Best Data Quality Tools - Page 8

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)

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ACI Learning [ITPro]

ACI Learning is a comprehensive IT and cybersecurity training solution designed to equip users with practical skills necessary for real-world applications. This platform focuses on outcome-driven learning, ensuring that teams can effectively build their expertise through hands-on labs, certification preparation, and engaging video content crafted by industry experts. By providing structured assignments and guided learning pathways, ACI Learning facilitates purposeful upskilling, allowing learners to remain focused and make consistent progress towards their professional goals. The target audience for ACI Learning includes IT professionals, cybersecurity specialists, and organizations seeking to enhance their workforce's capabilities in a rapidly evolving technological landscape. The platform is particularly beneficial for teams looking to stay ahead of industry trends, improve their skill sets, and achieve certification in various IT and cybersecurity domains. Specific use cases include preparing for certification exams, enhancing practical skills through lab exercises, and fostering a culture of continuous learning within organizations. Key features of ACI Learning include the myACI platform, which integrates video content, hands-on labs, and assessments into a cohesive learning experience. This all-in-one solution not only enhances engagement and retention but also provides built-in dashboards and analytics that enable teams to track their progress and measure the impact of their training initiatives. Organizations can align their training efforts with business outcomes, ensuring that the skills developed are directly applicable to their operational needs. Additionally, myACI offers Marketplace access to a wide range of top-tier content beyond IT and cybersecurity, allowing organizations to scale their training efforts effectively. This feature helps boost retention and demonstrates return on investment (ROI) at every stage of the training process. By providing a robust and flexible learning environment, ACI Learning stands out as a valuable resource for organizations aiming to enhance their workforce's technical capabilities and adapt to the demands of the digital age.

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Rings AI

Rings AI: Relationship Intelligence that drives deals and relationships Rings AI is a relationship intelligence platform for teams in venture capital, private equity, investment banking, wealth management, marketing services, and legal services. Traditional CRMs record contacts. Rings AI delivers Extended Relationship Management (XRM) that maps full networks of investors, advisors, portfolio companies, clients, and partners in real time so teams see who knows whom and where the warmest path exists. Who uses Rings AI Venture capital and private equity teams that want better deal flow and faster diligence Investment banks that need repeatable, relationship driven origination Wealth managers and family offices that value high touch client service Marketing and legal services firms that win through trusted introductions What Rings AI helps you do Uncover hidden connections and warm introductions across the firm network Centralize relationship data, communications, notes, and files into one source of truth Prioritize the right opportunities with AI scoring, funding round context, and pre meeting intelligence Key features in Rings AI AI driven prospecting and relationship scoring Portfolio analytics and fund monitoring with relationship health Pre meeting briefs that surface context, people, and history Privacy first, granular access controls that fit complex teams Enterprise security and audit trails Why teams choose Rings AI over a basic CRM Rings AI combines CRM workflows with advanced relationship mapping Rings AI shows the warm path to decision makers and the best next action Rings AI accelerates onboarding, collaboration, and knowledge sharing across offices Outcomes with Rings AI More qualified pipeline from targeted outreach and trusted introductions Faster cycles from first touch to closed deal Deeper client loyalty through timely, informed engagement Who benefits most Firms that live on networks, referrals, and complex multi party relationships Teams that want measurable growth without adding manual data entry Rings AI turns static contact lists into dynamic intelligence that scales with the business. By unifying data and revealing connections, Rings AI helps organizations grow faster, win better deals, and build durable relationships that compound over time. If your success depends on who you know and how well you engage them, Rings AI is the platform that makes every relationship work harder.

Average Rating: 4.8/5.0

Total Reviews: 10

How Do G2 Users Rate Rings AI?

  • Quality of Support: 9.2/10 (Category avg: 8.9/10)

Who Is the Company Behind Rings AI?

  • Seller: Rings AI XRM
  • Company Website:
  • Year Founded: 2022
  • HQ Location: New York City
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Rings AI?

AI-generated summary from verified user reviews

Pros
  • Users value the comprehensive insights from Rings, enhancing team dynamics and driving new business opportunities.
  • Users value the comprehensive view of team relationships provided by Rings, enhancing pathways to new business opportunities.
Cons
  • Users find that the system can be not intuitive, making the overall user experience slightly challenging despite its capabilities.
  • Users find the UX improvement necessary as the extensive features can hinder a seamlessly intuitive experience.

