Best Data Quality Tools - Page 7

How Many Data Quality Tools Products Does G2 Track?

Total Products under this Category: 282

Category Stats (Sep 2026)

  • Average Rating: 4.48/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: snapAddy (+0.84%) - Among all products in this category, snapAddy recorded the largest rating increase compared to last month

Last updated: September 15, 2026

How Does G2 Rank Data Quality Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 13,400+ Authentic Reviews
  • 282+ 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, GTM Studio - Powered by ZoomInfo, Monte Carlo, HubSpot Data Hub, Data Quality Navigator, dbt, DQLabs, and D&B Connect.

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

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?

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 appreciate the automation capabilities of Datactics, reducing manual effort and enhancing efficiency in data management tasks.
  • Users value the automated duplicate matching feature, significantly reducing manual efforts and enhancing data management efficiency.
  • Users value the AI-driven automation for enhancing error detection and simplifying complex data processes.
  • Users value the AI-driven automation that simplifies rule creation and enhances data quality management significantly.
  • Users value the AI-driven automation in merging leads, significantly minimizing manual workload and enhancing efficiency.
Cons
  • Users highlight poor handling of unstructured data as a significant area for improvement in Datactics Data Quality Suite.
  • Users identify poor interface design as an area needing improvement, impacting the overall user experience with Datactics.
  • Users highlight the need for improvements in search functionality, which hinders their overall experience with the suite.

What Are Recent G2 Reviews of Datactics Data Quality Suite?

DISQOVER

DISQOVER is a knowledge discovery platform that links siloed data using knowledge graph and semantic technologies, helping life sciences organizations accelerate their drug development activities. Users can search across disparate public and private data sources through a single interface that enables easy and efficient data discovery and exploration. DISQOVER allows researchers and collaborators to swiftly access valuable insights in one place, ensuring that information isn’t overlooked for faster and more accurate decision-making. With DISQOVER, organizations enjoy the benefits of FAIR data, facilitating interoperability, and connectivity with other applications while building a scalable enterprise-linked data ecosystem. Additionally, DISQOVER’s open plug-in architecture allows an organization to seamlessly connect specialized artificial intelligence (AI) services to annotated, standardized, and structured data. DISQOVER is also available with natural language processing (NLP) capabilities ensuring users can maximize the value of their internal unstructured data, along with unstructured public data. Developed specifically for life sciences companies, DISQOVER has over 10,000 users ranging from scientific researchers, bioinformaticians, data scientists, and business profiles. DISQOVER can be deployed to support across the entire drug development life cycle and has four major application areas: R&D, Clinical, Regulatory, and Cross-Functional Intelligence. Customers include AstraZeneca, Amgen, the Princess Máxima Center for Pediatric Oncology, e-therapeutics, among others.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate DISQOVER?

  • Quality of Support: 8.8/10 (Category avg: 8.9/10)
  • Automation: 7.8/10 (Category avg: 8.7/10)
  • Identification: 7.8/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind DISQOVER?

Who Uses This Product?

  • Company Size: 75% Small, 25% Medium

What Do G2 Reviewers Say About DISQOVER?

AI-generated summary from verified user reviews

Pros
  • Users value the data accuracy provided by DISQOVER, thanks to its ontology-based knowledge graph integration.
  • Users value the ontology-based knowledge graph in DISQOVER for effectively integrating and structuring data.
  • Users appreciate the ease of use of DISQOVER, finding the interface user-friendly for data exploration.
  • Users benefit from easy integrations through the powerful ontology-based knowledge graph, enhancing data linking and structuring.
  • Users value the ontology-based knowledge graph integration that effectively links and structures their data in DISQOVER.
Cons
  • Users find DISQOVER to be complex and difficult to learn, leading to a frustrating onboarding experience.
  • Users find the platform to be complex and difficult to learn, leading to challenges in effective usage.
  • Users find DISQOVER to be complex and difficult to learn, leading to frustration during use.
  • Users find DISQOVER to be complex and difficult to learn, impacting their overall experience with the product.
  • Users find the learning curve challenging, making it difficult to effectively utilize DISQOVER's features.

What Are Recent G2 Reviews of DISQOVER?

