All Restaurants in Greater Los Angeles Area (Metro), California, US

Complete restaurant dataset for the Greater Los Angeles metro region including Long Beach and Anaheim. This export captures the sprawling Southern California dining scene filtered by the Restaurants category group. Features business profiles, review analytics, competitive metrics, and contact details across all neighborhoods. Refreshed weekly.

Total Records: 35,162
Location Type: Metro
Last Updated (weekly): 5/7/2026
Format:
CSV JSON Parquet
Six months of updates included
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35.2K

Total Businesses

Within this dataset

4.2

Experience Level

94.0% with experience data

12.1M

Satisfaction Sentiments

343 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

4.24 ★

Reviews Overview

Customer review metrics

12.1M

Satisfaction Sentiments

Across all businesses

343

Avg per Business

Median: 207

94%

Has Rating

33K businesses

77%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 25.7%

Review Activity

Reviews received by period

78.5K/30d

Digital & Social Presence

Analyze the digital footprint across social platforms. Understand follower reach, engagement patterns, content volume, and influencer concentration.

Social Reach

Platform comparison

9.9B

Total Followers

Instagram
Followers6.8B
Accounts16,148
Posts15.4M
Eng. Rate8.5%
TikTok
Followers3.2B
Accounts9,312
Hearts29.6B
Eng. Rate4.2%

Engagement Rate Trends

Platform engagement over time

Top Influencer Tiers

Follower concentration by tier

Top 10287.9M
Top 1001.5B
Top 10006.9B
IG: 4.0B
TT: 2.9B
Instagram
TikTok

Social Presence

Platform penetration %

Facebook
54%
Instagram
46%
Twitter
33%
LinkedIn
31%
TikTok
26%
YouTube
19%

Content Volume

Total content created

Instagram Posts

15.4M

AVG

969

TikTok Videos

2.0M

AVG

227

TikTok Hearts

29.6B

AVG

3.4M

Total Content17.4M

Contact Availability

Business contact data coverage

73%

Website

58%

Social

32%

Email

92%

Phone

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

14percentile
050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality
85%
Rating HealthRating trend stability
79%
Social PresenceSocial media activity
45%
Data CompletenessProfile data coverage
66%
Review ConfidenceReview authenticity
71%

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%
Borough59.0%
Street Address98.7%
Postal Code99.1%
City Boundary99.1%
Neighborhood55.5%

Contact Coverage

Business contact availability

Website
73.0%
Social Media
58.2%
Email
32.4%
Phone
91.5%
Has Sentiment Data
91.5%
Location Verified
100.0%

Social Platform Coverage

Facebook54.0%
Instagram45.9%
Twitter/X33.5%
LinkedIn31.0%
TikTok26.5%
YouTube19.4%

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All verified restaurant listings in Los Angeles, California with a population of over 3,898k. Filtered by the Restaurants category group, this city-level dataset provides business profiles, ratings, review counts, contact information, and competitive benchmarks for the local market. Refreshed weekly.

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All Restaurants in Greater San Francisco Bay Area (Metro), California, US

Restaurant census for the Greater San Francisco Bay Area spanning San Francisco, Oakland, and Fremont. Covers one of the nation's most innovative dining markets, filtered by the Restaurants category group. Includes business profiles, ratings, review analytics, and competitive benchmarks. Refreshed weekly.

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