What Are Recent G2 Reviews of Rings AI?

Tresata

delivering customer intelligence

Average Rating: 4.0/5.0

Total Reviews: 2

How Do G2 Users Rate Tresata?

  • Quality of Support: 6.7/10 (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: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Tresata?

  • Seller: Tresata
  • Year Founded: 2011
  • HQ Location: Charlotte, US
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small, 50% Medium

What Do G2 Reviewers Say About Tresata?

AI-generated summary from verified user reviews

Pros
  • Users value the automated data analytics of Tresata, as it integrates data and offers valuable insights for scaling.
  • Users value the automation capabilities of Tresata, which streamline data integration and enhance analytical insights for scaling.
  • Users appreciate the data centralization of Tresata, which provides a unified view of customer information from various sources.
  • Users value the enhanced data quality of Tresata, which transforms customer data management and improves insights.
  • Users find Tresata's platform easy to use, simplifying customer data management and providing a unified view.
Cons
  • Users find the difficult setup of Tresata challenging, particularly unsuitable for smaller organizations lacking experience.
  • Users find limited flexibility in Tresata’s collaboration features, making idea sharing and document work cumbersome.
  • Users feel that Tresata's limited functionality hampers collaboration, making it difficult to share ideas and documents effectively.
  • Users find that the initial setup requires significant experience, making it unsuitable for small organizations.

What Are Recent G2 Reviews of Tresata?

Black Tiger Platform

AI-powered platform solving data quality, governance, and compliance—in real-time and at scale.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Black Tiger Platform?

  • Quality of Support: 8.3/10 (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: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Black Tiger Platform?

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Do G2 Reviewers Say About Black Tiger Platform?

AI-generated summary from verified user reviews

Pros
  • Users value the effective compliance management of Black Tiger Platform, facilitating GDPR adherence and addressing data challenges.
  • Users praise the exceptional customer support of Black Tiger, ensuring effective communication and understanding of their needs.
  • Users value the data quality of Black Tiger Platform, effectively addressing their challenges and ensuring GDPR compliance.

What Are Recent G2 Reviews of Black Tiger Platform?

What Are G2 Users Discussing About Black Tiger Platform?

Blast

A data platform that bundles critical data functionalities including data orchestration, quality checks, comprehensive documentation, and observability. This platform empowers users to efficiently extract, transform, and interpret data from various sources. It enables the orchestration of these processes with customizable frequency, ensuring data integrity and complete control over the data journey.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Blast?

  • 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 Blast?

  • Seller: Datablast
  • Year Founded: 2021
  • HQ Location: İstanbul
  • Twitter: @Datablast_io
    1 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Blast?

Clean by Similarity API

Clean by Similarity API finds duplicate contacts, leads, and company names in your spreadsheets — even when they're spelled differently across records. Unlike Excel's Remove Duplicates or your CRM's built-in deduplication, Clean uses fuzzy matching to catch real-world variants: "Acme Corp" and "Acme Corporation", "Jen Walsh" and "Jennifer Walsh", "Microsoft" and "Microsoft Inc." are all correctly identified as duplicates. Exact-match tools miss these entirely. Upload a CSV or Excel file, select which columns to match on, and preview your duplicate clusters before downloading. Match on a single column or combine name and company together for more reliable results — combining two weak signals into one strong match decision. Three output formats: a clean file with duplicates removed, your original file flagged with cluster IDs, or a review sheet showing duplicate groups with similarity scores for manual inspection before merging. Free for files up to 1,000 rows, no account required. Larger files from $4.99 per run — pay once, download immediately, no subscription needed. Built for marketing ops, RevOps, and anyone who needs a clean file before a CRM import, not a coding project.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Clean by Similarity API?

  • 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 Clean by Similarity API?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Clean by Similarity API?