Duco

Duco is a leading data automation company that helps businesses to unleash their potential by removing the friction around data. Over 10,000 users across 30+ countries process billions of data records every week using Duco’s data automation platform. Duco is headquartered in London, with offices in New York, Boston, Edinburgh, Wroclaw and Singapore.

Average Rating: 3.8/5.0

Total Reviews: 3

How Do G2 Users Rate Duco?

  • Quality of Support: 3.3/10 (Category avg: 8.9/10)
  • Automation: 8.3/10 (Category avg: 8.7/10)
  • Identification: 5.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Duco?

  • Seller: Duco
  • Year Founded: 2010
  • HQ Location: London, GB
  • Twitter: @ducotweets
    526 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    238 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Large

What Are Recent G2 Reviews of Duco?

Peeklogic Salesforce Duplicate Management

Salesforce Deduplication | Smart Duplicate Manager - Salesforce Duplicate Management made easy - searches Duplicate Leads, Contacts and Accounts allowing to merge records one-by-one in enhanced way or in bulk in Auto-Detect mode. Smart Duplicate Manager is a perfect Salesforce merger which allows user to configure a combination of 3 fields to construct unique identifier and distinguish duplicate records. After each Salesforce Records merge operation and Salesforce deduping. Smart Duplicate Manager - the salesforce dedup tool - attaches a report as csv attachment of records which were merged

Average Rating: 4.2/5.0

Total Reviews: 3

How Do G2 Users Rate Peeklogic Salesforce Duplicate Management?

  • Quality of Support: 10.0/10 (Category avg: 8.9/10)
  • Automation: 10.0/10 (Category avg: 8.7/10)
  • Identification: 10.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Peeklogic Salesforce Duplicate Management?

  • Seller: Peeklogic
  • Year Founded: 2015
  • HQ Location: Austin, US
  • Twitter: @peeklogic
    78 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    83 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Peeklogic Salesforce Duplicate Management?

What Are G2 Users Discussing About Peeklogic Salesforce Duplicate Management?

TCS Mastercraft Data Plus

TCS MasterCraft DataPlus is an integrated data management software for data privacy, test data management, data quality management, data analytics and database modeling. It is industry-agnostic, delivering context-specific solutions to an enterprise’s data management challenges. The software is backed by decades of relevant TCS expertise in helping global enterprises in their transformation and regulatory compliance programs. TCS MasterCraft DataPlus has been deployed across multiple geographies and business verticals, and has provided value to enterprises of varying scale, with its data privacy and data quality management capabilities.

Average Rating: 3.8/5.0

Total Reviews: 3

How Do G2 Users Rate TCS Mastercraft Data Plus?

  • Quality of Support: 8.3/10 (Category avg: 8.9/10)
  • Automation: 9.2/10 (Category avg: 8.7/10)
  • Identification: 9.2/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 7.5/10 (Category avg: 8.5/10)

Who Is the Company Behind TCS Mastercraft Data Plus?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of TCS Mastercraft Data Plus?

Zengines

Zengines is a technology company that transforms how organizations handle data migrations and mainframe modernization by empowering business users and technical specialists alike with modern AI-powered tools. Our platform includes end-to-end Data Migration tools and Mainframe Data Lineage solutions that illuminate and decode "black box" legacy systems, accelerating projects by 80% while significantly reducing risk and cost. We primarily serve financial services firms and their technology partners who struggle with unpredictable data and legacy systems during critical transformation initiatives. Global organizations use Zengines across their enterprise for the constant stream of initiatives that involve systems change - core conversions, systems implementations, new customer onboarding, audit, and compliance reporting.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate Zengines?

  • Quality of Support: 10.0/10 (Category avg: 8.9/10)
  • Automation: 10.0/10 (Category avg: 8.7/10)
  • Identification: 10.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 9.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Zengines?

  • Seller: Zengines
  • Year Founded: 2020
  • HQ Location: Bedford, US
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Large, 33% Medium

What Do G2 Reviewers Say About Zengines?

AI-generated summary from verified user reviews

Pros
  • Users value the frictionless user experience of Zengines, making integration and implementation with legacy applications seamless.
  • Users commend the innovative approach of Zengines, significantly enhancing user experience and reducing mapping efforts.
  • Users commend the AI integration in Zengines for simplifying analysis of legacy applications and extracting valuable insights.
  • Users value the excellent communication from the team, who are dedicated to solving client challenges effectively.
  • Users commend the amazing customer support of Zengines, highlighting their vision and focus on client challenges.
Cons
  • Users desire improved mapping issues related to compliance and the integration of new domains in Zengines.

