# Best Data Quality Tools - Page 14

## 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**

### Amazon Athena

Amazon Athena is a serverless, interactive query service that enables users to analyze large datasets directly in Amazon S3 using standard SQL. With no infrastructure to manage, Athena allows for quick, ad-hoc querying without the need for complex ETL processes. It automatically scales to execute queries in parallel, delivering fast results even for complex queries and large datasets. Key Features and Functionality: - Serverless Architecture: Athena requires no server management, automatically handling infrastructure scaling and maintenance. - Standard SQL Support: Users can run ANSI SQL queries, facilitating easy data analysis without learning new languages. - Broad Data Format Compatibility: Supports various data formats, including CSV, JSON, ORC, Avro, and Parquet, allowing flexibility in data storage and analysis. - Integration with AWS Glue: Seamlessly integrates with AWS Glue Data Catalog for metadata management, enabling schema discovery and versioning. - Security and Compliance: Provides robust security features, including data encryption at rest and in transit, and integrates with AWS Identity and Access Management (IAM) for fine-grained access control. Primary Value and User Solutions: Amazon Athena simplifies the process of analyzing vast amounts of data stored in Amazon S3 by eliminating the need for complex infrastructure setup and management. Its serverless nature and support for standard SQL make it accessible to users with varying levels of technical expertise. By enabling quick, cost-effective querying of large datasets, Athena addresses challenges related to data analysis speed, scalability, and operational overhead, empowering organizations to derive insights efficiently.

[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=2026-08-10T04%3A50%3A22Z&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=40859&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%3D14&secure%5Btoken%5D=76768e0e3a111caede0ddfbbb3d0c187fb196923e453226669ca978a70fa79f8&secure%5Burl%5D=https%3A%2F%2Faws.amazon.com%2Fathena%2F%3Ftrk%3Dfe12ca5e-123b-4cc4-bd94-0bca0a2c982f%26sc_channel%3Ddisplay%2Bads&secure%5Burl_type%5D=custom_url)

### [Experian Identity Resolution (UK)](https://www.g2.com/products/experian-identity-resolution-uk/reviews)

Experian's Identity Resolution is a comprehensive data management solution designed to create a unified, accurate profile of individuals or businesses by consolidating information from various devices and digital footprints. This process involves checking, validating, and appending data using a unique matching methodology, effectively resolving customer data duplications and inconsistencies. By integrating data management techniques with trusted reference data, Identity Resolution enables organizations to prepare, cleanse, merge, or migrate data efficiently. It also aids in identifying marketing targets, enhancing analytics, preventing fraud, and ensuring compliance with industry regulations. Key Features and Functionality: - Data Integration and Profiling: Combines and maps data from multiple sources into a common schema, ensuring consistency and accuracy. - Data Validation: Utilizes Experian's extensive reference data to validate and verify customer information, enhancing data reliability. - Duplicate Resolution: Employs advanced matching techniques to identify and resolve duplicate records, creating a single, comprehensive customer profile. - Fuzzy Matching: Applies rules-based fuzzy matching to handle complex data sets, improving the accuracy of identity resolution. - Workflow Automation: Automates data management processes, increasing operational efficiency and reducing manual intervention. Primary Value and Solutions Provided: Identity Resolution empowers businesses to gain a holistic and accurate view of their customers, leading to improved decision-making and operational efficiency. By resolving data inconsistencies and duplicates, organizations can enhance their marketing strategies, improve customer engagement, and reduce the risk of fraud. Additionally, the solution supports compliance with data regulations, ensuring that businesses operate responsibly and maintain customer trust. Ultimately, Identity Resolution enables organizations to leverage their data assets more effectively, driving growth and success in a data-driven world.