Coginiti

Coginiti is a SQL-first collaborative data operations platform that empowers teams to build, publish, and consume quality data products, streamlining the data analytics lifecycle from inception to insights. Integrating with the widest variety of data platforms and tools, Coginiti enables analysts, engineers, and data scientists to collaborate in real-time, breaking down silos and fostering innovation. Its intuitive interface simplifies managing complex data workflows, ensuring governance and consistency across projects. Key Features: - Realtime Collaboration - Flexible Data Modeling - Data Quality Testing - Visualize Data Lineage - Native Scheduling - Powerful APIs - AI Assistant Coginiti facilitates a seamless transition from data preparation to actionable intelligence. It’s not just about refining your data strategy or scaling your analytics capabilities; it’s about empowering your organization to harness the full potential of data for informed decision-making. Discover the power of Coginiti and transform your data operations. Coginiti offers products for individual analysts, data teams, and enterprises.

Average Rating: 4.5/5.0

Total Reviews: 29

How Do G2 Users Rate Coginiti?

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

Who Is the Company Behind Coginiti?

  • Seller: Coginiti Corp
  • Year Founded: 2020
  • HQ Location: Atlanta , GA
  • Twitter: @coginiti
    71 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    35 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 66% Large, 28% Medium

What Are Recent G2 Reviews of Coginiti?

What Are G2 Users Discussing About Coginiti?

D365 Data Quality

D365 Data Quality solution extends the natural capability of your Dynamics 365 CRM by providing visibility into your data quality and the controls to improve it. The web application data quality application ensures data issues are captured as the data is being entered allowing immediate correction. Data stewards are provided with the tools they need to provide a trusted source of customer data for your entire organization. Adastra’s D365 Data Quality application solution integrates seamlessly with Dynamics 365 by leveraging native Microsoft technology, including Power Apps, Power Automate and common data services. D365 Data Quality web application solution is a plug-in to your existing D365 solution and does not require additional servers, thus minimizing the impact to your infrastructure. It can be deployed in just 1 business day.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate D365 Data Quality?

  • Quality of Support: 6.7/10 (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 D365 Data Quality?

  • Seller: Adastra
  • Year Founded: 1995
  • HQ Location: Toronto, Canada
  • Twitter: @AdastraCorp
    417 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,712 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Do G2 Reviewers Say About D365 Data Quality?

AI-generated summary from verified user reviews

Pros
  • Users commend the data cleaning capabilities of D365 Data Quality, enhancing their workflow and report generation.
  • Users value the seamless data validation in D365 Data Quality, enhancing their efficiency in data management tasks.
  • Users find D365 Data Quality to be extremely user-friendly, simplifying data management and reporting tasks effectively.
  • Users appreciate the easy integrations of D365 Data Quality, streamlining processes across Microsoft modules effortlessly.
  • Users benefit from the easy reporting features of D365 Data Quality, simplifying data presentation for leadership.
Cons
  • Users find the limited customization options frustrating, as they hinder efficient navigation and filtering of data.
  • Users find D365 Data Quality not user-friendly due to slow performance and limited customization options affecting usability.
  • Users experience frustrating slow loading times, making it difficult to access information quickly and efficiently.
  • Users experience slow performance in D365 Data Quality, causing delays in retrieving information and frustration.

What Are Recent G2 Reviews of D365 Data Quality?

Datametica Pelican – The Data Validator

Pelican is an AI-powered enterprise-scale data validation tool to compare, validate and reconcile datasets across two heterogeneous data stores at a petabyte scale with zero coding and zero data movement.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Datametica Pelican – The Data Validator?

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

Who Is the Company Behind Datametica Pelican – The Data Validator?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Datametica Pelican – The Data Validator?

Datuma

Datuma is a CRM data quality service for UK sales and marketing teams. You upload the contacts you already have. Datuma checks them and returns a scored file that is ready to import straight back into your CRM. Every batch runs the same checks, as standard. Duplicates are caught across every list you have ever uploaded, at £0.00, before enrichment spends a penny. Every work email is checked at the mail server. Every contact is checked against the live profile on the day you upload, and every phone number against the live network, as standard. Your customers, partners and competitors are pulled into their own file and kept out of your prospecting list, so nobody contacts them by accident. People who look to have changed role or organisation are flagged as follow-up opportunities, with their previous organisation and title attached. And a person confirms every close call, so nothing changes without you. The 0 to 100 Trust Score is the summary of those checks, and Verified Readiness grades each contact across 4 tiers. Same standard for every customer. No premium tier. Start free with 100 of your own contacts, no card. Then pay as you go in pounds. For a whole CRM, Done With You programmes start at £2,550 with a person guiding every step.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Datuma?

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

Who Is the Company Behind Datuma?

