White Space Finder in Texas, US

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 Texas that pass a strict tri-factor test for high density, severe market undersupply, and immediate micro-radius opportunity.

Category: Expansion & Site Selection

Total Records: 518

Location Type: State

Last Updated (weekly): 5/6/2026

Format:

CSV JSON Parquet

Six months of updates included

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Overview Data Fields Pricing

518

Total Businesses

Within this dataset

4.2

Experience Level

100.0% with experience data

268.7K

Satisfaction Sentiments

519 avg per business

100.0%

Data Freshness

Updated in last 30 days

Geographic Intelligence

Explore the geographic distribution. Understand neighborhood density and business concentration to identify prime locations and underserved areas.

City Overview

Regional location of dataset

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Neighborhood Density

Business distribution by area

H3 Competition Map

Interactive hex-level density and beam score view

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Market Landscape

Understand the competitive structure scene. Explore category distribution, pricing strategies, and market composition to identify opportunities and gaps.

Market Composition

Category market share

Top Categories

By venue count

Price Distribution

By price tier

Experience Level & Sentiment

Gauge customer satisfaction through ratings, reviews, and sentiment analysis. Track how experiences are trending over time to benchmark performance against market standards.

Rating Distribution

Star ratings breakdown

4.22 ★

Reviews Overview

Customer review metrics

269K

Satisfaction Sentiments

Across all businesses

519

Avg per Business

Median: 383

100%

Has Rating

518 businesses

73%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 16.0%

Review Activity

Reviews received by period

1.8K/30d

Beam Competitive Analysis

Analyze competitive density and market positioning. Understand how businesses rank against competitors and identify market opportunities.

Competitor Density

Avg competitors within 2km

Popularity Index

Market position percentile

16percentile

050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality

84%

Rating HealthRating trend stability

80%

Social PresenceSocial media activity

53%

Data CompletenessProfile data coverage

72%

Review ConfidenceReview authenticity

86%

Data Quality & Coverage

Ensure data reliability with comprehensive quality metrics. Track data freshness, address verification rates, and completeness scores to maintain confidence in your insights.

Location Data

Geographic data completeness

City100.0%

State100.0%

Borough74.1%

Street Address99.4%

Postal Code99.8%

City Boundary99.6%

Neighborhood42.1%

Contact Coverage

Business contact availability

Website

79.3%

Social Media

71.8%

38.2%

Phone

97.1%

Has Sentiment Data

99.2%

Location Verified

100.0%

Social Platform Coverage

Facebook68.0%

Instagram53.7%

Twitter/X38.8%

TikTok38.4%

LinkedIn38.2%

YouTube26.6%

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Exp. Level

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Beam Score

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