Best Data Quality Tools with File Capabilities

How Many Data Quality Tools Products Does G2 Track?

Total Products under this Category: 252

Category Stats (Aug 2026)

  • Average Rating: 4.48/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Data Quality Navigator (+3.87%) - Among all products in this category, Data Quality Navigator recorded the largest rating increase compared to last month

Last updated: August 04, 2026

How Does G2 Rank Data Quality Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 13,200+ Authentic Reviews
  • 252+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Data Quality Tools

G2 Grid® for Data Quality Tools plotting products by satisfaction and market presence

Highlighted products: SAS Viya, Monte Carlo, GTM Studio - Powered by ZoomInfo, Data Quality Navigator, dbt, HubSpot Data Hub, DQLabs, and Quest Data Intelligence.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-quality/grids.json?focus%5B%5D=sas-sas-viya&focus%5B%5D=monte-carlo&focus%5B%5D=gtm-studio-powered-by-zoominfo&focus%5B%5D=data-quality-navigator&focus%5B%5D=dbt&focus%5B%5D=hubspot-data-hub&focus%5B%5D=dqlabs&focus%5B%5D=quest-data-intelligence)

Sponsored

Setyl

Gain full visibility and control over your IT assets, software licenses, usage, and spend with Setyl. Setyl is an IT asset and license management (ITAM) platform, which connects to your existing systems with 100+ integrations. The platform gives you full visibility over your IT assets and equipment, software licenses, SaaS subscriptions, users, vendors, and spend in one centralized place — helping you understand the who, what, why, where, when, and stay in control. Use Setyl to: ✓ Gain full visibility over your hardware and software assets in one place. ✓ Automate and scale daily IT operations, including inventory management and user onboarding and offboarding. ✓ Identify and cut wasted IT spend, by up to 30% of your total spend. ✓ Prepare for audits and stay compliant, including with ISO 27001 and SOC 2. Thanks to its intuitive interface, native integrations, and dedicated one-on-one support, Setyl is fast to deploy, easy to use, and designed for collaboration. Out-of-the-box integrations include: Microsoft 365 and Entra, Google Workspace and Cloud Identity, MDM and RMM systems (Intune, Jamf, Iru, NinjaOne, Lansweeper, etc.), IAM, SSO and IdP solutions (Okta, JumpCloud, etc.), HR tools (HiBob, BambooHR, Workday, etc.), business applications (Adobe, Slack, Zoom, etc.), finance solutions, ticketing desks, and more. API access is also available. Key benefits of Setyl in detail: • Gain full visibility over your IT in one place: Create a source of truth for IT by tracking and managing all your assets, licenses, SaaS subscriptions, assigned users, admins, vendors, usage, and spend in one centralized platform. • Automate and scale daily IT operations: Simplify asset management, even as you scale, through full asset lifecycle management, automated workflows, employee onboarding and offboarding processes, actionable insights, and more. • Cut wasted IT spend: Track asset and subscription spend, stay on top of license renewals, identify shadow IT and unused licenses, and recognize spend drivers. • Prepare for your audits and stay compliant: Breeze through your ISO 27001, SOC 2, and other audits, and avoid compliance risks with our dedicated features, including comprehensive information asset register, effective asset tracking, itemized audit logs and change history, vendor management workflows, and more. • Collaborate with stakeholders across your organization: Thanks to Setyl's intuitive interface and permission management, you can give colleagues across the organization access to the platform to easily find relevant data or take over tasks, without losing control. • Get up and running quickly: Out-of-the-box integrations into your existing tech stack combined with Setyl’s intuitive interface ensure a speedy and straightforward implementation, getting you up and running within an hour. • Receive dedicated support: Our knowledgeable team is ready to assist you at every stage of the process, from onboarding guidance to ongoing support. Setyl features overview: • IT asset and license inventory • Full asset lifecycle management • SaaS subscription, software application, and license management • Software renewal tracking • License rightsizing • Employee onboarding and offboarding • ISO 27001 and SOC 2 compliance • Vendor management and due diligence • IT spend management and reporting • 100+ native integrations and API access • Fully guided support

