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The Trustradius Product Reviews dataset is a clean, structured, analysis-ready database of 177.5K records across 51 data fields, sourced from trustradius.com and refreshed monthly. Every record is standardised for enrichment, lead generation, market research and competitor analysis — ready to import into your CRM or data pipeline.
Key fields: url, product id, product name, review id, review url, review title, review rating, review date, review author, author position, and 41 more. See the full data dictionary below.
This is a pay-per-record dataset with a minimum order of 70,000 records. See the order panel for live pricing in your currency (₹ for India, $ elsewhere) — the total scales with the number of records you choose, so the more you buy, the larger the order.
| url | db source | review id | timestamp | product id | review url |
|---|---|---|---|---|---|
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2025-02-13-15-46-26 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2024-04-09-00-39-11 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2025-07-05-03-53-51 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2024-04-09-02-09-12 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2023-12-21-15-16-18 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2025-07-10-03-02-37 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2023-12-19-08-30-54 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2025-07-10-15-58-24 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2023-12-12-07-58-20 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
| https://www.trustradius.com/products/mon... | 1784606392217 | monday-com-2025-05-23-18-10-48 | 2026-07-21 | monday | https://www.trustradius.com/reviews/mond... |
Sample of 177.5K records — 51 fields total. Purchase to unlock the full dataset.
| Column | Description | Type | Fill rate |
|---|---|---|---|
| url | URL column containing TrustRadius product review page links. Contains full HTTPS URLs with product names and review filters, always following trustradius.com/products/{product-name}/reviews pattern with query parameters. | Url | 100% |
| product_id | unique product identifier taken from the url | Text | 100% |
| product_name | the name of the product been reviewed | Text | 100% |
| review_id | unique identifier for each review | Text | 100% |
| review_url | the url of the full review | Url | 100% |
| review_title | the title of the review | Text | 99.99% |
| review_rating | the start rating of the review | Number | 100% |
| review_date | Date when the review was submitted. Contains UTC timestamps in ISO 8601 format from 2020 to 2023, with no null values. | Date | 99.98% |
| review_author | the name of the user wrote the review | Text | 63.25% |
| author_position | the position of the author of the review | Text | 55.46% |
| author_company_name | Company name where the author currently works. Contains organization names including businesses, institutions, and self-employment status, with no empty values and proper capitalization. | Text | 55.49% |
| author_company_industry | Industry sector of the author's company. Free-text field containing business industry categories, with Marketing & Advertising, Computer Software, and IT Services being most common, allowing multiple format variations for same industry. | Text | 68.99% |
| author_company_size | Company size category indicating employee count range. Values are standardized ranges from "1-10" to "10,001+" employees, with some entries including industry context; no empty values present. | Text | 69.03% |
| author_labels | Column indicates reviewer type and verification status. Values are tuples of two labels: review type and user category, with no null values, following a fixed format of ["Vetted Review", user_category]. | Array | 99.97% |
| author_experience_years | Years of experience of content authors. Integer values ranging from 1 to 30 years, with most authors having 1-5 years experience, no null values present. | Number | 99.97% |
| author_linkedin_url | the linkedin profile url of the author | Url | 32.9% |
| author_image | URL links to author profile photos. Contains full HTTPS URLs pointing to JPEG/PNG images on media.trustradius.com domain, with no NULL values and following consistent format /profile-photos/{ID}/{CODE}.{extension}. | Text | 21.25% |
| usecases_deployment_scope | Column describes deployment scope and usage scenarios of software products. Contains detailed text descriptions of how organizations implement and utilize various software solutions, primarily focusing on HR, finance, and business management tools, with entries ranging from brief to comprehensive explanations. | Text | 99.69% |
| pros | Column stores professional status or occupation information. Values are text strings representing job titles or professional roles, with many null values present in the dataset. | Array | 16.04% |
| cons | Column stores customer consent status information. Values are boolean flags indicating consent, with many null values present in the dataset. | Array | 15.85% |
| likelihood_to_recommend | Column contains user recommendations about software suitability and use cases. Content consists of detailed text descriptions explaining where specific software products work best or limitations, always in English, with no empty values, typically 2-4 sentences long focusing on business scenarios and company sizes. | Text | 99.1% |
| pros_cons | list of pros and cons | Array | 32.62% |
| start_date | Column records the beginning date of an event/period. Contains only NULL values in datetime format, indicating missing or unspecified start dates. | Date | 16.05% |
| updated_date | Date | 16.05% |
|
| author_incentivized | Boolean | 16.05% |
|
| usability_rating | Number | 6.42% |
|
| return_on_investment | Text | 15.57% |
|
| efficiencies_gained | Text | 0.06% |
|
| alternatives_considered | Object | 16.05% |
|
| key_insights | Array | 12.84% |
|
| other_software_used | Array | 10.09% |
|
| users_and_roles | Array | 16.05% |
|
| support_headcount_required | Number | 0.88% |
|
| business_processes_supported | Array | 1% |
|
| innovative_uses | Object | 6.35% |
|
| future_planned_uses | Array | 0.82% |
|
| likelihood_to_renew | Number | 1.18% |
|
| products_replaced | Boolean | 16.05% |
|
| key_differentiators | Array | 0.72% |
|
| implementation_rating | Number | 0.73% |
|
| implementation_partner | Text | 0.47% |
|
| implementation_issues | Text | 0.36% |
|
| support_rating | Number | 3.15% |
|
| support_pros | Array | 0.61% |
|
| support_cons | Array | 0.23% |
|
| usability_cons | Array | 0.3% |
|
| usability_pros | Array | 0.74% |
|
| easy_tasks | Array | 0.71% |
|
| difficult_tasks | Array | 0.68% |
|
| feature_ratings | Array | 7.04% |
|
| timestamp | Date | — |
The Trustradius Product Reviews dataset contains approximately 177.5K records across 51 fields, refreshed monthly.
It is priced per record with a minimum order of 70,000 records. See the order panel on this page for live pricing in your currency (₹ for India, $ elsewhere) — the total scales with the number of records you select.
Fields include url, product id, product name, review id, review url, review title, review rating, review date and more — the complete list is in the data dictionary on this page.
It is aggregated from trustradius.com and other public, compliant sources, then cleaned, standardised and de-duplicated before delivery.
As a structured CSV/Excel export ready for CRM import or BI analysis, delivered after purchase. A free sample is available on this page.
The dataset is refreshed monthly so records stay accurate for outreach and analysis.
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177,500 verified records available · instant CSV/Excel, refreshed monthly.
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Last Update:
Jul 22, 2026 02:37 AM
Published:
Jul 21, 2026 11:25 AM
Total records:
177,500
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