What Are Recent G2 Reviews of Zengines?

ActivePrime

ActivePrime provides innovative, automated customer intelligence solutions helping more than 120,000 users in 42 countries. Our data quality and fuzzy search technologies enable our customers to generate consolidated, actionable customer intelligence from both cloud and on-premise data.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate ActivePrime?

  • Quality of Support: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind ActivePrime?

Who Uses This Product?

  • Company Size: 100% Medium, 50% Large

What Are Recent G2 Reviews of ActivePrime?

What Are G2 Users Discussing About ActivePrime?

AQA

AQA is a cloud-based tool that helps sales reps, project managers, and data analysts spot data errors, fast. AQA spots errors so your team can put them right and get back to what they do best, helping you to deliver the results critical to your business' success through error-free data.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate AQA?

  • Quality of Support: 6.7/10 (Category avg: 8.9/10)
  • Automation: 8.3/10 (Category avg: 8.7/10)
  • Identification: 10.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 7.5/10 (Category avg: 8.5/10)

Who Is the Company Behind AQA?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Large

What Are Recent G2 Reviews of AQA?

Astera ReportMiner

Astera ReportMiner, an unstructured data management tool, provides a complete solution for end-to-end data ingestion and integration for unstructured data sources. ReportMiner enables you to liberate business data trapped in documents such as PDFs, PDF forms, PRN, TXT, RTF, DOC,DOCX, XLS, and XLSX. Astera’s solution is a combination of AI and template-based data extraction purpose-built for efficiency. Users can auto-generate templates with the click of a button, fine-tune them using comprehensive customization options, and use them for subsequent extraction jobs involving files with similar layouts, saving time and effort. With features for data cleansing/scrubbing, business rules-based data quality verification, data transformation (merging, splitting, normalizing, denormalizing, and more), and loading into high-end database platforms, the perfect integration flow can be designed to extract, transform, and load data into the final destination for operations and business intelligence applications. ReportMiner Enterprise Edition also provides a built-in scheduler with real-time scheduling features, so not only is the extract/transform/load process automated, but also job scheduling and maintenance. ReportMiner Enterprise Edition ensures you get the best out of the automation process.

Average Rating: 4.4/5.0

Total Reviews: 19

How Do G2 Users Rate Astera ReportMiner?

  • Quality of Support: 8.7/10 (Category avg: 8.9/10)
  • Automation: 10.0/10 (Category avg: 8.7/10)
  • Identification: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Astera ReportMiner?

  • Seller: Astera Software
  • HQ Location: Simi Valley, CA
  • Twitter: @AsteraSoftware
    2,255 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    170 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 47% Medium, 37% Small

What Are Recent G2 Reviews of Astera ReportMiner?

What Are G2 Users Discussing About Astera ReportMiner?

DQ for Dynamics

DQ for Dynamics is a leading data deduplication and data cleansing solution that works directly within Microsoft Dynamics 365 CRM, helping organisations maintain accurate, complete, and reliable customer data. From validating data at the point of entry to cleansing records, managing duplicates, and creating a single customer view, DQ for Dynamics helps organisations improve CRM adoption, increase user productivity, and gain greater confidence in their data. Built natively for Dynamics 365, the solution combines advanced fuzzy matching, duplicate management, data capture, validation, and bulk cleansing capabilities within a single platform, enabling teams to efficiently manage and maintain their CRM data. Trusted by organisations worldwide, DQ for Dynamics helps reduce the operational impact of poor-quality data, support better decision-making, and maximise the value of Microsoft Dynamics 365.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate DQ for Dynamics?

  • Quality of Support: 10.0/10 (Category avg: 8.9/10)
  • Identification: 10.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind DQ for Dynamics?

  • Seller: DQ Global
  • Year Founded: 1995
  • HQ Location: Portsmouth, GB
  • Twitter: @DQ_Global
    1,296 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of DQ for Dynamics?

