# Top Free Data Quality Tools ## How Many Data Quality Tools Products Does G2 Track? **Total Products under this Category:** 251 ### Category Stats (Jul 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: July 26, 2026_ ## How Does G2 Rank Data Quality Tools Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 12,500+ Authentic Reviews - 251+ 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** ### Google Cloud BigQuery BigQuery is an AI-ready, petabyte-scale, and cost-effective data warehouse that lets you run analytics over vast amounts of data in near real time. Store 10 GiB of data and run up to 1 TiB of queries for free per month. [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=2026-07-31T18%3A43%3A07Z&secure%5Bdisplayable_resource_id%5D=1661&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=1412&secure%5Bplacement_resource_ids%5D%5B%5D=1661&secure%5Bplacement_resource_ids%5D%5B%5D=2686&secure%5Bplacement_resource_ids%5D%5B%5D=1003968&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=6073&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%2Ffree%3Fopen_modal_url%3D%252Fproducts%252Fhubspot-data-hub%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fdata-quality%25252Ffree%2526source%253Dcategory&secure%5Btoken%5D=0a2b688e36daac9beb19b12265727de282d0af3177b4fe1f471a401e56353bd2&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fbigquery%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-bigquery%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url) ### [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control. **Average Rating:** 4.3/5.0 **Total Reviews:** 774 #### How Do G2 Users Rate SAS Viya? - **Quality of Support:** 8.4/10 (Category avg: 8.9/10) - **Automation:** 9.0/10 (Category avg: 8.7/10) - **Identification:** 8.7/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 8.8/10 (Category avg: 8.5/10) #### Who Is the Company Behind SAS Viya? - **Seller:** [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2) - **Company Website:** www.sas.com - **Year Founded:** 1976 - **HQ Location:** Cary, NC - **Twitter:** @SASsoftware 60,863 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=64db42c044af5bbad79bd9677a620a6c31a8ff1abf4e7b2a6f1d6ed9561d105d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1491%2F&secure%5Burl_type%5D=linkedin_company_website) 18,638 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Student, Biostatistician - **Top Industries:** Pharmaceuticals, Banking - **Company Size:** 33% Large, 33% Small #### What Do G2 Reviewers Say About SAS Viya? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of SAS Viya, which simplifies data visualization and enhances decision-making efficiency. - Users value the **sophisticated analytical capabilities** of SAS Viya, enabling easy deployment and real-time decision-making. - Users appreciate the **advanced analytical methods** offered by SAS Viya, enhancing decision-making and logistical data analysis capabilities. - Users value the **end-to-end data lifecycle tooling** of SAS Viya, enhancing business insight and strategic decision-making. - Users love the **intuitive interface** of SAS Viya, making data analysis and model deployment effortless for all skill levels. ##### Cons - Users find SAS Viya to have a **learning difficulty** , making it challenging for non-technical individuals to navigate effectively. - Users find the **learning curve steep** , making it challenging for non-technical users to navigate SAS Viya effectively. - Users find the **visualization complexity** in SAS Viya challenging, particularly for non-technical users and beginners. - Users struggle with the **difficult learning curve** of SAS Viya, particularly for new and non-technical users. - Users find the **expensive pricing** of SAS Viya to be a significant barrier to entry for potential adoption. #### What Are Recent G2 Reviews of SAS Viya? **["Effective Data Analysis with SAS Viya"](https://www.g2.com/survey_responses/sas-viya-review-11872818)** **Rating:** 4.5/5.0 stars _— Fungai J._ [Read full review](https://www.g2.com/survey_responses/sas-viya-review-11872818) **["SAS Viya: Powerful AI & Data Analysis with Seamless Integrations"](https://www.g2.com/survey_responses/sas-viya-review-11855145)** **Rating:** 5.0/5.0 stars _— Verified User in Hospital & Health Care_ [Read full review](https://www.g2.com/survey_responses/sas-viya-review-11855145) #### What Are G2 Users Discussing About SAS Viya? - [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) - 2 comments ### [GTM Studio - Powered by ZoomInfo](https://www.g2.com/products/gtm-studio-powered-by-zoominfo/reviews) Note: GTM Studio is the upgraded version of ZoomInfo Marketing and ZoomInfo Operations. GTM Studio is ZoomInfo's AI-powered go-to-market canvas that unifies signals, systems, and teams in one intelligent workspace so plays fire automatically, moments aren't missed, and reps always know what to do next. Designed for RevOps and marketing teams, GTM Studio eliminates tool sprawl by connecting CRM, marketing, sales, and third-party data into a single live canvas - giving every team a complete, AI-ready view of their market. At the core of GTM Studio is built-in waterfall enrichment that automatically fills in missing contact and account data across 25+ vendors, so the data powering every play is always complete and actionable. AI-powered insights surface buying signals in real time, helping teams respond to in-market buyers in under five minutes - before competitors have even pulled a list. Every insight is grounded in your ICP, so GTM decisions are faster, sharper, and more informed. GTM Studio is built for speed to execution. A library of pre-built plays - including inbound acceleration, champion tracking, and competitive displacement - can be launched in a single click, with no tickets, no engineering support, and no waiting. Custom plays can be designed, tested, and scaled without code or developer involvement, compressing what used to take weeks into minutes. Specialized AI agents handle enrichment, scoring, routing, and message creation automatically, so teams stay focused on results rather than operations. GTM Studio integrates with the tools revenue teams already rely on - Salesforce, HubSpot, Salesloft, Gong, Slack, and 50+ more - ensuring signals flow freely across the stack and execution happens without friction. Built-in analytics measure what's working in real time, while automated workflows and alerts keep teams responsive to every change in GTM data. The result is a GTM motion that runs on its own - where top-performing teams launch more than 50 plays per quarter, expansion campaigns that once took three weeks go live in 30 minutes, and every seller always knows exactly where to focus next. **Average Rating:** 4.5/5.0 **Total Reviews:** 3,395 #### How Do G2 Users Rate GTM Studio - Powered by ZoomInfo? - **Quality of Support:** 8.9/10 (Category avg: 8.9/10) - **Automation:** 8.9/10 (Category avg: 8.7/10) - **Identification:** 9.0/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 8.8/10 (Category avg: 8.5/10) #### Who Is the Company Behind GTM Studio - Powered by ZoomInfo? - **Seller:** [ZoomInfo](https://www.g2.com/sellers/zoominfo-26a9872a-d61e-4832-ab53-5e972b230706) - **Company Website:** www.zoominfo.com - **Year Founded:** 2000 - **HQ Location:** Vancouver, WA - **Twitter:** @ZoomInfo 23,515 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bd618c71d6b4b0acc542c8b46079b4c9423a65a072ce8f8590d4f3ed35e8aebb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzoominfo%2F&secure%5Burl_type%5D=linkedin_company_website) 4,221 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 63% Medium, 24% Large #### What Do G2 Reviewers Say About GTM Studio - Powered by ZoomInfo? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **accurate B2B contact data** and intuitive filtering options, enhancing targeted prospecting and campaign efficiency. - Users appreciate the **accuracy of data and intent signals** , enhancing their lead generation and targeting efforts effectively. - Users find **GTM Studio easy to use** , enhancing lead enrichment with simple segmentation and sorting options. - Users value the **reliable and accurate B2B contact data** from GTM Studio, enhancing campaign targeting and efficiency. - Users value the **reliable and accurate B2B contact data** offered by GTM Studio, enhancing their targeting and campaign efficiency. ##### Cons - Many users find the **pricing too high** for small teams, making it less accessible for their needs. - Users experience **data inaccuracy** , with outdated information and missing data for niche roles affecting reliability. - Users note that the **high pricing** may not be suitable for smaller teams with limited budgets. - Users find the **learning curve steep** initially due to the platform's complexity and extensive features. - Users find the **complex interface** of GTM Studio challenging initially, requiring training to navigate effectively. #### What Are Recent G2 Reviews of GTM Studio - Powered by ZoomInfo? **["Amazing Platform That Helps Marketers Bridge the Gap with your Audience"](https://www.g2.com/survey_responses/gtm-studio-powered-by-zoominfo-review-9742370)** **Rating:** 5.0/5.0 stars _— Verified User in Hospital & Health Care_ [Read full review](https://www.g2.com/survey_responses/gtm-studio-powered-by-zoominfo-review-9742370) **["Account Exectuive"](https://www.g2.com/survey_responses/gtm-studio-powered-by-zoominfo-review-9414756)** **Rating:** 5.0/5.0 stars _— Alex P._ [Read full review](https://www.g2.com/survey_responses/gtm-studio-powered-by-zoominfo-review-9414756) #### What Are G2 Users Discussing About GTM Studio - Powered by ZoomInfo? - [What impact has Chorus by ZoomInfo had on the enhancement of sales conversations and customer insights?](https://www.g2.com/discussions/what-impact-has-chorus-by-zoominfo-had-on-the-enhancement-of-sales-conversations-and-customer-insights) - [What is Chorus.ai used for?](https://www.g2.com/discussions/what-is-chorus-ai-used-for) - [What is ZoomInfo MarketingOS used for?](https://www.g2.com/discussions/what-is-zoominfo-marketingos-used-for) - [What are ZoomInfo scoops?](https://www.g2.com/discussions/what-are-zoominfo-scoops) - [What information does ZoomInfo provide?](https://www.g2.com/discussions/what-information-does-zoominfo-provide) ### [dbt](https://www.g2.com/products/dbt/reviews) dbt is a transformation workflow that lets data teams quickly and collaboratively deploy analytics code following software engineering best practices like modularity, portability, CI/CD, and documentation. Now anyone who knows SQL can build production-grade data pipelines. **Average Rating:** 4.7/5.0 **Total Reviews:** 208 #### How Do G2 Users Rate dbt? - **Quality of Support:** 8.8/10 (Category avg: 8.9/10) - **Automation:** 9.3/10 (Category avg: 8.7/10) - **Identification:** 8.7/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 8.2/10 (Category avg: 8.5/10) #### Who Is the Company Behind dbt? - **Seller:** [dbt Labs](https://www.g2.com/sellers/dbt-labs) - **Year Founded:** 2016 - **HQ Location:** Philadelphia, US - **Twitter:** @getdbt 14,792 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2528ac46bc91e3acc7ad9e4f602bdecf43b7a29cef8c7a88fcb0b299043e4e1a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdbtlabs%2F&secure%5Burl_type%5D=linkedin_company_website) 874 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Data Engineer, Analytics Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 56% Medium, 27% Small #### What Do G2 Reviewers Say About dbt? _AI-generated summary from verified user reviews_ ##### Pros - Users love the **ease of use** of dbt, thanks to its clear structure, intuitive documentation, and seamless integration. - Users value dbt for its **integration of software engineering best practices** , enhancing maintainability and collaboration in SQL transformations. - Users value the **automation** features of dbt, significantly enhancing SQL code maintainability and transforming data workflows. - Users value the **transformative power** of dbt, efficiently organizing and modeling data for actionable insights. - Users value dbt for its **high data quality** , ensuring integrity and enhancing analytics workflows through modularization and documentation. ##### Cons - Users face challenges with **limited functionality** in dbt due to rigid models and debugging difficulties, affecting project progress. - Users often face **dependency issues** with dbt, leading to time-consuming troubleshooting and disruption in workflows. - Users find the **steep learning curve** of mastering concepts like Jinja and Git to be quite challenging. - Users struggle with **unhelpful error messages** in dbt, making troubleshooting difficult and frustrating. - Users face **confusing error reporting** that complicates troubleshooting and hinders quick identification of issues. #### What Are Recent G2 Reviews of dbt? **["dbt Streamlines Data Pipelines with Powerful Incremental and SCD2 Features"](https://www.g2.com/survey_responses/dbt-review-12712114)** **Rating:** 5.0/5.0 stars _— Hithesh P._ [Read full review](https://www.g2.com/survey_responses/dbt-review-12712114) **["Simple SQL-Driven Materializations with Powerful Lineage"](https://www.g2.com/survey_responses/dbt-review-12985641)** **Rating:** 5.0/5.0 stars _— Anish G._ [Read full review](https://www.g2.com/survey_responses/dbt-review-12985641) #### What Are G2 Users Discussing About dbt? - [What is DBT data Modelling?](https://www.g2.com/discussions/what-is-dbt-data-modelling) - 2 comments - [What is DBT technology?](https://www.g2.com/discussions/what-is-dbt-technology) - 2 comments - [What is DBT database tool?](https://www.g2.com/discussions/what-is-dbt-database-tool) - 1 comment - [What is DBT tool used for?](https://www.g2.com/discussions/what-is-dbt-tool-used-for) - 2 comments ### [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) Data Hub connects, cleanses, and automates customer data across the HubSpot CRM, providing operations teams with tools to maintain data quality, ensure system integration, and streamline business processes. Core Value Proposition: Data Hub addresses critical operational challenges: disconnected data across applications, manual data entry consuming team time, data quality issues undermining business decisions, and complex automation requirements existing tools cannot handle. The platform offers native integrations with other applications to create a more efficient, aligned, and agile business. Key Capabilities: Data Integration: Data Hub connects contacts, leads, and company data between HubSpot and external applications bidirectionally and in real-time. This creates a unified customer data foundation rather than requiring manual data transfer. Data Quality Management: The platform includes tools that maintain a clean database, allowing operations teams to save hours of manual data validation and correction work. Process Automation: Data Hub enables complex business process automation across systems, connecting trigger events in one application to automated actions in another. This streamlines internal workflows and reduces manual coordination. Unified Customer View: By connecting all customer data sources to the HubSpot CRM platform, Data Hub creates a single source of truth that sales, marketing, and service teams can reference for customer interactions. Data Hub vs. Alternatives: Unlike standalone integration platforms (iPaaS) requiring technical expertise to configure and maintain, Data Hub provides native HubSpot integration with a visual interface designed for operations professionals rather than developers. This reduces implementation time and ongoing maintenance requirements. Data Hub eliminates manual data entry and data validation by automating these workflows. The platform guarantees up-to-date data and maintains a clean database without constant manual intervention. Who Should Use Data Hub: Data Hub serves operations teams managing data across multiple systems, organizations experiencing data quality issues affecting business decisions, and companies needing to automate complex cross-system workflows without extensive technical resources. The platform enables business agility as organizations grow. Outcome: Data Hub supercharges your HubSpot CRM with a complete toolkit to connect, clean, and automate customer data, uniting all customer data into one connected platform that results in a friction-free customer experience. **Average Rating:** 4.5/5.0 **Total Reviews:** 561 #### How Do G2 Users Rate HubSpot Data Hub? - **Quality of Support:** 8.8/10 (Category avg: 8.9/10) - **Automation:** 8.9/10 (Category avg: 8.7/10) - **Identification:** 8.8/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 8.7/10 (Category avg: 8.5/10) #### Who Is the Company Behind HubSpot Data Hub? - **Seller:** [HubSpot](https://www.g2.com/sellers/hubspot) - **Company Website:** hubspot.com - **Year Founded:** 2006 - **HQ Location:** Cambridge, Massachusetts, United States - **Twitter:** @HubSpot 784,270 