Best Data Quality Tools - Page 6

How Many Data Quality Tools Products Does G2 Track?

Total Products under this Category: 282

Category Stats (Sep 2026)

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

Last updated: September 15, 2026

How Does G2 Rank Data Quality Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 13,400+ Authentic Reviews
  • 282+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Data Quality Tools

G2 Grid® for Data Quality Tools plotting products by satisfaction and market presence

Highlighted products: SAS Viya, GTM Studio - Powered by ZoomInfo, Monte Carlo, HubSpot Data Hub, Data Quality Navigator, dbt, DQLabs, and D&B Connect.

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

Anteriad

Anteriad puts B2B marketers in front of their next customer and ahead of their competition. We are the demand generation partner for teams that need outcomes, not another software subscription. Our award-winning Anteriad Marketing Cloud tracks more than 500 billion buyer-related signals each month across 450 million+ global contacts, and our managed campaign experts turn that intelligence into coordinated, full-funnel programs that engage entire buying groups and drive growth. Today’s buying journey demands that level of coordination. Buyers start with AI, stay anonymous until they are deep into their decision process, and move in buying groups across finance, IT, procurement, and end users. Inbound alone is no longer enough, and disconnected point solutions create gaps between data, execution, and measurable impact. Anteriad connects intelligence directly to activation. The Anteriad Marketing Cloud identifies which accounts are actively researching, what they care about, and where they are in the buying process. Our managed campaign teams orchestrate multichannel programs across display, email, content syndication, programmatic, and CTV, ensuring every signal translates into meaningful engagement. Our data is Neutronian-certified and ranked in the top 1% for quality and transparency, giving marketing teams confidence they are reaching real buyers, not recycled lists. Clients have achieved 200x ROI, 20% revenue growth, and 1,900% higher click-through rates. Trusted by IBM, Microsoft, Lenovo, Forbes, SHRM, and hundreds of global B2B brands, Anteriad delivers accountable growth across industries and markets. If you are ready for coordinated, full-funnel execution that drives measurable growth, we are ready to put you in front of your next customer.

Average Rating: 4.5/5.0

Total Reviews: 33

How Do G2 Users Rate Anteriad?

  • Quality of Support: 9.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Anteriad?

  • Seller: Anteriad
  • Company Website:
  • Year Founded: 2000
  • HQ Location: New York, NY
  • Twitter: @Anteriad_B2B
    104 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,127 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 37% Medium, 34% Small

What Are Recent G2 Reviews of Anteriad?

ArcGIS Data Reviewer

ArcGIS Data Reviewer automates, simplifies, standardizes, and improves data quality control workflows to enable delivery of geospatial data you can trust. Lower data management costs and reduce risk in decision-making through this unified set of capabilities that support detection, management and reporting of errors in your data. Automate the detection of errors using configurable validation checks. Engage data consumers to elicit feedback on poor quality data that cannot be detected in an automated manner. Avoid duplicative efforts through comprehensive management of error results from detection through correction and verification in a centralized location.

Average Rating: 4.2/5.0

Total Reviews: 6

How Do G2 Users Rate ArcGIS Data Reviewer?

  • Quality of Support: 7.9/10 (Category avg: 8.9/10)
  • Automation: 8.3/10 (Category avg: 8.7/10)
  • Identification: 8.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind ArcGIS Data Reviewer?

  • Seller: Esri
  • Year Founded: 1969
  • HQ Location: Redlands, CA
  • Twitter: @Esri
    188,738 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    7,396 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 33% Medium

What Are Recent G2 Reviews of ArcGIS Data Reviewer?

What Are G2 Users Discussing About ArcGIS Data Reviewer?