#### Who Is the Company Behind Experian Identity Resolution (UK)?

- **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

### [Experian Intact (UK)](https://www.g2.com/products/experian-intact-uk/reviews)

Experian Intact is an online data management solution designed to help organizations maintain accurate and up-to-date customer information. By offering a suite of data cleansing, validation, suppression, and enhancement services, Intact ensures that businesses can effectively manage their customer databases, leading to improved marketing efficiency and compliance with data protection regulations. Key Features and Functionality: - Data Cleansing: Intact identifies and corrects inaccuracies within customer records, ensuring that personal information is complete and accurate. - Data Validation: The service verifies the accuracy of customer details, such as names, addresses, and telephone numbers, to ensure communications reach the intended recipients. - Data Suppression: Intact removes records of individuals who have moved, passed away, or opted out of communications, reducing the risk of sending unwanted or inappropriate messages. - Data Enhancement: By appending additional demographic and lifestyle information, Intact provides deeper insights into customer behavior, enabling more targeted and relevant marketing campaigns. Primary Value and Solutions Provided: Experian Intact addresses the challenges of maintaining accurate customer data in a dynamic environment where consumer information can quickly become outdated. By ensuring data integrity, Intact helps organizations reduce costs associated with undeliverable communications, enhance brand reputation by minimizing consumer annoyance, and comply with data protection regulations. The platform's user-friendly interface and 24/7 online access allow businesses to manage their data efficiently without requiring advanced technical knowledge. Additionally, Intact offers a free data audit, enabling organizations to assess the quality of their data and make informed decisions about necessary improvements.

#### Who Is the Company Behind Experian Intact (UK)?

- **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

### [Experian Link (Experian Link) (UK)](https://www.g2.com/products/experian-link-experian-link-uk/reviews)

Experian Link is a comprehensive data management solution designed to help organizations achieve a unified and accurate view of their customers. By integrating and resolving disparate customer data, Experian Link enables businesses to enhance data integrity, streamline operations, and drive informed decision-making. This solution is available as both an on-premise installation and a hosted service, providing flexibility to meet diverse organizational needs. Key Features and Functionality: - Connected Customer Identities: Experian Link facilitates the consolidation of fragmented customer records, allowing businesses to establish a single, cohesive customer profile. - Flexible Deployment Options: Organizations can choose between on-premise deployment or an Experian-hosted service, depending on their infrastructure and preferences. - High-Performance Data Processing: The solution is capable of processing millions of records per hour, ensuring timely and efficient data management. - Enhanced Identity Resolution: Utilizing advanced name and address matching techniques, Experian Link improves the accuracy of customer identity resolution. - Customizable Processes: The solution offers both off-the-shelf configurations and highly customized processes to cater to specific business requirements. Primary Value and Problem Solved: Experian Link addresses the challenge of managing and integrating disparate customer data across various systems and platforms. By providing a unified view of customer information, it enables businesses to: - Improve Data Integrity: Ensure that customer records are accurate, complete, and up-to-date, which is essential for effective customer relationship management. - Enhance Customer Engagement: With a comprehensive understanding of each customer, businesses can deliver personalized experiences and communications, leading to increased customer satisfaction and loyalty. - Drive Business Growth: Accurate and unified customer data supports better decision-making, more effective marketing strategies, and improved operational efficiency, all of which contribute to business growth. In summary, Experian Link empowers organizations to make sense of disparate customer data, unlocking the true view of their customers and enabling strategies for sustained business growth.