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e7728cdccf3cd40d382e6159b493e5f6534eb2bfad47dc424c39639ed9e0ebf3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F68529%2F&secure%5Burl_type%5D=linkedin_company_website) 12,158 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** CEO, Owner - **Top Industries:** Information Technology and Services, Marketing and Advertising - **Company Size:** 67% Small, 30% Medium #### What Do G2 Reviewers Say About HubSpot Data Hub? _AI-generated summary from verified user reviews_ ##### Pros - Users find HubSpot Data Hub exceptionally **easy to use** , with seamless integrations and intuitive reporting features enhancing workflow efficiency. - Users value the **two-way data synchronization** of HubSpot Data Hub, enhancing efficiency and collaboration across teams. - Users appreciate the **automation capabilities** of HubSpot Data Hub, significantly simplifying workflows and enhancing operational efficiency. - Users appreciate the **seamless data integration** of HubSpot Data Hub, which enhances data management and operational efficiency. - Users appreciate the **efficiency** of HubSpot Data Hub, significantly saving time and enhancing marketing effectiveness through automation. ##### Cons - Users find HubSpot Data Hub occasionally **slow and complex** , particularly with scattered tools and complicated sharing settings. - Users find the **limited features** of HubSpot Data Hub frustrating, especially as some are now behind paywalls. - Users find the **learning curve complex** , often needing expert assistance to navigate advanced features effectively. - Users find the **pricing to be expensive** , making it challenging to justify for some business cases. - Users find the **complexity** of HubSpot Data Hub challenging, often needing expert assistance for advanced features. #### What Are Recent G2 Reviews of HubSpot Data Hub? **["A Powerful Platform for Centralizing and Managing Customer Data"](https://www.g2.com/survey_responses/hubspot-data-hub-review-10686855)** **Rating:** 5.0/5.0 stars _— Nancy K._ [Read full review](https://www.g2.com/survey_responses/hubspot-data-hub-review-10686855) **["HubSpot Data Hub Keeps Customer Data Clean and Centralized"](https://www.g2.com/survey_responses/hubspot-data-hub-review-12562615)** **Rating:** 4.0/5.0 stars _— Sagar K._ [Read full review](https://www.g2.com/survey_responses/hubspot-data-hub-review-12562615) #### What Are G2 Users Discussing About HubSpot Data Hub? - [What is HubSpot Operations Hub used for?](https://www.g2.com/discussions/what-is-hubspot-operations-hub-used-for) - 1 comment ### [D&B Connect](https://www.g2.com/products/d-b-connect/reviews) D&B Connect (the next generation of D&B Optimizer) is an AI-driven Data Management Platform based on the D&B Cloud that provides businesses with customer data and market insights. With D&B Connect, users can collaborate on data management tasks, visualize, monitor, and benchmark data, as well as assess overall data health. Integrations with Master Data Management Platforms, Customer Data Platforms, and CRMs enable automated data updates and anomaly detection through the identity resolution engine. MAP integrations allow for the automation of cross-channel marketing tasks on social media, email, and websites. **Average Rating:** 4.1/5.0 **Total Reviews:** 131 #### How Do G2 Users Rate D&B Connect? - **Quality of Support:** 8.5/10 (Category avg: 8.9/10) - **Automation:** 8.1/10 (Category avg: 8.7/10) - **Identification:** 8.1/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 8.1/10 (Category avg: 8.5/10) #### Who Is the Company Behind D&B Connect? - **Seller:** [Dun & Bradstreet](https://www.g2.com/sellers/dun-bradstreet) - **Company Website:** www.dnb.com - **HQ Location:** Short Hills, NJ - **Twitter:** @DunBradstreet 22,541 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=20afd0d2cd48d50cc271386179ca16404da5c8da48609b5c3528ba607428f128&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2385%2F&secure%5Burl_type%5D=linkedin_company_website) 5,747 employees on LinkedIn® - **Ownership:** NYSE: DNB #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 44% Medium, 31% Small #### What Do G2 Reviewers Say About D&B Connect? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of D&B Connect, enjoying seamless integration and simplified data management. - Users find the **data accuracy** of D&B Connect essential for enhancing growth and streamlining CRM integration. - Users value the **extensive data quality** in D&B Connect, enhancing record mapping and enriching CRM systems effectively. - Users appreciate the **easy setup** of D&B Connect, facilitating seamless integration and efficient data enrichment. - Users value the **accuracy** of D&B Connect, enhancing data insights and supporting compliance and growth effectively. ##### Cons - Users find **limited control and tracking** over data usage in D&B Connect, leading to confusion and inefficiencies. - Users find D&B Connect **expensive** , limiting access for smaller businesses due to high pricing tiers and data coverage disparities. - Users face a challenging **learning curve** with D&B Connect, making it difficult to utilize the tool effectively. - Users find **limited functionality** in D&B Connect, facing challenges with account creation and contact matching processes. - Users are frustrated by **missing features** in D&B Connect, such as incomplete data and slow reporting capabilities. #### What Are Recent G2 Reviews of D&B Connect? **["Flexibility to enable data governance and improve data quality for the business"](https://www.g2.com/survey_responses/d-b-connect-review-12212327)** **Rating:** 5.0/5.0 stars _— Avijit S._ [Read full review](https://www.g2.com/survey_responses/d-b-connect-review-12212327) **["Seamless CRM Integration with Robust Data Enrichment"](https://www.g2.com/survey_responses/d-b-connect-review-12328160)** **Rating:** 4.5/5.0 stars _— Ramy A._ [Read full review](https://www.g2.com/survey_responses/d-b-connect-review-12328160) #### What Are G2 Users Discussing About D&B Connect? - [What are the benefits of vitamin d3?](https://www.g2.com/discussions/what-are-the-benefits-of-vitamin-d3) - 1 upvote - [What happens when your vitamin D is low?](https://www.g2.com/discussions/what-happens-when-your-vitamin-d-is-low) - 1 upvote - [How do we get vitamin D?](https://www.g2.com/discussions/how-do-we-get-vitamin-d) - [What does vitamin D do?](https://www.g2.com/discussions/what-does-vitamin-d-do) ### [Melissa Data Quality Suite](https://www.g2.com/products/melissa-data-quality-suite/reviews) Since 1985, Melissa Data Quality Suite is the ultimate solution for contact data management, combining AI powered, gold-standard reference data to ensure your data is accurate, complete, and actionable. From data cleansing to real-time data enrichment, our solution leverages Unison to continuously learn and improve data quality by verifying and correcting contact data such as names, phone numbers, emails, and addresses. Name Verification: With intelligent recognition capabilities, Melissa identifies, genderizes, and parses over 650,000 ethnically-diverse names. This feature helps you understand and manage customer identities more effectively, ensuring your data is both accurate and inclusive. Phone Verification: Our phone verification tool checks the liveness, type, and ownership of both landline and mobile numbers. Supporting international phone validation, this tool helps you ensure that your contact numbers are active and valid, reducing communication errors and improving outreach efficiency. Email Verification: Melissa’s email verification process corrects and validates domains, syntax, and spelling, while also testing SMTP to ensure global email validation. This includes email list validation to minimize bounce rates, boost response rates, and improve deliverability for your marketing campaigns. Address Verification: Our suite provides comprehensive address verification to validate, correct, and standardize addresses. Whether you need batch processing, real-time validation at the point of entry, or single-address lookups with instant results, Melissa ensures accuracy for the U.S., Canada, and over 240 countries and territories. This leads to improved deliveries, enhanced customer service, and bulk mail discounts. Experience Flexibility at its Finest: The Data Quality Suite is available via multiplatform on-premise APIs and Web Service/Cloud APIs. This flexibility ensures scalability, security, and adaptability to fit any business size or requirement. Seamlessly integrate data verification, enrichment, and cleansing