of their local market for proven foot traffic and review volume within the last 30 days and a state-wide market scope. These are the highest-velocity, actively transacting accounts for payment processing, POS systems, and supply chain sales. Validated by an "Active Heartbeat" signal.

The "Blue Ocean" Map. Specific markets where category demand is high (active sentiments) but supply is thin (<5 competitors) in cities with 50k+ population. These records are the only locations in Michigan that pass a strict tri-factor test for high density, severe market undersupply, and immediate micro-radius opportunity.

Complete state-level restaurant data for Michigan. This dataset captures every active restaurant listing filtered by the Restaurants category group, providing comprehensive coverage for statewide market research. Includes ratings, reviews, sentiment data, and competitive metrics. Refreshed weekly.

--Breakout Venues with Verified Foot Traffic Momentum-- Established restaurants, multi-unit operators, and franchises currently experiencing a sharp, confirmed spike in transaction volume. Rather than looking at static 5-star ratings, this dataset measures Review Velocity as a direct proxy for real-world foot traffic and revenue growth. These venues have accelerated their 90-day transaction pace by 20%+ compared to their historical 360-day baseline. In a tightening economic market, these are the rare operators actively capturing market share, hitting physical capacity, and outperforming their local competitors. They require immediate expansion capital, equipment financing, and operational scale. Every listing is confirmed active with a minimum baseline of recent foot traffic to eliminate statistical noise.

--Distressed Venues with Verified Decline-- Established, well-reviewed restaurants, bars, and cafes now experiencing a sharp and confirmed drop in Transaction Velocity & Customer Sentiment. These are previously high-performing venues where the 360-day sentiment was strong, but 90-day sentiment has crashed by 30%+. That's a leading indicator of operational trouble, ownership fatigue, or market-ready distress. Every listing is an independent hospitality and food & beverage location (no nation-wide chains), confirmed active with 100+ total reviews and an "Active Heartbeat" signal within the last 90 days.

The Startup List. Businesses that registered their website domain < 365 Days ago. They are in the "Setup Phase"—need everything (Payroll, Insurance, SEO).