#### Who Is the Company Behind Experian Link (Experian Link) (UK)?

- **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

### [Experian Single Customer View (UK)](https://www.g2.com/products/experian-single-customer-view-uk/reviews)

Experian's Single Customer View (SCV) is a comprehensive solution designed to consolidate and integrate all customer data into a unified, accurate profile. By merging information from various sources, SCV provides businesses with a holistic understanding of each customer, encompassing their identities, profiles, and interactions. This consolidated view enables organizations to make informed decisions, enhance customer engagement, and drive business growth. Key Features and Functionality: - Data Integration: Combines data from multiple channels and touchpoints to create a single, cohesive customer profile. - Data Cleansing and Standardization: Ensures accuracy by cleansing and standardizing customer information, reducing errors and inconsistencies. - Unique Customer Identifier: Assigns a unique identifier to each customer, facilitating easy tracking and management across systems. - Enhanced Customer Insights: Provides deep insights into customer behaviors, preferences, and needs by analyzing consolidated data. - Improved Marketing Strategies: Enables targeted marketing campaigns by understanding customer demographics and behaviors. - Operational Efficiency: Streamlines operations by reducing data duplication and ensuring consistent information across departments. Primary Value and Solutions Provided: Experian's SCV addresses the challenge of fragmented customer data by offering a unified view, which is pivotal for: - Enhanced Customer Engagement: By understanding the complete customer journey, businesses can tailor interactions, leading to improved satisfaction and loyalty. - Informed Decision-Making: Access to accurate and comprehensive customer data allows for better strategic decisions in marketing, sales, and service. - Risk Management: Identifying and understanding customer relationships and behaviors helps in assessing and mitigating potential risks. - Regulatory Compliance: Maintains consistent and accurate customer records, aiding in compliance with data protection and privacy regulations. In summary, Experian's Single Customer View empowers businesses to transform complex and disparate customer data into actionable insights, fostering stronger customer relationships and driving operational excellence.

#### Who Is the Company Behind Experian Single Customer View (UK)?

- **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

### [Fabra](https://www.g2.com/products/fabra/reviews)

Fabra helps B2B SaaS companies import data from their users. With our constantly growing list of data connectors and pre-built UI components, companies can unlock new revenue in just one day by supporting all the sources that prospects are asking for. Additionally, our suite of no-code transformations makes it easy for your users to self-serve the import process, eliminating the support and maintenance burden on in-house engineering teams.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Fabra?

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

#### Who Is the Company Behind Fabra?

- **Seller:** [Fabra](https://www.g2.com/sellers/fabra)
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c5e35af731abc099e2a79b6def9f1fc032028b5f30cf821fdc008392d9330cc4&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Ffabra&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Faster tool"](https://www.g2.com/survey_responses/fabra-review-8406190)**

**Rating:** 4.5/5.0 stars

_— Aakanksha K._

[Read full review](https://www.g2.com/survey_responses/fabra-review-8406190)

### [France SIRENE Lookup Premium for Dynamics 365](https://www.g2.com/products/france-sirene-lookup-premium-for-dynamics-365/reviews)

France SIRENE Business Lookup Premium enables Dynamics 365 users to search and verify French business entities using the INSEE SIRENE database. The tool fetches company name, SIREN/SIRET number, status, legal form, establishment date, and address in real time, allowing teams to maintain accurate CRM records for French clients and partners. With a refined modern interface and AppSource-ready configuration, it is ideal for multi-region organizations operating in France or the EU.

#### Who Is the Company Behind France SIRENE Lookup Premium for Dynamics 365?

- **Seller:** [Power Platform Pros](https://www.g2.com/sellers/power-platform-pros)
- **Year Founded:** 2024
- **HQ Location:** Perth, AU
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=30a7f91fed38df3c5ff7145e04b939eb6dc2cd07a6506fd553c6f91f876eb472&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpower-platform-pros-pty-ltd%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [FSDP COCKPIT](https://www.g2.com/products/fsdp-cockpit/reviews)

Data quality improvement for the SAP Financial Service Data Platform Between the data intake from existing pre systems into SAP Financial Services Data Management, there is no user interface for data correction in place. With our solution, we ship a handy web application for improving data quality with a compliant process supporting the 4-eyes-principle.

#### Who Is the Company Behind FSDP COCKPIT?

- **Seller:** [Paricon Products](https://www.g2.com/sellers/paricon-products)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [HyperDeduplicador](https://www.g2.com/products/hyperdeduplicador/reviews)

HyperDeduplicator is a fast biometric deduplication system capable of deduplicating millions of biometric templates within a very short period of time. This high-performance deduplication system can be used with any large-scale biometric system in the back-end to deduplicate and check data for inconsistencies. Unlike other systems, HyperDeduplicator does not rely on slow and computing resource intensive one-to-many (1: N) biometric matching operations to Deduplicate large databases of fingerprints.