into your web applications and business processes. Why Melissa? Melissa has been a leader in data quality since 1985, setting the standard with AI-powered, gold-standard reference data that surpass the competition. Our expertise in address solutions and data management has earned us the trust of over 10,000 global customers, who rely on us to improve their business intelligence, streamline operations, and enhance their bottom line. Discover why Melissa is the go-to choice for data quality and start your free trial today at Melissa Data Quality Suite. Explore how we can help you achieve precise data management and operational excellence. Contact us for a personalized quote or explore our robust enterprise package. Additionally, take advantage of our trial version to experience the suite firsthand. Try Data Quality Suite today for free! https://www.melissa.com/lp/g2-dqsuite **Average Rating:** 4.4/5.0 **Total Reviews:** 80 #### How Do G2 Users Rate Melissa Data Quality Suite? - **Quality of Support:** 9.0/10 (Category avg: 8.9/10) - **Automation:** 9.1/10 (Category avg: 8.7/10) - **Identification:** 8.9/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 9.6/10 (Category avg: 8.5/10) #### Who Is the Company Behind Melissa Data Quality Suite? - **Seller:** [Melissa](https://www.g2.com/sellers/melissa) - **Company Website:** www.melissa.com - **Year Founded:** 1985 - **HQ Location:** Rancho Santa Margarita, CA - **Twitter:** @melissadata 2,435 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5b5e945edae244d2219b05f3d3643fad782d70f7257f1b3505922071f16d392e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmelissa-data%2F&secure%5Burl_type%5D=linkedin_company_website) 729 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Real Estate, Marketing and Advertising - **Company Size:** 68% Small, 21% Medium #### What Do G2 Reviewers Say About Melissa Data Quality Suite? _AI-generated summary from verified user reviews_ ##### Pros - Users praise the **accuracy** of Melissa Data Quality Suite, ensuring reliable and effective communication through validated contact information. - Users value the **excellent ease of use** of Melissa Data Quality Suite, facilitating quick and efficient contact validation. - Users value the **accuracy of information** provided by Melissa Data Quality Suite, enhancing communication and saving resources effectively. - Users value the **accuracy and efficiency** of Melissa Data Quality Suite, enhancing communication and saving valuable resources. - Users appreciate the **easy integrations** of Melissa Data Quality Suite, enhancing efficiency and speed for various platforms. ##### Cons - Users report **accuracy issues** with Melissa Data Quality Suite, leading to missed errors that disrupt workflow and efficiency. - Users find the **complexity of integration** with existing systems and training challenging, affecting overall usability. - Users find the **difficult learning curve** of Melissa Data Quality Suite challenging due to numerous confusing validation options. - Users are concerned about the **expensive cost** of the Melissa Data Quality Suite, which may strain budgets. - Users highlight the **complexity of integration** and **performance issues** as significant areas needing improvement in the suite. #### What Are Recent G2 Reviews of Melissa Data Quality Suite? **["Smooth Melissa Data API Deployment with Competitive Pricing and Top-Notch Support"](https://www.g2.com/survey_responses/melissa-data-quality-suite-review-13108128)** **Rating:** 5.0/5.0 stars _— Eric T._ [Read full review](https://www.g2.com/survey_responses/melissa-data-quality-suite-review-13108128) **["Transformed CDP Data Hygiene with Instant Parsing, Standardization, and Cleaner Identity Resolution"](https://www.g2.com/survey_responses/melissa-data-quality-suite-review-12902378)** **Rating:** 5.0/5.0 stars _— Verified User in Retail_ [Read full review](https://www.g2.com/survey_responses/melissa-data-quality-suite-review-12902378) #### What Are G2 Users Discussing About Melissa Data Quality Suite? - [What is Melissa Data Quality Suite used for?](https://www.g2.com/discussions/what-is-melissa-data-quality-suite-used-for) - 1 comment ### [Insycle](https://www.g2.com/products/insycle/reviews) Insycle is a powerful and intuitive solution that keeps your CRM data clean, accurate, and organized. Insycle integrates with HubSpot, Salesforce, Pipedrive, and more, giving users the power to achieve and maintain pristine customer data. Insycle centralizes data management processes, including deduplication, data standardization, data enrichment, and field management — all in a no-code environment. Insycle doesn’t just stop at cleaning your data—it empowers your entire team to make better, more informed decisions. Whether you’re a marketer segmenting your audience, a sales leader refining your pipeline, or an operations professional maintaining data hygiene, Insycle provides the comprehensive tools you need to keep your CRM data in top shape. For users with both HubSpot and Salesforce, Insycle is uniquely able to ensure the sync between the platforms doesn’t break as well as identify duplicates and inconsistencies and give you the tools to fix them in a few clicks. Insycle’s most-loved features include: Deduplication: Analyze millions of records in seconds and get a detailed report of all duplicates. Use flexible matching and bulk merging to quickly eliminate duplicates. And automatically avoid creating duplicates for new records. Data Standardization: Standardize data in any field and create your own processes and templates to solve unique standardization problems. Works on any CRM data field — across contacts, companies, and deals. Data Maintenance Automation: Automate your data-management processes with workflows. Use the CRM Health Assessment tool to run reports and identify data issues. Recognized for its ease of use, robust functionality, and outstanding customer support, Insycle is the go-to solution for businesses looking to eliminate data chaos, enhance data quality, and turn their CRM into a powerful, growth-driving asset — just check out our reviews! Go to www.insycle.com to get a 14-day free trial. **Average Rating:** 4.6/5.0 **Total Reviews:** 207 #### How Do G2 Users Rate Insycle? - **Quality of Support:** 9.3/10 (Category avg: 8.9/10) - **Automation:** 9.3/10 (Category avg: 8.7/10) - **Identification:** 9.0/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 9.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind Insycle? - **Seller:** [Insycle](https://www.g2.com/sellers/insycle) - **Company Website:** www.insycle.com - **Year Founded:** 2016 - **HQ Location:** New York - **Twitter:** @insycle 289 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=28f2eaaab0ca6d9570bf349c24f43b613cc30fe924f2bdf1e81f60473dfdc402&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10940435%2F&secure%5Burl_type%5D=linkedin_company_website) 9 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Marketing Manager - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 50% Medium, 43% Small #### What Do G2 Reviewers Say About Insycle? _AI-generated summary from verified user reviews_ ##### Pros - Users find **Insycle's ease of use** exceptional, thanks to its customization, automation, and supportive resources for learning. - Users appreciate Insycle's **data accuracy** , effectively eliminating duplicates and ensuring consistency for better data management. - Users appreciate the **effective duplicate management** of Insycle, streamlining the cleanup of CRM data effortlessly. - Users value the **seamless HubSpot integration** of Insycle, greatly improving data accuracy and efficiency. - Users appreciate the **responsive customer support** of Insycle, ensuring quick assistance and a smooth onboarding experience. ##### Cons - Users find the **learning curve steep** , making the platform initially daunting and complex to navigate effectively. - Users find the platform **not user-friendly** , with a steep learning curve and a complex interface deterring usage. - Users find Insycle **expensive** , especially for larger HubSpot accounts with high record counts affecting value. - Users struggle with the **complexities of parameters and confusing UI** , making the experience less efficient and frustrating. - Users find the **user interface not intuitive** , leading to confusion and difficulty in navigating the platform's features. #### What Are Recent G2 Reviews of Insycle? **["Insycle Keeps Our CRMs Duplicate-Free with Powerful Automations and Great