# Best Data Quality Tools - Page 7

## 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](https://www.g2.com/categories/data-quality/grids.png?focus%5B%5D=1327283&focus%5B%5D=142449&focus%5B%5D=135441&focus%5B%5D=1613254&focus%5B%5D=148877&focus%5B%5D=19607&focus%5B%5D=122327&focus%5B%5D=1646038)

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**

### DQE One

DQE One is a real-time data quality platform that validates, standardizes, deduplicates, and enriches customer data, including email addresses, phone numbers, and postal addresses. It helps businesses maintain accurate, complete, and unified customer data across CRM systems, marketing platforms, and operational tools. DQE One solves common data quality challenges such as: - Invalid emails and poor deliverability - Incorrect postal addresses and failed deliveries - Wrong phone numbers and unreachable contacts - Duplicate records and fragmented customer data - Inconsistent data formats across systems It ensures that customer data is clean and usable from the moment it enters your systems. Key capabilities include: - Real-time validation of email, phone, and address data - Data standardization and formatting across systems - Duplicate detection and record merging to create a single customer view - Data enrichment to complete and enhance customer information - Global address validation with country-specific rules - API-first architecture for real-time processing and easy integration DQE One detects duplicate customer records and merges them to create a unified customer view. This improves CRM reliability, reporting accuracy, and overall data consistency. Typical use cases include: - CRM data cleansing and deduplication - E-commerce checkout optimization - Lead capture and contact data validation - Customer data integration across multiple systems - Data governance and data quality initiatives DQE One integrates with platforms such as Salesforce, HubSpot, and other CRM, marketing automation, and e-commerce tools. It can be deployed via API or connectors to ensure data quality across all customer touchpoints. DQE One is designed for companies that want to improve data accuracy, reduce operational inefficiencies, eliminate duplicates, and deliver better customer experiences through reliable data.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=74&secure%5Bchosen_at%5D=2026-08-09T12%3A43%3A49Z&secure%5Bdisplayable_resource_id%5D=74&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=74&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1230107&secure%5Bresource_id%5D=74&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-quality%3FhsCtaTracking%3Dc3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%257C033118b1-861b-420c-af1b-bd520c6b25a5%26page%3D7&secure%5Btoken%5D=0f3d6e2e828c43da8cb76d3b64136d7aae10148ad7bc73482d847b0a40244bc9&secure%5Burl%5D=https%3A%2F%2Fdqe.tech%2Fen%2F%3Futm_campaign%3DDQE_ADS_G2_CLICKS%26utm_source%3DG2%26utm_medium%3DADS&secure%5Burl_type%5D=book_demo)

### [BigID](https://www.g2.com/products/bigid/reviews)

BigID’s data intelligence platform enables organizations to know their enterprise data and take action for privacy, protection, and perspective. Customers deploy BigID to proactively discover, manage, protect, and get more value from their regulated, sensitive, and personal data across their data landscape. By applying advanced machine learning and deep data insight, BigID transforms data discovery and data intelligence to address data privacy, data security, and data governance challenges across all types of data, at petabyte-scale, on-prem and in the cloud. Get actionable data intelligence with BigID: one platform, infinite possibility.

**Average Rating:** 4.3/5.0

**Total Reviews:** 16

#### How Do G2 Users Rate BigID?

- **Quality of Support:** 7.5/10 (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:** 7.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind BigID?

- **Seller:** [BigID](https://www.g2.com/sellers/bigid)
- **Year Founded:** 2016
- **HQ Location:** New York, New York
- **Twitter:** @bigidsecure  
2,763 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3776abcb2a51ffa9d56c28599adc6ee42562cf5100f994b89247799f43f4710c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbigid%2F&secure%5Burl_type%5D=linkedin_company_website)  
646 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing and Advertising, Computer Software
- **Company Size:** 44% Small, 38% Medium

#### What Do G2 Reviewers Say About BigID?

_AI-generated summary from verified user reviews_

##### Pros

- Users note the **improved cookie management** capabilities of BigID, enhancing their experience and compliance handling.

##### Cons

- Users are frustrated by **banner issues** , including account deletions and loss of access to the platform.
- Users express frustration over **account deletion and lack of support** after BigID's takeover, hindering access to services.
- Users face **data management issues** with BigID, including account deletions and loss of access to previously purchased services.
- Users are frustrated with BigID's **expensive pricing** and the lack of support for existing LTD customers.
- Users are frustrated with BigID's **limited functionality** , as accounts are deleted and access to services is lost.