Experian Aperture Data Studio

Experian's Aperture Data Studio is a one-stop shop for you to build a consistent, accurate, holistic view of your consumer data. The data quality platform provides a scalable way to validate, cleanse, de-duplicate, and enrich data from any source. These features enable improved consumer marketing and regulatory efforts.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate Experian Aperture Data Studio?

  • Quality of Support: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Experian Aperture Data Studio?

  • Seller: Experian
  • Year Founded: 1826
  • HQ Location: Dublin, Ireland
  • Twitter: @Experian_US
    38,771 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    26,648 employees on LinkedIn®
  • Ownership: LSE: EXPNL

Who Uses This Product?

  • Company Size: 50% Small, 50% Large

What Are Recent G2 Reviews of Experian Aperture Data Studio?

What Are G2 Users Discussing About Experian Aperture Data Studio?

Infogix Data360 DQ

Data360 DQ+ merges sophisticated data validation capabilities with self-service simplicity to enable users of any skillset to quickly and easily apply powerful checks to data sets. These include data profiling, completeness, consistency, timeliness, reconciliation/balancing, and value conformity.

Average Rating: 4.3/5.0

Total Reviews: 2

How Do G2 Users Rate Infogix Data360 DQ?

  • Quality of Support: 8.3/10 (Category avg: 8.9/10)
  • Automation: 8.3/10 (Category avg: 8.7/10)
  • Identification: 8.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Infogix Data360 DQ?

  • Seller: Precisely
  • HQ Location: Burlington, Massachusetts
  • Twitter: @PreciselyData
    3,963 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,046 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of Infogix Data360 DQ?

What Are G2 Users Discussing About Infogix Data360 DQ?

LeverData

Asset managers that typically use large amounts of data struggle with data arriving on time and without error. LeverData delivers monitored, validated and actionable data; empowering our clients to make better decisions. Our proprietary platform facilitates transparency and reliability in the data supply chain, so your data team can focus on what they do best - generating Alpha.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate LeverData?

  • Quality of Support: 8.3/10 (Category avg: 8.9/10)
  • Automation: 7.5/10 (Category avg: 8.7/10)
  • Identification: 8.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind LeverData?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of LeverData?

What Are G2 Users Discussing About LeverData?

OpenMetadata

OpenMetadata is the #1 open context layer for humans, AI assistants, and agents. It unifies technical context, business semantics, and organizational memory into one graph, so AI agents and humans reason from the same trusted foundation. Built by the founders of Apache Hadoop, Atlas, and Uber Databook, OpenMetadata unlocks the value of data assets with an open-source context layer that includes data cataloging, discovery, governance, data quality, observability, lineage, semantics, and memory for people and AI.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate OpenMetadata?

  • Quality of Support: 6.7/10 (Category avg: 8.9/10)

Who Is the Company Behind OpenMetadata?

  • Seller: Collate
  • Year Founded: 2021
  • HQ Location: Menlo Park, CA, USA
  • Twitter: @open_metadata
  • LinkedIn® Page: www.linkedin.com
    65 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Small, 50% Large

What Are Recent G2 Reviews of OpenMetadata?

Praxi.ai - Automated Data Curation

Praxi Curation as a Service (CaaS) delivers rapid ROI through Cloud-native deployment - automating discovery, classification and action across structured, semi‑structured, and unstructured data. Pre‑trained for Insurance, Banking, Healthcare, and Privacy‑compliance, it powers analytics, compliance & AI adoption from day one.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Praxi.ai - Automated Data Curation?

  • Quality of Support: 10.0/10 (Category avg: 8.9/10)
  • Automation: 8.3/10 (Category avg: 8.7/10)
  • Identification: 9.2/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 9.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Praxi.ai - Automated Data Curation?

  • Seller: Praxi
  • Year Founded: 2018
  • HQ Location: San Mateo, US
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Praxi.ai - Automated Data Curation?

AI-generated summary from verified user reviews

Pros
  • Users find that data cleaning significantly reduces errors, improving data management and preventing data swamp issues.
  • Users find that Praxi.ai provides high-quality data curation, significantly reducing errors and improving data management efficiency.
  • Users value the error detection capabilities of Praxi.ai, effectively minimizing data errors and misidentification.
Cons
  • Users struggle with poor integration options, as many essential vendor connections are not readily available.

What Are Recent G2 Reviews of Praxi.ai - Automated Data Curation?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated March 10, 2026