Support"](https://www.g2.com/survey_responses/insycle-review-13159829)** **Rating:** 5.0/5.0 stars _— Alena S._ [Read full review](https://www.g2.com/survey_responses/insycle-review-13159829) **["Cleaning Up Years of Messy HubSpot Data Made Simple"](https://www.g2.com/survey_responses/insycle-review-13138797)** **Rating:** 4.5/5.0 stars _— Rob B._ [Read full review](https://www.g2.com/survey_responses/insycle-review-13138797) #### What Are G2 Users Discussing About Insycle? - [What is Insycle used for?](https://www.g2.com/discussions/what-is-insycle-used-for) ### [DataGroomr](https://www.g2.com/products/datagroomr/reviews) DataGroomr is the leading AI-powered Salesforce data quality platform, helping organizations identify duplicates, merge records, standardize data, enrich information, verify accuracy, and automate ongoing data maintenance all from a single, easy-to-use solution. Clean, reliable data is essential for sales, marketing, customer support, operations, and finance teams. Yet duplicate records, incomplete information, inconsistent formats, and outdated data continue to create costly challenges that impact productivity, reporting accuracy, customer experiences, and business decisions. DataGroomr solves these challenges with advanced artificial intelligence that continuously monitors and improves Salesforce data quality. Unlike traditional tools that depend on complex matching rules and ongoing maintenance, DataGroomr uses AI-powered matching to accurately identify duplicate records across Accounts, Contacts, Leads, and other Salesforce objects with little to no configuration required. The platform helps organizations uncover more duplicates with greater accuracy, merge records safely and efficiently, automate deduplication processes, and prevent new duplicates from entering Salesforce. Intelligent matching continuously learns from data patterns and user actions to improve performance over time. Beyond duplicate management, DataGroomr provides comprehensive data quality capabilities including data standardization, email, phone, and address verification, and agentic data enrichment. Teams can fill in missing information, improve record completeness, maintain consistent formatting, and ensure customer and prospect data remains accurate and actionable. DataGroomr also supports key Salesforce workflows, including lead conversion, bulk record management, and import preparation. Organizations can identify and resolve data quality issues before they impact users, reports, automations, integrations, or downstream systems. With powerful automation, intuitive workflows, and real-time visibility into data quality health, DataGroomr makes it easy to establish and maintain trusted Salesforce data at scale. Customers benefit from improved user confidence, more accurate reporting, stronger operational efficiency, and better business outcomes. Trusted by organizations of all sizes and backed by exceptional customer support, DataGroomr delivers a smarter, simpler approach to Salesforce data quality, helping teams spend less time fixing data and more time using it. Start your free trial at: http://www.datagroomr.com **Average Rating:** 4.8/5.0 **Total Reviews:** 35 #### How Do G2 Users Rate DataGroomr? - **Quality of Support:** 9.6/10 (Category avg: 8.9/10) - **Automation:** 9.2/10 (Category avg: 8.7/10) - **Identification:** 9.4/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 9.1/10 (Category avg: 8.5/10) #### Who Is the Company Behind DataGroomr? - **Seller:** [DataGroomr](https://www.g2.com/sellers/datagroomr) - **Year Founded:** 2018 - **HQ Location:** Philadelphia, PA - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b4d115d863891aad98d64e725ab9fd5a37eeb513177aaf0175d0da543cdd500c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatagroomr%2F&secure%5Burl_type%5D=linkedin_company_website) 6 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Non-Profit Organization Management - **Company Size:** 63% Medium, 20% Small #### What Do G2 Reviewers Say About DataGroomr? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **quick deduplication** of Salesforce data, significantly reducing cleanup time and enhancing data quality. - Users find DataGroomr's **ease of use** exceptional, streamlining data cleanup and ensuring high-quality data effortlessly. - Users praise the **exceptional customer support** of DataGroomr, noting their willingness to help resolve issues effectively. - Users value the **intuitive interface** of DataGroomr, enabling easy setup and efficient handling of tasks. - Users love the **seamless Salesforce integration** of DataGroomr, which simplifies data management and improves efficiency. ##### Cons - Users may experience a **steep learning curve** with DataGroomr's tools, requiring time to understand its logic and configuration. - Users note a **learning curve** in DataGroomr, as creating field matching rules can be complex and unintuitive. - Users note a **difficult learning curve** with DataGroomr, requiring time to fully grasp its features and functionality. - Users find the **difficult setup** process challenging, but appreciate the support from the fantastic team available to assist. - Users note a **learning difficulty** with DataGroomr due to its complex logic and lack of documentation for advanced features. #### What Are Recent G2 Reviews of DataGroomr? **["Great Dashboard and AI Rule Generation That Speeds Up Data Cleaning"](https://www.g2.com/survey_responses/datagroomr-review-12264292)** **Rating:** 5.0/5.0 stars _— John G._ [Read full review](https://www.g2.com/survey_responses/datagroomr-review-12264292) **["Reliable and efficient tool for Salesforce data management"](https://www.g2.com/survey_responses/datagroomr-review-11574634)** **Rating:** 5.0/5.0 stars _— Jimmy L._ [Read full review](https://www.g2.com/survey_responses/datagroomr-review-11574634) ### [QuerySurge](https://www.g2.com/products/querysurge/reviews) QuerySurge is an enterprise-grade data quality platform that leverages AI to continuously automate data validation across your entire ecosystem ‐ from data warehouses and big data lakes to BI reports and enterprise applications. With AI-powered test creation, scalable architecture, and the leading DevOps for Data CI/CD integration, QuerySurge ensures data integrity at every stage of the pipeline. Automated Data Validation Use Cases: QuerySurge provides a smart, AI-driven, data validation & ETL testing solution for your automated testing needs. - Data Warehouse / ETL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - Business Intelligence (BI) Report Testing - Big Data Testing - Enterprise Application Data Testing What QuerySurge Provides: - Automation of your manual data validation and testing process - Ease-of-use, low-code/no-code features - Generative AI capabilities for test creation - Testing across 200+ data platforms - Integration into your CI/CD DataOps pipeline - Acceleration of your data analysis - Ensurance of regulatory compliance Key Features: - Data Connection Wizard provides an easy way to link to your data stores - Visual Query Wizard builds table-to-table and column-to-column tests without writing SQL - Generative AI module automatically creates transformation tests in bulk - DevOps for Data provides a RESTful API with 110+ calls and Swagger documentation and integrates into CI/CD pipelines - Create Custom Tests and modularize functions with snippets, set thresholds, stage data, check data types & duplicate rows, full text search, and asset tagging - Schedule tests to run immediately, at a predetermined date & time, or after any event from a build/release, CI/CD, DevOps, or test management solution - Multi-project support in a single instance, new Global Admin user, assign users and agents, import and export projects, and user activity log reports - Webhooks provide real-time integrations with DevOps, CI/CD, test management, and alerting tools - Ready-for-Analytics provides seamless integration with QuerySurge and your BI tool or open-source Metabase to create custom reports and dashboards and gain deeper, real-time insights into your data validation and ETL testing workflows - Data Analytics Dashboards and Data Intelligence Reports track, analyze, and communicate data quality **Average Rating:** 4.6/5.0 **Total Reviews:** 36 #### How Do G2 Users Rate QuerySurge? - **Quality of Support:** 9.0/10 (Category avg: 8.9/10) - **Automation:** 9.8/10 (Category avg: 8.7/10) - **Identification:** 9.3/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 10.