#### Who Is the Company Behind HyperDeduplicador?

- **Seller:** [CloudApper](https://www.g2.com/sellers/cloudapper-871c91eb-93cf-45f9-b02c-8cebab83dc4b)
- **Year Founded:** 2018
- **HQ Location:** Atlanta, GA
- **Twitter:** @CloudApperAI  
305 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=90ed51a1d062560224175353d2996afacf835a075af4cc0790df067d646b57ca&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloudapperai%2F&secure%5Burl_type%5D=linkedin_company_website)  
32 employees on LinkedIn®

### [ibi Data Quality](https://www.g2.com/products/ibi-data-quality/reviews)

ibi™ Data Quality software engages both business and technical users with AI-assisted workflows, and a knowledge hub of reusable components for profiling, validating, and fixing enterprise data elements. Consistently improve the quality of data anywhere it enters your landscape—via online apps, data streams, message queues, or batch interfaces. Use the ibi Data Quality solution as a standalone product, or take advantage of its web APIs to improve the effectiveness of your downstream integration, migration, BI, analytics, AI/ML, and MDM efforts.

#### Who Is the Company Behind ibi Data Quality?

- **Seller:** [ibi](https://www.g2.com/sellers/ibi-c9a17c70-0d20-476a-899c-480706dd4ce4)
- **Year Founded:** 1975
- **HQ Location:** Fort Lauderdale, FL
- **Twitter:** @infobldrs  
32,864 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e6ec665aed25a6d5dc4c047c5bd36b0b3f44507b76b9fcddfe83a0ea77d3a1e4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finformation-builders%2F&secure%5Burl_type%5D=linkedin_company_website)  
894 employees on LinkedIn®
- **Phone:** 212-736-4433

### [IQualidator](https://www.g2.com/products/iqualidator/reviews)

Used by leading banks, telecommunication companies and retailers, Data Quality Solutions by DSS Consulting Plc. consist of one-time data cleansing tools and real-time data validation solutions that ensure perfect data quality in large customer databases over time.

#### Who Is the Company Behind IQualidator?

- **Seller:** [DSS Consulting](https://www.g2.com/sellers/dss-consulting-1dc84843-cb72-4ba0-8da6-6c4851983f5f)
- **Year Founded:** 1998
- **HQ Location:** Budapest, HU
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=28385f3e42cdae545ed56726bda2efe24a889b9c75e24cdbca80a53ae6572fa2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdss-consulting-plc&secure%5Burl_type%5D=linkedin_company_website)  
88 employees on LinkedIn®

### [Kapture.io](https://www.g2.com/products/kapture-io/reviews)

Kapture.io is a cloud-based Quality Management Software (QMS) designed to help organizations centralize, manage, and continuously improve their quality processes. Built around the Quality Circle, Kapture.io supports quality teams in creating a structured, repeatable approach to quality control and continuous improvement. The platform helps companies digitize and automate key quality management workflows such as audits, non-conformities, corrective and preventive actions (CAPA), , risk management and performance monitoring. By connecting these processes in one system, Kapture.io provides real-time visibility and make data-driven decisions. Kapture.io is designed to be flexible, scalable, and easy to adopt across industries where maintaining a strong quality management system is critical. By replacing manual workflows and disconnected tools, Kapture.io helps organizations standardize processes, improve collaboration, and continuously strengthen quality outcomes, closing the loop of the Quality Circle from planning to execution, verification, and improvement.

#### Who Is the Company Behind Kapture.io?

- **Seller:** [Kapture.io](https://www.g2.com/sellers/kapture-io)
- **Year Founded:** 2017
- **HQ Location:** Barcelona, ES
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4ecef351b8f66c7e428175ebcdca33dd8a27d68ffda54c2b850b97a47ae931fc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkaptureio%2F&secure%5Burl_type%5D=linkedin_company_website)  
7 employees on LinkedIn®

### [Kirix Strata](https://www.g2.com/products/kirix-strata/reviews)

Kirix Strata™ is an ad hoc data analysis and reporting tool built for people who work with, manipulate and analyze structured data.