#### What Are Recent G2 Reviews of BigID?

**["BigID"](https://www.g2.com/survey_responses/bigid-review-9867530)**

**Rating:** 4.5/5.0 stars

_— Dolly B._

[Read full review](https://www.g2.com/survey_responses/bigid-review-9867530)

**["Say hello to Illow.io"](https://www.g2.com/survey_responses/bigid-review-8233082)**

**Rating:** 5.0/5.0 stars

_— Carla S._

[Read full review](https://www.g2.com/survey_responses/bigid-review-8233082)

### [Datactics Data Quality Suite](https://www.g2.com/products/datactics-data-quality-suite/reviews)

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](https://www.g2.com/sellers/datactics)
- **Year Founded:** 1999
- **HQ Location:** Belfast, Northern Ireland, United Kingdom
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8616d3634d5611b1a14198117a15cced2351c01ceccca40c375a3f8523ed26e9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatactics&secure%5Burl_type%5D=linkedin_company_website)  
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?

**["Alot of useful resources for data analysts with an eye-catchy UI."](https://www.g2.com/survey_responses/datactics-data-quality-suite-review-7481910)**

**Rating:** 5.0/5.0 stars

_— Delia A._

[Read full review](https://www.g2.com/survey_responses/datactics-data-quality-suite-review-7481910)

**["AI-Powered Automation That Streamlines Data Quality Workflows"](https://www.g2.com/survey_responses/datactics-data-quality-suite-review-12052334)**

**Rating:** 4.0/5.0 stars

_— Dani A._

[Read full review](https://www.g2.com/survey_responses/datactics-data-quality-suite-review-12052334)

### [DISQOVER](https://www.g2.com/products/disqover/reviews)

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?

- **Seller:** [ONTOFORCE](https://www.g2.com/sellers/ontoforce)
- **Year Founded:** 2011
- **HQ Location:** Ghent, BE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=874f2f5db9e1413537b06bae34b9575aa7c7c7d86df418330296515faa9c0d23&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fontoforce&secure%5Burl_type%5D=linkedin_company_website)  
36 employees on LinkedIn®

#### 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 appreciate the **ontology-based knowledge graph** in DISQOVER for its ability to integrate and structure data effectively.
- Users appreciate the **ease of use** of DISQOVER, simplifying data search and exploration significantly.
- Users appreciate the **easy integrations** of DISQOVER, simplifying data linking and structuring through ontology-based knowledge graphs.
- Users value the **ontology-based knowledge graph integration** in DISQOVER, enhancing data linking and structuring capabilities.

##### Cons

- Users find DISQOVER to be **complex and difficult to learn** , which hampers their overall experience and usability.
- Users find DISQOVER to be **complex and difficult to learn** , which hampers their overall usability experience.
- Users find DISQOVER to be **complex and difficult to learn** , leading to frustration in navigating the platform.
- Users find DISQOVER to be **complex and difficult to learn** , hindering their overall user experience.
- Users find the **learning curve steep** , making it complex and difficult to master DISQOVER effectively.

#### What Are Recent G2 Reviews of DISQOVER?

**["DISQOVER Review"](https://www.g2.com/survey_responses/disqover-review-10513755)**

**Rating:** 5.0/5.0 stars

_— Ashutosh Raj B._

[Read full review](https://www.g2.com/survey_responses/disqover-review-10513755)

**["Great Search tool"](https://www.g2.com/survey_responses/disqover-review-9877580)**

**Rating:** 4.0/5.0 stars

_— Joe M._

[Read full review](https://www.g2.com/survey_responses/disqover-review-9877580)

### [Duco](https://www.g2.com/products/duco/reviews)

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](https://www.g2.com/sellers/duco)
- **Year Founded:** 2010
- **HQ Location:** London, GB
- **Twitter:** @ducotweets  
526 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7d18106130023a581ab3a63181a9cd537abae30b2623de25f1b8f97798241343&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fduco-%2F&secure%5Burl_type%5D=linkedin_company_website)  
255 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Large

#### What Are Recent G2 Reviews of Duco?

**["Data quality & reconciliation tool"](https://www.g2.com/survey_responses/duco-review-7214149)**

**Rating:** 4.5/5.0 stars

_— Pooja Y._

[Read full review](https://www.g2.com/survey_responses/duco-review-7214149)

### [Peeklogic Salesforce Duplicate Management](https://www.g2.com/products/peeklogic-salesforce-duplicate-management/reviews)

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](https://www.g2.com/sellers/peeklogic)
- **Year Founded:** 2015
- **HQ Location:** Austin, US
- **Twitter:** @peeklogic  
78 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c02d985cb6d16a11f00ad3f7a9355ebcde2994095d362d04451c14f7f93860e8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpeeklogic%2F&secure%5Burl_type%5D=linkedin_company_website)  
80 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Peeklogic Salesforce Duplicate Management?