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind QuerySurge? - **Seller:** [QuerySurge](https://www.g2.com/sellers/querysurge) - **Company Website:** www.querysurge.com - **Year Founded:** 2012 - **HQ Location:** New York, US - **Twitter:** @QuerySurge 6,537 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8084ec3407bb19256b059a159a645ad1631cd360a01088b1a900e2716d7db8ae&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fquerysurge%2F&secure%5Burl_type%5D=linkedin_company_website) 7 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 43% Large, 30% Medium #### What Do G2 Reviewers Say About QuerySurge? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of QuerySurge, facilitating efficient data testing and simplifying workflows with AI integration. - Users value the **intuitive AI chat engine** of QuerySurge, which simplifies test creation and boosts productivity significantly. - Users love the **automation capabilities** of QuerySurge, enabling efficient data testing and faster development cycles. - Users appreciate the **powerful data handling capabilities** of QuerySurge, enhancing efficiency in large-scale data testing. - Users praise the **easy setup** of QuerySurge, enhancing productivity and streamlining onboarding for teams. ##### Cons - Users note the **limited data source support** in QuerySurge, requiring extra steps for JSON validation and reducing efficiency. - Users note a **lack of support for JSON and REST API sources** , complicating the validation process for modern data pipelines. - Users experience **inaccuracy issues** with differing failure counts, reducing clarity and complicating data validation efforts. - Users often experience **slow performance** with QuerySurge, especially during complex operations and with large datasets. - New users may find the **complex setup** of QuerySurge daunting, especially with advanced configurations and large datasets. #### What Are Recent G2 Reviews of QuerySurge? **["QuerySurge Streamlines ETL Data Validation with Efficient SQL-Based Automation"](https://www.g2.com/survey_responses/querysurge-review-12931112)** **Rating:** 5.0/5.0 stars _— Kavyasri P._ [Read full review](https://www.g2.com/survey_responses/querysurge-review-12931112) **["Useful for ETL data validation and saves manual effort"](https://www.g2.com/survey_responses/querysurge-review-12692896)** **Rating:** 5.0/5.0 stars _— Ashitosh S._ [Read full review](https://www.g2.com/survey_responses/querysurge-review-12692896) ### [DQE One](https://www.g2.com/products/dqe-one/reviews) 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. **Average Rating:** 4.8/5.0 **Total Reviews:** 39 #### How Do G2 Users Rate DQE One? - **Quality of Support:** 9.7/10 (Category avg: 8.9/10) - **Automation:** 9.0/10 (Category avg: 8.7/10) - **Identification:** 9.3/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 8.6/10 (Category avg: 8.5/10) #### Who Is the Company Behind DQE One? - **Seller:** [DQE](https://www.g2.com/sellers/dqe) - **Company Website:** dqe.tech - **Year Founded:** 2008 - **HQ Location:** Levallois-Perret, Île-de-France - **Twitter:** @dqe\_software 173 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c5e15f9d3cdb19e154b5528bad5897f0ec11441cb0db7f18d2e86ad012f8ca8d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdqe-software%2F&secure%5Burl_type%5D=linkedin_company_website) 77 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 36% Medium, 36% Small #### What Do G2 Reviewers Say About DQE One? _AI-generated summary from verified user reviews_ ##### Pros - Users find DQE One to be **easy to use** and highly intuitive, enhancing operational efficiency and data management. - Users value the **seamless CRM integration** of DQE One, enhancing data consistency and operational efficiency effectively. - Users praise the **data accuracy** of DQE One, enhancing data management and operational performance with ease of use. - Users laud the **improved data quality** from DQE One, enhancing both management processes and operational performance. - Users find DQE One to be an **intuitive solution** , greatly simplifying data management and enhancing accessibility for all teams. #### What Are Recent G2 Reviews of DQE One? **["Simple API and very precise results for normalizing our POI addresses"](https://www.g2.com/survey_responses/dqe-one-review-12262097)** **Rating:** 5.0/5.0 stars _— Denis B._ [Read full review](https://www.g2.com/survey_responses/dqe-one-review-12262097) **["an effective solution to ensure the quality and reliability of data"](https://www.g2.com/survey_responses/dqe-one-review-12889203)** **Rating:** 5.0/5.0 stars _— Sana B._ [Read full review](https://www.g2.com/survey_responses/dqe-one-review-12889203) ### [Findymail](https://www.g2.com/products/findymail/reviews) Findymail is a leading B2B contact data provider built for modern sales teams who need accurate, actionable data without the manual work. From verified emails and phone numbers to AI-powered lead finding and real-time intent signals, Findymail covers the full prospecting workflow in one platform. Key Features: - Email and Phone Finder: Find verified B2B emails and phone numbers individually, in bulk via file upload, or on the fly using the Chrome extension. - Email Verification: Keep your lists clean and deliverable with advanced verification technology that guarantees a bounce rate of less than 5%. - Intellimatch (AI Lead Finder): Describe your ideal target company in plain language and Intellimatch surfaces matches based on real website content, no rigid filters needed. - Signals: Monitor the web 24/7 for intent signals from your ideal customers, so you can reach out when it matters most. - Datacare CRM Enrichment: Automatically enrich new records, detect and merge duplicates, and track job changes to keep your CRM accurate and up-to-date. - Chrome Extension: Extract verified contact data directly from professional networks, Apollo, and other platforms without leaving your browser. Why Sales Teams Choose Findymail: Findymail eliminates the biggest bottleneck in outbound sales: bad data. Verified emails and phone numbers reduce bounce rates, wasted outreach, and time spent on manual enrichment. Features like Intellimatch and Signals go further, helping teams find the right companies and reach out at the right time. The result is a faster, cleaner prospecting workflow that lets sales professionals focus on building relationships and closing deals. **Average Rating:** 4.9/5.0 **Total Reviews:** 57 #### How Do G2 Users Rate Findymail? - **Quality of Support:** 9.7/10 (Category avg: 8.9/10) #### Who Is the Company Behind Findymail? - **Seller:** [Findymail](https://www.g2.com/sellers/findymail) - **Year Founded:** 2022 - **HQ Location:** France - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8c4ccef87e1443c1025744bc73f1912705e12016f8b574b3c81fa2f96b9b7c7b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ffindymail&secure%5Burl_type%5D=linkedin_company_website) 13 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Founder - **Top Industries:** Marketing and Advertising, Computer Software - **Company Size:** 79% Small, 16% Medium #### What Do G2 Reviewers Say About Findymail? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of Findymail, thanks to its intuitive interface and seamless integration with tools. - Users commend the **data accuracy** of Findymail, noting its real-time verification and fresh, reliable information. - Users praise the **data verification accuracy** of Findymail, ensuring minimal bounce rates and efficient email management. - Users commend the **exceptional customer support** from Findymail, appreciating their prompt and effective assistance. - Users praise the **exceptional accuracy** of Findymail, achieving minimal bounce rates with verified real-time emails. ##### Cons - Users find Findymail **expensive** , particularly for businesses with high outreach due to increasing costs based on usage. - Users experience **limited contacts** with Findymail, resulting in incomplete information for outreach efforts. - Users find the **poor filtering options** hinder targeting precision, affecting overall effectiveness in obtaining contact information. - Users wish for improved **AI integration** with Clay and express concerns over credit charges for previously found emails. - Users experience **inaccurate data** from Findymail, leading to difficulties in finding information based on names. #### What Are Recent G2 Reviews of Findymail? **["Accurate and Comprehensive Email Search Tool"](https://www.g2.com/survey_responses/findymail-review-12029379)** **Rating:** 5.0/5.0 stars _— Yash A._ [Read full review](https://www.g2.com/survey_responses/findymail-review-12029379) **["Best tool for sale business to find mails"](https://www.g2.com/survey_responses/findymail-review-9087383)** **Rating:** 4.5/5.0 stars _— satish j._ [Read full review](https://www.g2.com/survey_responses/findymail-review-9087383) ### [BizProspex CRM Cleaning](https://www.g2.com/products/bizprospex-crm-cleaning/reviews) At BizProspex, we help businesses fix CRM databases that have become unreliable over time. Duplicate contacts, outdated emails, incorrect job titles, and inconsistent formatting build up naturally, and they end up slowing down sales teams and weakening campaign results. Our CRM Cleaning service identifies these issues across your entire database and corrects them. We remove duplicates, standardize fields, and verify contact details like emails, phone numbers, and job titles against trusted sources. We combine AI-based detection with manual review from our analysts, so every record is checked for accuracy before delivery. With over 2500 projects completed and 13+ years of experience, we focus on giving teams a CRM they can actually trust, one that supports better targeting, stronger pipeline accuracy, and more confident decision making. **Average Rating:** 4.9/5.0 **Total Reviews:** 14 #### How Do G2 Users Rate BizProspex CRM Cleaning? - **Quality of Support:** 9.8/10 (Category avg: 8.9/10) - **Automation:** 9.0/10 (Category avg: 8.7/10) - **Identification:** 9.3/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 9.0/10 (Category avg: 8.5/10) #### Who Is the Company Behind BizProspex CRM Cleaning? - **Seller:** [Bizprospex](https://www.g2.com/sellers/bizprospex) - **Year Founded:** 2013 - **HQ Location:** Suwanee, Georgia, United States - **Twitter:** @BizProspex 560 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2054e5d1fe60de2d6cef24b5cb1904929c2284a0832d8ec1cb9fcf2feaf9ae49&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbiz-prospex%2F&secure%5Burl_type%5D=linkedin_company_website) 164 employees on LinkedIn® - **Phone:** +91 7697120653 #### Who Uses This Product? - **Company Size:** 87% Small, 13% Medium #### What Are Recent G2 Reviews of BizProspex CRM Cleaning? **["Best B2B intent data"](https://www.g2.com/survey_responses/bizprospex-crm-cleaning-review-7156293)** **Rating:** 5.0/5.0 stars _— Verified User in Architecture & Planning_ [Read full review](https://www.g2.com/survey_responses/bizprospex-crm-cleaning-review-7156293) **["Cool software made by smart professional guys who know their job"](https://www.g2.com/survey_responses/bizprospex-crm-cleaning-review-4408140)** **Rating:** 5.0/5.0 stars _— Nikhil B._ [Read full review](https://www.g2.com/survey_responses/bizprospex-crm-cleaning-review-4408140) #### What Are G2 Users Discussing About BizProspex CRM Cleaning? - [What is BizProspex CRM Cleaning used for?](https://www.g2.com/discussions/what-is-bizprospex-crm-cleaning-used-for) ### [Informatica Cloud Data Quality](https://www.g2.com/products/informatica-cloud-data-quality/reviews) Informatica Cloud Data Quality empowers your company to take a holistic approach to managing data quality to quickly identify, fix, and monitor data quality problems in your business applications. The solution transforms your data quality processes into a collaborative effort between business users and IT. This creates an environment that leverages data to ensure success in master data management, AI, ML, and cloud modernization initiatives. **Average Rating:** 4.1/5.0 **Total Reviews:** 19 #### How Do G2 Users Rate Informatica Cloud Data Quality? - **Quality of Support:** 9.2/10 (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 Informatica Cloud Data Quality? - **Seller:** [Informatica](https://www.g2.com/sellers/informatica) - **Company Website:** www.informatica.com - **Year Founded:** 1993 - **HQ Location:** Redwood City, CA - **Twitter:** @Informatica 99,643 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06f93f9659c25422bea5c34037117512928a659c5d640bb989ed85a85cdb1252&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3858%2F&secure%5Burl_type%5D=linkedin_company_website) 2,802 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services - **Company Size:** 180% Large, 80% Medium #### What Are Recent G2 Reviews of Informatica Cloud Data Quality? **["Sr Data Quality Consultant - experienced IDQ implementation in various industries and platforms."](https://www.g2.com/survey_responses/informatica-cloud-data-quality-review-2266012)** **Rating:** 5.0/5.0 stars _— Verified User in Computer Software_ [Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-quality-review-2266012) **["Much-needed tool for maintaining Data Quality"](https://www.g2.com/survey_responses/informatica-cloud-data-quality-review-4202570)** **Rating:** 4.0/5.0 stars _— Sandeep K._ [Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-quality-review-4202570) ### [Acceldata](https://www.g2.com/products/acceldata/reviews) Acceldata is a pioneering provider of enterprise solutions in data observability and Agentic Data Management. Its technology enables organizations to monitor, manage, and improve the reliability, quality, and performance of data systems across cloud, hybrid, and on-prem environments. Building on its foundation in data observability, Acceldata developed an Agentic Data Management platform that applies AI agents to autonomously detect, analyze, and resolve issues across the data lifecycle. This approach brings together observability, governance, and optimization into a unified system, allowing data environments to self-monitor, self-heal, and adapt over time. By moving from manual, reactive operations to more intelligent, automated processes, Acceldata supports scalable, efficient, and context-aware data management across the enterprise. Core Features of Acceldata’s Agentic Data Management Platform 1. Autonomous AI Agents: Acceldata deploys over 10 specialized AI agents designed to manage core data functions such as data quality, lineage, profiling, governance, pipeline health, and cost optimization. These agents continuously scan systems, detect issues, reason about their cause, and either take direct action or escalate with human oversight. They collaborate to improve data reliability, reduce downtime, and drive informed decision-making. 2. xLake Reasoning Engine: At the core of the platform is the xLake Reasoning Engine—a high-scale, AI-aware engine built to handle exabytes of data. It executes across hybrid and multi-cloud environments, translating business rules into intelligent data actions. xLake enables context-aware processing and powers the agents’ ability to reason across telemetry, metadata, and historical trends. 3. Contextual Memory and Learning: Agents don’t operate in isolation. They remember past patterns, recall prior actions, and improve over time using contextual memory. This learning ability allows agents to adapt policies, refine thresholds, and prevent repeat incidents, making pipelines and systems progressively smarter and more resilient. 4. Natural Language Interface – The Business Notebook: Acceldata features a conversational interface called the Business Notebook. This AI-powered workspace allows business users and technical teams to interact with data in natural language. It explains agent actions, visualizes lineage, and empowers non-technical users to ask questions, make decisions, and access insights without needing SQL or scripting knowledge. 5. Real-Time Data Observability and Self-Healing: The platform goes beyond traditional monitoring by offering agentic observability. It autonomously scans data systems for anomalies, schema drift, freshness decay, and operational failures. Once detected, agents not only alert but also remediate issues in real time—ensuring continuous data reliability and pipeline health. 6. Policy-Driven Governance and Compliance: Acceldata embeds governance into the fabric of your data workflows. With policy agents, organizations can define and enforce access controls, data protection rules, audit logging, and compliance policies like GDPR, HIPAA, and BCBS 239—all without manual configuration. These policies evolve automatically using machine learning and agent feedback loops. 7. Unified Data Discovery and Classification: The Discovery engine continuously scans across cloud platforms, data lakes, and warehouses to classify, tag, and map data assets. It auto-generates lineage maps, enriches assets with context (e.g., usage, sensitivity), and supports plain-language search. This eliminates the need for separate data catalogs and makes every dataset AI-ready. 