  • Seller: Datuma
  • Year Founded: 2025
  • HQ Location: United Kingdom
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Datuma?

Deduplix - Data Deduplication Software

Experience hassle-free data management with our secure deduplication software. Save storage space and protect your data from unauthorized access.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Deduplix - Data Deduplication Software?

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

Who Is the Company Behind Deduplix - Data Deduplication Software?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Deduplix - Data Deduplication Software?

DQ on Demand™

With over 10,000 datapoints, DQ on Demand™ provides users with a vast array of data quality functions. Native to Azure, DQ on Demand™ is architected to provide incredible performance and scalability. Switch data providers with ease and enhance your customer data on a pay-as-you-go basis by plugging straight into our DQ on Demand™ web services, providing you with an easy to access data quality marketplace.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind DQ on Demand™?

  • Seller: DQ Global
  • Year Founded: 1995
  • HQ Location: Lee-on-the-Solent, GB
  • Twitter: @DQ_Global
    1,296 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of DQ on Demand™?

Duplicate Search and Merge

Duplicate Search and Merge is a native deduplication application built for salesforce. It is an easy to use deduplication tool which cleanses the duplicate records using a simple yet powerful 5 step wizard-based approach to search duplicates on standard and custom objects. Duplicate Search and Merge helps customize filters for duplicate search, export duplicate records, perform mass merge and schedule jobs. It also helps in re-parenting of child records while merging the parent records Duplicate Search and Merge additionally provides the following functionalities: • Intuitive dashboard for managing duplicate data and automating jobs • Real-time info on duplicate groups and records of saved jobs • Fuzzy logic for selecting the record to retain • Save your searches for future use • Intelligent notification alerts on successful merge with the master record details

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Duplicate Search and Merge?

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

Who Is the Company Behind Duplicate Search and Merge?

  • Seller: Mirketa
  • Year Founded: 2003
  • HQ Location: Dublin, US
  • Twitter: @MirketaInc
    125 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    137 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Duplicate Search and Merge?

Enlighten

Analyze and improve the quality of your data with Enlighten's complete data quality suite. Understand the state of your data and identify potential anomalies. Cleanse and normalize your data to your own standards. Identify and remove duplicate records from your database. Validate and enrich address data. Link customers records into households.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Enlighten?

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

Who Is the Company Behind Enlighten?

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of Enlighten?

What Are G2 Users Discussing About Enlighten?

eQube®-DaaS Platform

eQube®-DaaS is a Low/No-Code Data Integration & Analytics Platform that establishes a Data Fabric connecting various sources in an organization. It enhances visibility and enables insights through two suites: Integration and Analytics. Users can handle diverse data types, formats, speeds, systems, application or device without requiring coding, ensuring secure collaboration across networks. Deployable on-premises, in multi-cloud, or hybrid setups, eQube®-DaaS consists of six components: eQube®-MI (Migration & Integration), eQube®-TM (Transformation Modeler), eQube®-AG (API Gateway), eQube®-BI (Business Intelligence), eQube®-ADA (Augmented Data Analytics), and eQube®-DP (Data Profiler), for versatile data management solutions. These components can be used individually or in combination to create a comprehensive data management solution.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate eQube®-DaaS Platform?

  • Quality of Support: 10.0/10 (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: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind eQube®-DaaS Platform?

  • Seller: eQ Technologic
  • Year Founded: 2000
  • HQ Location: Costa Mesa, US
  • Twitter: @1eQTechnologic
    58 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    916 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About eQube®-DaaS Platform?

AI-generated summary from verified user reviews

Pros
  • Users praise the user-friendly automation of eQube®-DaaS, allowing everyone to easily create and deploy applications.
  • Users value the user-friendly interface of eQube®-DaaS, making development accessible for all skill levels.
  • Users value the easy integrations offered by the eQube®-DaaS Platform, enabling seamless app creation for everyone.
  • Users value the easy setup of eQube®-DaaS, enabling quick creation and deployment of applications effortlessly.
  • Users appreciate the low-code/no-code development environment of eQube®-DaaS, enabling easy integration and application deployment.
Cons
  • Users find the eQube®-DaaS Platform relatively expensive, potentially limiting its accessibility for some organizations.

What Are Recent G2 Reviews of eQube®-DaaS Platform?

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