**["It works really great!"](https://www.g2.com/survey_responses/peeklogic-salesforce-duplicate-management-review-4167993)**

**Rating:** 5.0/5.0 stars

_— Albert R._

[Read full review](https://www.g2.com/survey_responses/peeklogic-salesforce-duplicate-management-review-4167993)

**["It helped me a lot"](https://www.g2.com/survey_responses/peeklogic-salesforce-duplicate-management-review-4164036)**

**Rating:** 5.0/5.0 stars

_— Nazarii P._

[Read full review](https://www.g2.com/survey_responses/peeklogic-salesforce-duplicate-management-review-4164036)

#### What Are G2 Users Discussing About Peeklogic Salesforce Duplicate Management?

- [What is Peeklogic Salesforce Duplicate Management used for?](https://www.g2.com/discussions/what-is-peeklogic-salesforce-duplicate-management-used-for)

### [TCS Mastercraft Data Plus](https://www.g2.com/products/tcs-mastercraft-data-plus/reviews)

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?

- **Seller:** [TATA Consultancy Services Limited](https://www.g2.com/sellers/tata-consultancy-services-limited)
- **Year Founded:** 1968
- **HQ Location:** Mumbai, Maharashtra
- **Twitter:** @TCS  
578,666 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4756df8f0f0609a6c3fbfa5b6b6e3a6b961f82dcd5ce239dc9a8a18a558f44e8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftata-consultancy-services&secure%5Burl_type%5D=linkedin_company_website)  
708,725 employees on LinkedIn®
- **Ownership:** NSE: TCS

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are Recent G2 Reviews of TCS Mastercraft Data Plus?

**["Mastercraft - A good automation & transformation solution"](https://www.g2.com/survey_responses/tcs-mastercraft-data-plus-review-9954470)**

**Rating:** 4.0/5.0 stars

_— Avik R._

[Read full review](https://www.g2.com/survey_responses/tcs-mastercraft-data-plus-review-9954470)

**["Best data management tool"](https://www.g2.com/survey_responses/tcs-mastercraft-data-plus-review-9174844)**

**Rating:** 4.5/5.0 stars

_— Anush B._

[Read full review](https://www.g2.com/survey_responses/tcs-mastercraft-data-plus-review-9174844)

### [Zengines](https://www.g2.com/products/zengines/reviews)

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](https://www.g2.com/sellers/zengines)
- **Year Founded:** 2020
- **HQ Location:** Bedford, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=57b244157ecb0d3e5be0820d4dd83eaf6dab544b6f6b4f5a8a82b494df349907&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzengines%2F&secure%5Burl_type%5D=linkedin_company_website)  
17 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 appreciate the **frictionless user experience** of Zengines, making it easy to implement and integrate with legacy applications.
- Users highlight the **innovative approach** of Zengines, leading to enhanced user experience and reduced mapping efforts.
- Users admire the **AI integration** in Zengines for simplifying legacy application analysis and enhancing data extraction.
- Users commend the **excellent communication** of the Zengines team, enhancing collaboration and addressing client challenges effectively.
- Users appreciate the **amazing customer support** from Zengines, highlighting their strong vision and problem-solving focus.

##### Cons

- Users desire improved **mapping issues** related to compliance and new domain integration within Zengines.

#### What Are Recent G2 Reviews of Zengines?

**["Innovative - Frictionless Data Migration"](https://www.g2.com/survey_responses/zengines-review-11246885)**

**Rating:** 5.0/5.0 stars

_— Anil B._

[Read full review](https://www.g2.com/survey_responses/zengines-review-11246885)

**["Zengines - Excellent AI tool to analyze Legacy Applications"](https://www.g2.com/survey_responses/zengines-review-11922562)**

**Rating:** 5.0/5.0 stars

_— Verified User in Investment Banking_

[Read full review](https://www.g2.com/survey_responses/zengines-review-11922562)

### [ActivePrime](https://www.g2.com/products/activeprime/reviews)

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?