8. Agent Studio for Custom Agent Creation: With Agent Studio, organizations can build and deploy their own AI agents tailored to their business needs. Whether it’s a vertical-specific data rule, a proprietary policy, or a unique remediation workflow, Agent Studio offers the flexibility to extend the platform’s capabilities and orchestrate multi-agent workflows. **Average Rating:** 4.4/5.0 **Total Reviews:** 55 #### How Do G2 Users Rate Acceldata? - **Quality of Support:** 8.9/10 (Category avg: 8.9/10) - **Automation:** 8.8/10 (Category avg: 8.7/10) - **Identification:** 9.0/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 7.3/10 (Category avg: 8.5/10) #### Who Is the Company Behind Acceldata? - **Seller:** [Acceldata](https://www.g2.com/sellers/acceldata) - **Company Website:** www.acceldata.io - **Year Founded:** 2018 - **HQ Location:** Campbell, CA - **Twitter:** @acceldataio 340 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ff52e799d3a014d58eaea8cb85b707bea7fd8b9545c3b55ba9d8a6edf3cca69b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Facceldata&secure%5Burl_type%5D=linkedin_company_website) 299 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 61% Large, 23% Medium #### What Do G2 Reviewers Say About Acceldata? _AI-generated summary from verified user reviews_ ##### Pros - Users commend Acceldata's **ease of use** , highlighting its simple interface and efficient data handling capabilities. - Users praise the **fast and responsive customer support** of Acceldata, greatly enhancing their experience and efficiency. - Users commend Acceldata for its **efficient monitoring** capabilities, enhancing data visibility and supporting quick decision-making. - Users appreciate the **quick onboarding and effective support** of Acceldata, enhancing data management and strategy development. - Users appreciate the **comprehensive monitoring tools** of Acceldata, enabling proactive data management and enhanced reliability. ##### Cons - Users find the UX of Acceldata **lacking intuitiveness** and face issues with GUI elements and response time. - Users find the **initial setup complex** , with a steep learning curve and documentation that needs improvement. - Users find the **difficult setup** of Acceldata challenging, noting a steep learning curve and inadequate documentation. - Users find the **learning curve steep** , making initial setup and documentation improvement necessary for better user experience. - Users find the **learning difficulty** of Acceldata challenging, especially during the initial setup and system creation. #### What Are Recent G2 Reviews of Acceldata? **["Enterprise Data Reliability and Observability Platform with Strong Customization"](https://www.g2.com/survey_responses/acceldata-review-12122073)** **Rating:** 5.0/5.0 stars _— Jayakumar S._ [Read full review](https://www.g2.com/survey_responses/acceldata-review-12122073) **["Versatile Data Observability with Brilliant Alerting and Monitoring"](https://www.g2.com/survey_responses/acceldata-review-12949346)** **Rating:** 4.5/5.0 stars _— Luciana S._ [Read full review](https://www.g2.com/survey_responses/acceldata-review-12949346) ### [SelectZero](https://www.g2.com/products/selectzero/reviews) SelectZero is a data observability platform that helps organizations understand, validate, and monitor their data across systems to ensure reliability, consistency, and usability. Being data-driven is a strategic goal for many companies, as it unlocks new business opportunities, improves decision-making, and drives efficiency. But these gains are only achievable when the underlying data is accurate, timely, and trustworthy. Without continuous visibility into how data changes and moves across systems, teams risk delays, poor analytics, and costly mistakes. SelectZero provides a collaborative platform for end-to-end data observability and management. It enables centralized oversight of data quality, automates validation workflows, and offers transparency into data behavior. Key features include data profiling, business rule validation, unit and regression testing, reconciliation, anomaly detection, and ETL pipeline testing. The platform is built for both technical and business users. It is quick to deploy, easy to navigate, and includes prebuilt validation templates to speed up adoption. Data engineers, analysts, and stewards can create and manage validation logic, monitor data trends, and generate insights that improve trust in data assets. SelectZero is trusted by major enterprises in banking, retail, telecommunications, and the public sector across the Nordics and Baltics. Our development is customer-driven, with features shaped by real-world needs and use cases. To learn more, visit SelectZero.com or contact us at info@selectzero.com. **Average Rating:** 4.7/5.0 **Total Reviews:** 13 #### How Do G2 Users Rate SelectZero? - **Quality of Support:** 9.7/10 (Category avg: 8.9/10) - **Automation:** 6.2/10 (Category avg: 8.7/10) - **Identification:** 9.5/10 (Category avg: 8.9/10) - **Preventative Cleaning:** 4.8/10 (Category avg: 8.5/10) #### Who Is the Company Behind SelectZero? - **Seller:** [SelectZero](https://www.g2.com/sellers/selectzero) - **Company Website:** selectzero.com - **Year Founded:** 2020 - **HQ Location:** Estonia - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ae2836683098f35c3d4478fdfe67499e69089a292f53a6b57ba9548bcb29a3ff&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fselectzero%2F&secure%5Burl_type%5D=linkedin_company_website) 8 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Financial Services - **Company Size:** 62% Medium, 23% Large #### What Do G2 Reviewers Say About SelectZero? _AI-generated summary from verified user reviews_ ##### Pros - Users commend the **fast and friendly customer support** of SelectZero, consistently resolving issues quickly and efficiently. - Users appreciate the **ease of use** of SelectZero, enabling efficient data management for all levels of experience. - Users value the **user-friendly interface and robust features** of SelectZero, enhancing data governance efficiency. - Users highlight the **user-friendly experience** of SelectZero, appreciating its intuitive design and responsive customer support. - Users value the **efficiency improvement** provided by SelectZero, enhancing data management and streamlining workflows effortlessly. ##### Cons - Users note some **user interface issues** in SelectZero, citing its less intuitive layout and potential for improvement. - Users face **significant limitations** in notification options, lacking features like tables for alerts in notifications. - Users desire **more extensive customization options** for reports and glossaries, hoping for improvements in future releases. - Users note the **limited functionality** of notifications, hoping for more options and improvements in the future. - Users find the **user interface challenging** , requiring time to adapt and desire more guidance for better usage. #### What Are Recent G2 Reviews of SelectZero? **["Data quality and governance go hand-in-hand so it makes sense to keep them in one product"](https://www.g2.com/survey_responses/selectzero-review-12245451)** **Rating:** 5.0/5.0 stars _— Andres V._ [Read full review](https://www.g2.com/survey_responses/selectzero-review-12245451) **["Selectzero Makes Multi-System Data Quality Validation Easy"](https://www.g2.com/survey_responses/selectzero-review-12859240)** **Rating:** 4.5/5.0 stars _— Carl A._ [Read full review](https://www.g2.com/survey_responses/selectzero-review-12859240) - ‹ Prev‹ Prev - 1 - [2](/categories/data-quality/free?order=g2_score&page=2#product-list) - [3](/categories/data-quality/free?order=g2_score&page=3#product-list) - [4](/categories/data-quality/free?order=g2_score&page=4#product-list) - [5](/categories/data-quality/free?order=g2_score&page=5#product-list) - [6](/categories/data-quality/free?order=g2_score&page=6#product-list) - [Next ›Next ›](/categories/data-quality/free?order=g2_score&page=2#product-list) Spotlight Categories [Business Continuity Management (BCM) Software Solutions](https://www.g2.com/categories/business-continuity-management-software) [Demo Automation Software](https://www.g2.com/categories/demo-automation) [Marketing Automation Software](https://www.g2.com/categories/marketing-automation) [Online Backup Software](https://www.g2.com/categories/online-backup) [SEO Tools](https://www.g2.com/categories/seo-tools) 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)