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WinPure Clean & Match

Clean & Match Enterprise is the top-rated desktop platform for data quality management – powered with AI data matching for easy & efficient data cleaning, deduplication, & transformation.This software suite is ideal for cleaning, correcting and deduplicating mailing lists, databases, spreadsheets and CRMs. Experience the world’s most advanced AI data-matching solution that enables organizations to resolve complex records within minutes. * Detect potential duplicates based on common-sense principles * Determine possible relationships between datasets * Intelligently identify duplicates based on learned principles * Perform data matching at scale in just three step No code data cleansing & standardization. Teams spend 80% of their time in manual data cleaning and standardization. WinPure’s no-code software reduces the time spent with its intuitive interface. Users can: * Clean columns with built-in pre-set standardization options * Split components for targeted cleaning * Create custom abbreviation & name dictionaries* * Parse address data to clean & standardize at a component level Catch non-exact matches with advanced fuzzy logic. Duplicate customer records with varying information need a powerful fuzzy match algorithm like WinPure to identify exact and possible matches. Users can: * Cross-match between and across files * Easily merge and purge or overwrite duplicates * Create master records of consolidated records * Export directly into your CRM or data source WinPure™ Clean & Match will help save your business time and money. * Increase the accuracy of virtually ANY list, spreadsheet, database, CRM, etc. * Locally installed Windows software so no need to worry about security as all processing is done on your own systems * Save hours of valuable time cleaning and removing duplicated records from your lists or databases using built-in sophisticated fuzzy and phonetic match algorithms. * Affordable licences available with World Class Support & Training. * Free Demo with Live Online Training available. Seeing is believing! Schedule a live demo today with one of our product specialist at your convenience. We can learn about your requirements, answer questions, and review ways WinPure can help you and your organization.

Average Rating: 4.7/5.0

Total Reviews: 73

How Do G2 Users Rate WinPure Clean & Match?

  • Quality of Support: 9.4/10 (Category avg: 8.9/10)
  • Automation: 9.4/10 (Category avg: 8.7/10)
  • Identification: 9.4/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 9.8/10 (Category avg: 8.5/10)

Who Is the Company Behind WinPure Clean & Match?

  • Seller: WinPure
  • Year Founded: 2004
  • HQ Location: Theale, Berkshire
  • Twitter: @WinPure
    2,209 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Health, Wellness and Fitness
  • Company Size: 43% Small, 35% Medium

What Do G2 Reviewers Say About WinPure Clean & Match?

AI-generated summary from verified user reviews

Pros
  • Users praise WinPure's outstanding customer support, noting the team's responsiveness and helpful guidance throughout the process.
  • Users highlight the exceptional data quality of WinPure Clean & Match, ensuring accurate and efficient data management.
  • Users value the effective duplicate management of WinPure, enhancing data accuracy and streamlining their processes effortlessly.
  • Users find WinPure incredibly easy to use, allowing them to quickly start matching projects without extensive training.
  • Users value the easy access WinPure provides with its intuitive interface, allowing quick start without extensive training.

What Are Recent G2 Reviews of WinPure Clean & Match?

What Are G2 Users Discussing About WinPure Clean & Match?

OpenRefine

OpenRefine is a tool for working with messy data: cleaning it, transforming it and extending it with web services and external data.

Average Rating: 4.6/5.0

Total Reviews: 12

How Do G2 Users Rate OpenRefine?

  • Quality of Support: 7.7/10 (Category avg: 8.9/10)
  • Automation: 8.0/10 (Category avg: 8.7/10)
  • Identification: 9.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 9.7/10 (Category avg: 8.5/10)

Who Is the Company Behind OpenRefine?

  • Seller: OpenRefine
  • HQ Location: N/A
  • Twitter: @openRefine
    4,889 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Small, 25% Large

What Are Recent G2 Reviews of OpenRefine?

What Are G2 Users Discussing About OpenRefine?

Datactics Data Quality Suite

Datactics provides AI-augmented self-service data quality and matching software, empowering CDOs, CIOs and data leaders to rapidly measure, match, report and fix data assets. Solutions are data-agnostic and offer interoperability with data lineage, governance and metadata management tools, especially critical in the deployment of data fabric and data mesh architectures. Our team of data engineers provides fast and robust implementation services to help get data initiatives off the ground and secure buy-in across the enterprise.