- **Seller:** [ActivePrime](https://www.g2.com/sellers/activeprime-435b2615-0b94-4ee7-b897-a2a0e514adfb)
- **Year Founded:** 2001
- **HQ Location:** Mountain View, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=09777c9f955ed7730edde125b3a33b9ffea1a1317050672f89a488c31950d0da&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Factiveprime-inc-&secure%5Burl_type%5D=linkedin_company_website)  
25 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium, 50% Large

#### What Are Recent G2 Reviews of ActivePrime?

**["Finally, No More Duplicate Nightmares in My CRM!"](https://www.g2.com/survey_responses/activeprime-review-1687701)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/activeprime-review-1687701)

**["Our data in CRM On Demand is now more reliable after using Active prime"](https://www.g2.com/survey_responses/activeprime-review-180241)**

**Rating:** 4.5/5.0 stars

_— Muhammad A._

[Read full review](https://www.g2.com/survey_responses/activeprime-review-180241)

#### What Are G2 Users Discussing About ActivePrime?

- [What is ActivePrime used for?](https://www.g2.com/discussions/what-is-activeprime-used-for)

### [AQA](https://www.g2.com/products/aqa/reviews)

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?

- **Seller:** [Aqaversant](https://www.g2.com/sellers/aqaversant)
- **Year Founded:** 2021
- **HQ Location:** Godalming, GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=859931bd246ec84c5f9b37123d0f8649e7fe6cb33f5c6493927d191602a2af33&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faqaversant%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Large, 50% Medium

#### What Are Recent G2 Reviews of AQA?

**["Makes our introductions conservative and flawlessly organized"](https://www.g2.com/survey_responses/aqa-review-10251283)**

**Rating:** 4.5/5.0 stars

_— Mohamed A._

[Read full review](https://www.g2.com/survey_responses/aqa-review-10251283)

**["Identifying real-time data discrepancies"](https://www.g2.com/survey_responses/aqa-review-10236425)**

**Rating:** 4.5/5.0 stars

_— Leroy C._

[Read full review](https://www.g2.com/survey_responses/aqa-review-10236425)

### [Astera ReportMiner](https://www.g2.com/products/astera-reportminer/reviews)

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](https://www.g2.com/sellers/astera-software)
- **HQ Location:** Simi Valley, CA
- **Twitter:** @AsteraSoftware  
2,255 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1cf9dc3c430d3f81b53273d8e1958f34a9d05c68f0621195ee98e429abe6510c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F33267%2F&secure%5Burl_type%5D=linkedin_company_website)  
172 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 47% Medium, 37% Small

#### What Are Recent G2 Reviews of Astera ReportMiner?

**["From 40 Minutes to 2: Invoice Automation That Just Works"](https://www.g2.com/survey_responses/astera-reportminer-review-13211224)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/astera-reportminer-review-13211224)

**["ReportMiner Does What We Need It To"](https://www.g2.com/survey_responses/astera-reportminer-review-13183597)**

**Rating:** 4.5/5.0 stars

_— Verified User in Banking_

[Read full review](https://www.g2.com/survey_responses/astera-reportminer-review-13183597)

#### What Are G2 Users Discussing About Astera ReportMiner?

- [What is ReportMiner used for?](https://www.g2.com/discussions/what-is-reportminer-used-for)

### [DQ for Dynamics](https://www.g2.com/products/dq-for-dynamics/reviews)

DQ for Dynamics™ is a leading data deduplication and data cleansing solution which works right inside Dynamics CRM. Find duplicates fast using our advanced fuzzy searching logic, then review multiple duplicate records side by side, to first perfect and then merge duplicate records. Apply enrichment, validation, formatting, suppression and many more functions available through DQ on Demand™. Ultimately leaving you with a single, high quality, mastered Golden Record or Single Customer View.

**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](https://www.g2.com/sellers/dq-global)
- **Year Founded:** 1995
- **HQ Location:** Lee-on-the-Solent, GB
- **Twitter:** @DQ\_Global  
1,296 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=62a008a3734e322b16efe98ed7619766744076961e6652979344f4374c022ee3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdq-global&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Large, 50% Medium

#### What Are Recent G2 Reviews of DQ for Dynamics?

**["Cleaner, More Accurate Data with DQ for Dynamics"](https://www.g2.com/survey_responses/dq-for-dynamics-review-13159215)**

**Rating:** 5.0/5.0 stars

_— Emily J._

[Read full review](https://www.g2.com/survey_responses/dq-for-dynamics-review-13159215)

**["Powerful Tool, great support team"](https://www.g2.com/survey_responses/dq-for-dynamics-review-8240877)**

**Rating:** 5.0/5.0 stars

_— JACK V._

[Read full review](https://www.g2.com/survey_responses/dq-for-dynamics-review-8240877)