#### Who Is the Company Behind Kirix Strata?

- **Seller:** [Kirix](https://www.g2.com/sellers/kirix)
- **HQ Location:** Elmhurst, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d8d741aebed79cbc94ddc743d4e1a0cb8c1be517ce916d716d71a2866777e5fb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkirix-corporation&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Lightup](https://www.g2.com/products/lightup/reviews)

Empower enterprise data teams to proactively prevent costly outages, before they occur.

#### Who Is the Company Behind Lightup?

- **Seller:** [Lightup](https://www.g2.com/sellers/lightup-aeb6ec99-3b6b-432d-a805-c2cf882c5389)
- **Year Founded:** 2019
- **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=c33598c1946bed42975e9ebc9f83ee97a4c974369270a9a03c8b4018587eb6f9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flightupdata&secure%5Burl_type%5D=linkedin_company_website)  
21 employees on LinkedIn®

### [MarketingSoda Refine](https://www.g2.com/products/marketingsoda-refine/reviews)

What is MarketingSoda Refine? MarketingSoda Refine is a data quality and enrichment platform for B2B teams that run their go-to-market operations in HubSpot. It provides a dedicated dashboard for scoring, enriching, deduplicating, validating, and governing contact and company records — with all results written back to HubSpot as native properties usable in workflows, segments, and reports. Core capabilities: - Quality scoring. Every contact and company record receives a grade of A–F across seven dimensions: completeness, accuracy, freshness, validity, consistency, uniqueness, and enrichment coverage. Scores are updated continuously and displayed in a database health dashboard with trend tracking. - Multi-provider waterfall enrichment. Contact and company records are enriched through a cascade of six or more data providers, typically achieving 80–95% field coverage — compared to approximately 40% from single-source tools. When one provider cannot resolve a field, the next provider is queried automatically. Enrichment job history, credit balances, and provider performance are visible in the Enrichment module. - Intelligent deduplication. An ML-assisted matching engine identifies duplicate contacts and companies using fuzzy, phonetic, and cross-field matching. Matched pairs can be merged automatically or routed for manual review. Merges are reversible. - Validation and standardization. Import validation catches format errors, missing required fields, and consent gaps before records enter HubSpot. Standardization rules normalize phone formats, geographic fields, and custom pick-list values across the existing database. - Freshness and decay tracking. Field-level decay rates are monitored against configurable refresh schedules. Records approaching or past their freshness threshold are surfaced in a refresh queue and can trigger automatic re-enrichment. - Quality gates and automation. Workflow automation can block campaign enrollment, lead routing, or sequence triggers until a record meets a defined quality threshold. Gates can be configured by grade, field, or dimension. Refine is designed for RevOps professionals, Marketing Operations teams, and HubSpot Admins managing databases of 10,000 or more contacts where data drift, enrichment coverage gaps, and duplicate accumulation are affecting campaign performance, lead routing accuracy, or pipeline reporting. MarketingSoda Refine is currently in pre-launch. Early access is available via the waitlist at www.marketingsoda.ai.

#### Who Is the Company Behind MarketingSoda Refine?

- **Seller:** [MarketingSoda](https://www.g2.com/sellers/marketingsoda)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=369f2e773f9eeb7d164ff7c78ded718e22ee7082d8f90dec960c9700cbc80ccb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmarketingsoda%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Master Data Deduplication](https://www.g2.com/products/master-data-deduplication/reviews)

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

#### Who Is the Company Behind Master Data Deduplication?

- **Seller:** [Beyond Key](https://www.g2.com/sellers/beyond-key-2026-08-07)
- **Year Founded:** 2005
- **HQ Location:** Chicago, Illinois
- **Twitter:** @KeyBeyond  
194 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9c841b4adcf9b848f820931ea90d1e754a167fdaed15935deaa5c1764fceccc8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbeyond-key-systems-pvt-ltd%2F&secure%5Burl_type%5D=linkedin_company_website)  
374 employees on LinkedIn®

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[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

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