Convert Automotive Customer Reviews to Review Schema
✓ TestedWorks with CSV, Excel, Google Sheets → JSON-LD Schema
By dataclean.to team · 2026-02-05
Automotive customer reviews convert to Review schema markup for search result visibility. Vehicle ratings and service testimonials contain structured feedback that maps to Review schema properties. This conversion enables star ratings to appear in search snippets.
The Problem
Automotive businesses collect customer reviews across multiple platforms without unified schema markup. Review data includes ratings for vehicles, service quality, and dealership experience. Manual schema creation for individual reviews is inefficient at scale. Bulk conversion maintains review authenticity while adding structured data. Schema.org Review specification
How to Fix It
1
Upload Review Data
Import customer reviews with reviewer names, ratings, review text, dates, and the reviewed item (vehicle or service).
2
Map Review Components
Assign ratings to reviewRating, customer feedback to reviewBody, and reviewer information to author fields.
3
Link Reviewed Items
Connect each review to its subject using itemReviewed property with references to Vehicle, Service, or LocalBusiness schemas.
4
Validate Rating Scale
Ensure rating values match the specified scale (typically 1-5) and include bestRating and worstRating properties.
5
Export Review Schema
Generate individual Review JSON-LD objects or aggregate them using AggregateRating schema for summary displays.
Frequently Asked Questions
What types of automotive reviews work with Review schema?
Vehicle reviews, service experience ratings, dealership testimonials, and parts/accessory feedback all convert to Review schema. Each review links to its subject through the itemReviewed property.
How do I handle reviews from multiple sources?
Import reviews from all sources into a single dataset with a source identifier column. The conversion process generates unified Review schema while preserving attribution to the original platform.
Can I show aggregate ratings alongside individual reviews?
Combine Review schema with AggregateRating schema to display both summary statistics and detailed customer feedback. The aggregate rating summarizes all reviews for a specific vehicle or service.
Example: Input → Output
name
email
phone
city
status
Alice Johnson
alice@example.com
+1-555-0101
New York
active
alice johnson
ALICE@EXAMPLE.COM
5550101
new york
Active
Red rows show common data quality issues. dataclean.to normalizes and generates JSON-LD automatically.