### [Experian Aperture Data Studio](https://www.g2.com/products/experian-aperture-data-studio/reviews)

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](https://www.g2.com/sellers/experian)
- **Year Founded:** 1826
- **HQ Location:** Dublin, Ireland
- **Twitter:** @Experian\_US  
38,771 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5f2ce141b811b45a47c23e9ebeb00646a160dd7e6e16b8de67f2a6ca6a4f4065&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fexperian&secure%5Burl_type%5D=linkedin_company_website)  
26,191 employees on LinkedIn®
- **Ownership:** LSE: EXPNL

#### Who Uses This Product?

- **Company Size:** 50% Large, 50% Medium

#### What Are Recent G2 Reviews of Experian Aperture Data Studio?

**["Good product which helps to manage consumer data projects"](https://www.g2.com/survey_responses/experian-aperture-data-studio-review-6656492)**

**Rating:** 4.5/5.0 stars

_— Buddika S._

[Read full review](https://www.g2.com/survey_responses/experian-aperture-data-studio-review-6656492)

**["An excellent self-service tool for agile data analysis, cleansing, and enhancement."](https://www.g2.com/survey_responses/experian-aperture-data-studio-review-9224639)**

**Rating:** 5.0/5.0 stars

_— Verified User in Telecommunications_

[Read full review](https://www.g2.com/survey_responses/experian-aperture-data-studio-review-9224639)

#### What Are G2 Users Discussing About Experian Aperture Data Studio?

- [What is Experian Aperture Data Studio used for?](https://www.g2.com/discussions/what-is-experian-aperture-data-studio-used-for)

### [Infogix Data360 DQ](https://www.g2.com/products/infogix-data360-dq/reviews)

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](https://www.g2.com/sellers/precisely-0b25c016-ffa5-4f51-9d9e-fcbc9f54cc55)
- **HQ Location:** Burlington, Massachusetts
- **Twitter:** @PreciselyData  
3,963 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=aa7625aac55fc50224b866dc1039c6548253f1616db8a852a37b70885cfb50e8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F64863146%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,006 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Large, 50% Medium

#### What Are Recent G2 Reviews of Infogix Data360 DQ?

**["One of the recommended software for data governance and visulatisation. It has good capabilities."](https://www.g2.com/survey_responses/infogix-data360-dq-review-5338339)**

**Rating:** 5.0/5.0 stars

_— Syed A._

[Read full review](https://www.g2.com/survey_responses/infogix-data360-dq-review-5338339)

#### What Are G2 Users Discussing About Infogix Data360 DQ?

- [What is Infogix Data360 DQ used for?](https://www.g2.com/discussions/what-is-infogix-data360-dq-used-for)

### [LeverData](https://www.g2.com/products/leverdata/reviews)

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?

- **Seller:** [LeverData](https://www.g2.com/sellers/leverdata)
- **Year Founded:** 2018
- **HQ Location:** New York, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=11df47cd2e77c5da131aadda1ae834e88b28701afd41595b60cc6eca17545e42&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F33536002&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Medium, 50% Small

#### What Are Recent G2 Reviews of LeverData?

**["LeverData for Data solutions"](https://www.g2.com/survey_responses/leverdata-review-8413834)**

**Rating:** 4.0/5.0 stars

_— Varsha R._

[Read full review](https://www.g2.com/survey_responses/leverdata-review-8413834)

**["Fire and Forget, the best value for dollar out there"](https://www.g2.com/survey_responses/leverdata-review-5264394)**

**Rating:** 5.0/5.0 stars

_— Michael D._

[Read full review](https://www.g2.com/survey_responses/leverdata-review-5264394)

#### What Are G2 Users Discussing About LeverData?

- [What is LeverData used for?](https://www.g2.com/discussions/what-is-leverdata-used-for)

### [Praxi.ai - Automated Data Curation](https://www.g2.com/products/praxi-ai-automated-data-curation/reviews)

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](https://www.g2.com/sellers/praxi)
- **Year Founded:** 2018
- **HQ Location:** San Mateo, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9b689c773d137b0b6ce543a58dbf662fa5134f1e8eef237d55a883bfb3d5b119&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpraxidata&secure%5Burl_type%5D=linkedin_company_website)  
16 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 value the **effective data cleaning** by Praxi.ai, ensuring accurate data integration and reducing errors significantly.
- Users value the **data curation capabilities** of Praxi.ai, effectively reducing errors and preventing data swamp issues.
- Users value the **error detection capabilities** of Praxi.ai, significantly reducing data-related errors and misidentification.

