All Restaurants in Oxnard-Thousand Oaks-Ventura (Metro), California, US

Metro-wide restaurant data for the Oxnard-Thousand Oaks-Ventura (Metro), California metropolitan area, spanning Oxnard, Thousand Oaks, and Ventura. Spans multiple municipalities within a mid-size metropolitan dining market. Filtered by the Restaurants category group with business profiles, sentiment data, review trends, and competitive benchmarks. Refreshed weekly.

Category: The Census Series

Total Records: 775

Location Type: Metro

Last Updated (weekly): 5/21/2026

Format:

CSV JSON Parquet

Six months of updates included

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Overview Data Fields Sample Data Pricing

775

Total Businesses

Within this dataset

4.2

Experience Level

98.2% with experience data

324.9K

Satisfaction Sentiments

419 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

4.23 ★

Reviews Overview

Customer review metrics

325K

Satisfaction Sentiments

Across all businesses

419

Avg per Business

Median: 309

98%

Has Rating

761 businesses

73%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 28.8%

Review Activity

Reviews received by period

1.6K/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

41percentile

050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality

85%

Rating HealthRating trend stability

80%

Social PresenceSocial media activity

56%

Data CompletenessProfile data coverage

78%

Review ConfidenceReview authenticity

80%

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%

State99.7%

Borough17.0%

Street Address98.6%

Postal Code98.6%

City Boundary98.7%

Neighborhood27.5%

Contact Coverage

Business contact availability

Website

90.1%

Social Media

77.5%

37.0%

Phone

97.9%

Has Sentiment Data

96.3%

Location Verified

100.0%

Social Platform Coverage

Facebook73.4%

Instagram60.9%

Twitter/X46.7%

LinkedIn42.7%

TikTok33.4%

YouTube32.8%

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Exp. Level

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Beam Score

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