Average Rating: 4.2/5.0

Total Reviews: 3

How Do G2 Users Rate Datactics Data Quality Suite?

  • Quality of Support: 7.2/10 (Category avg: 8.9/10)
  • Automation: 7.8/10 (Category avg: 8.7/10)
  • Identification: 9.2/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Datactics Data Quality Suite?

  • Seller: Datactics
  • Year Founded: 1999
  • HQ Location: Belfast, Northern Ireland, United Kingdom
  • LinkedIn® Page: www.linkedin.com
    44 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small, 33% Medium

What Do G2 Reviewers Say About Datactics Data Quality Suite?

AI-generated summary from verified user reviews

Pros
  • Users value the automation capabilities of Datactics Data Quality Suite, streamlining complex tasks and enhancing productivity.
  • Users value the automated duplicate matching in Datactics, which significantly reduces manual efforts and improves accuracy.
  • Users value the AI-driven error detection that automates tasks and enhances efficiency in data quality management.
  • Users value the AI-driven automation in Datactics, which simplifies rule creation and enhances data quality management.
  • Users value the AI-driven automation in merging leads, significantly minimizing manual effort and enhancing efficiency.
Cons
  • Users identify poor handling of unstructured data as a significant area that needs improvement in Datactics Data Quality Suite.
  • Users highlight the need for UI enhancements in Datactics Data Quality Suite to improve overall usability.
  • Users highlight the need for improved search functionality, which hinders their ability to find desired data effectively.

What Are Recent G2 Reviews of Datactics Data Quality Suite?

Human Inference DataCleaner

DataCleaner is your comprehensive data quality Swiss army knife.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate Human Inference DataCleaner?

  • Quality of Support: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind Human Inference DataCleaner?

  • Seller: Quadient
  • Year Founded: 1924
  • HQ Location: Bagneux, France
  • Twitter: @Quadient
    3,878 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,966 employees on LinkedIn®
  • Ownership: EPA: QDT

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Human Inference DataCleaner?

AI-generated summary from verified user reviews

Pros
  • Users value the customization options in Human Inference DataCleaner, enhancing accuracy and relevance of their data solutions.
  • Users praise Human Inference DataCleaner for its effective data cleaning and matching capabilities, ensuring accurate information management.
  • Users value the data quality that Human Inference DataCleaner provides for accurate and reliable data processing.

iugum Data Software

iugum Data Software helps Improve your data management software to cleanse, match and merge your lists, datasets or databases.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate iugum Data Software?

  • Quality of Support: 5.0/10 (Category avg: 8.9/10)

Who Is the Company Behind iugum Data Software?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of iugum Data Software?

What Are G2 Users Discussing About iugum Data Software?

DataCleaner

The Premier Open Source Data Quality Solution

Who Is the Company Behind DataCleaner?

Master Data Deduplication

An AI-powered solution to remove all duplicates from your master data, marketing, and mailing lists, databases, spreadsheets, CRMs and more! Prerequisite: - Master data set Features: - Fuzzy logic to find similar records - Machine learning skills to learn similarity rules - Scalable to work with millions of records - Trained to work in multiple languages - Trained to find duplicates in multi-domain data - Find hard matches even with typos and abbreviation mistakes Technologies Used: - Python How It Works: - Input data from multiple data sources - Train the algorithm to learn similarity rules - Run the trained algorithm to find duplicates automatically - Merge similar records and download the file

Who Is the Company Behind Master Data Deduplication?

  • Seller: Beyond Key
  • Year Founded: 2005
  • HQ Location: Chicago, Illinois
  • Twitter: @KeyBeyond
    194 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    374 employees on LinkedIn®

MaxDup OS

MaxDup OS uses multiple criteria to find duplicates using household, residential, and individual data, and can even use miscellaneous data such as phone numbers, social security numbers, and area codes. MaxDup OS even consolidates data from multiple records into a single survivor record. And if your records aren’t exact matches, MaxDup OS can still provide accurate deduplication using fuzzy logic and internal address standardization.

Who Is the Company Behind MaxDup OS?