##### Cons

- Users face **poor integration** options, limiting the versatility of Praxi.ai for various industry applications.

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

**["If you are processing data, this isn't an option but essential software"](https://www.g2.com/survey_responses/praxi-ai-automated-data-curation-review-11511800)**

**Rating:** 5.0/5.0 stars

_— Angus G._

[Read full review](https://www.g2.com/survey_responses/praxi-ai-automated-data-curation-review-11511800)

**["Praxi.ai Transformed Our Unstructured Data into Revenue and Compliance Insights"](https://www.g2.com/survey_responses/praxi-ai-automated-data-curation-review-11433108)**

**Rating:** 5.0/5.0 stars

_— Arvid L._

[Read full review](https://www.g2.com/survey_responses/praxi-ai-automated-data-curation-review-11433108)

- [‹ Prev‹ Prev](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=6#product-list)
- [1](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score#product-list)
- [2](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=2#product-list)
- [3](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=3#product-list)
- [4](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=4#product-list)
- [5](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=5#product-list)
- [6](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=6#product-list)
- 7
- [8](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=8#product-list)
- [9](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=9#product-list)
- [10](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=10#product-list)
- [11](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=11#product-list)
- …
- [16](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=16#product-list)
- [17](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=17#product-list)
- [Next ›Next ›](/categories/data-quality?hsCtaTracking=c3ec2dee-0229-4e54-b6eb-8a16fc76a2a0%7C033118b1-861b-420c-af1b-bd520c6b25a5&order=g2_score&page=8#product-list)

Spotlight Categories

[Board Management Software](https://www.g2.com/categories/board-management)

[A/B Testing Tools](https://www.g2.com/categories/a-b-testing-tools)

[Demand Side Platform (DSP)](https://www.g2.com/categories/demand-side-platform-dsp)

[Voice Recognition Software](https://www.g2.com/categories/voice-recognition)

[CPQ Software](https://www.g2.com/categories/cpq)

Similar Categories

- [Infrastructure as a Service (IaaS)](/categories/infrastructure-as-a-service-iaas)
- [Active Metadata Management](/categories/active-metadata-management)
- [Address Verification](/categories/address-verification)
- [AIOps Platforms](/categories/aiops-platforms)
- [Application Server](/categories/application-server)

- [Blockchain](/categories/blockchain)
- [Cloud File Storage](/categories/cloud-file-storage)
- [Database Software](/categories/database-software)
- [Data Center Infrastructure Management (DCIM)](/categories/data-center-infrastructure-management-dcim)
- [Data Center Networking](/categories/data-center-networking)

- [Data Exchange Platforms](/categories/data-exchange-platforms)
- [Data Fabric](/categories/data-fabric)
- [Data Integration Tools](/categories/data-integration-tools)
- [Data Management Software](/categories/data-management-software)
- [Data Mapping](/categories/data-mapping)

[Browse Data Quality Themes](/categories/data-quality/themes)

 ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi")
SJ

Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Updated March 10, 2026

Data quality tools analyze sets of information and identify incorrect, incomplete, or improperly formatted data. After profiling data concerns, data quality tools cleanse or correct that data based on previously established guidelines. Deletion, modification, appending, and merging are all common methods of data set cleansing or correction; data analysts, marketers, and salespeople are just a few positions that benefit from leveraging data quality solutions.

By targeting and cleaning data lists, data quality software allows businesses to establish and maintain high standards for data integrity. These solutions are also helpful for ensuring that data adheres to these standards, based on the required industry, market, or in-house regulations. This process of maintaining data integrity enhances the reliability of such information for business use. Data sets can range from customer contact information to granular financial statistics and much more.

Data quality software products may also share features or coexist with [master data management (MDM) software](https://www.g2.com/categories/master-data-management-mdm), [data integration software](https://www.g2.com/categories/data-integration), or [big data software](https://www.g2.com/categories/big-data). While tangentially related to data quality solutions from a functional standpoint, [address verification software](https://g2.com/categories/address-verification) differs through its distinct use cases, focus on physical location data, and reliance on authoritative location data sourcing to verify correctness.

To qualify for inclusion in the Data Quality category, a product must:

- Enable data profiling and identify data anomalies
- Provide basic data cleansing functionalities like record merge, append, and delete
- Allow data modification and standardization based on predefined rules
- Allow automated and manual cleaning options
- Offer preventive measures to preserve data integrity

Show More