Ataccama ONE

Ataccama ONE is a data trust platform that helps organizations improve data quality, monitor data reliability, govern enterprise data assets, and prepare trusted data for analytics and AI initiatives. Designed for complex cloud, on-premises, and hybrid environments, the platform is used by data governance teams, data quality managers, data engineers, analytics teams, and AI programs that require accurate, governed, and auditable data. The platform combines data quality, data observability, data catalog, data lineage, and reference data management in a unified solution. Organizations use Ataccama ONE to identify and resolve data issues, support regulatory compliance, improve confidence in reporting and AI outputs, and streamline enterprise data management operations. The platform also includes the ONE AI Agent, which helps automate tasks such as metadata enrichment, anomaly detection, rule recommendations, and documentation workflows. Ataccama ONE supports use cases including AI readiness, cloud migration, data modernization, regulatory compliance, and data product development. It is used across industries such as financial services, insurance, telecommunications, healthcare, manufacturing, and energy, where trusted data is critical for operational and strategic decision-making. Key capabilities include: - Data quality and observability tools for profiling, validating, monitoring, and improving data across systems and pipelines - Data catalog and lineage capabilities that help users discover, understand, and trace data assets and transformations - Reference data management for maintaining standardized business values across applications and business units - AI-assisted automation through the ONE AI Agent to support rule creation, anomaly remediation recommendations, and metadata management - Connectivity to cloud platforms, databases, data warehouses, BI tools, and AI ecosystems through built-in connectors and MCP server support

Average Rating: 4.2/5.0

Total Reviews: 11

How Do G2 Users Rate Ataccama ONE?

  • Quality of Support: 8.8/10 (Category avg: 8.9/10)
  • Automation: 8.3/10 (Category avg: 8.7/10)
  • Identification: 8.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 7.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Ataccama ONE?

  • Seller: Ataccama
  • Company Website:
  • Year Founded: 2007
  • HQ Location: Toronto, Canada
  • Twitter: @ataccama
    3,086 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    436 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 42% Large, 42% Small

What Do G2 Reviewers Say About Ataccama ONE?

AI-generated summary from verified user reviews

Pros
  • Users praise the good customer support of Ataccama ONE, enhancing their overall experience and satisfaction.
  • Users value the customizable interface of Ataccama ONE, enhancing their overall experience and functionality.
  • Users value the customizable interface of Ataccama ONE, enhancing their overall user experience.
  • Users praise the ease of use of Ataccama ONE, highlighting its intuitive UI and customization options.
  • Users appreciate the easy-to-use and customizable UI of Ataccama ONE, enhancing their overall experience.
Cons
  • Users find Ataccama ONE to have a complex interface that requires significant learning to navigate effectively.
  • Users find Ataccama ONE to have a difficult learning experience, impacting their ability to use the software effectively.
  • Users find Ataccama ONE difficult to learn, highlighting the need for a better onboarding experience.
  • Users find Ataccama ONE to have a complex learning curve, requiring significant time to master the software.
  • Users find Ataccama ONE difficult to learn, requiring significant time and effort to master its features.

What Are Recent G2 Reviews of Ataccama ONE?

Orchestra

Orchestra is a lightweight orchestration and observability platform which gives real-time complete visibility for your entire data stack. We automate your orchestration, monitoring, and metadata collection to allow Data Teams spend less time fixing broken things and more time on what matters: building. Orchestra decouples orchestration from the rest of your stack which allows you to get all the power of a fully-featured workflow orchestrator without any of the pain. Build DAGs, connect up your stack, make a ☕ sit-back and relax The platform removes boilerplate orchestration logic and adds powerful metadata so data teams deliver robust, scalable data products backed by enterprise orchestration and observability. Find our more at: https://www.getorchestra.io/

Average Rating: 4.9/5.0

Total Reviews: 20

How Do G2 Users Rate Orchestra?

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

Who Is the Company Behind Orchestra?

Who Uses This Product?

  • Company Size: 50% Medium, 30% Small

What Do G2 Reviewers Say About Orchestra?

AI-generated summary from verified user reviews

Pros
  • Users value the automation provided by Orchestra, enhancing efficiency in organizing and deploying data pipelines.
  • Users appreciate the simplicity of data pipelining in Orchestra, making automation and scheduling effortless for their teams.
  • Users find that Orchestra provides exceptional ease of use, streamlining data pipeline management and enhancing productivity.
  • Users find the easy setup of Orchestra a game-changer, streamlining their data pipeline processes efficiently.
  • Users value the efficiency of Orchestra, streamlining scheduling and data pipelines, allowing teams to focus on their core tasks.

What Are Recent G2 Reviews of Orchestra?

Trillium Quality

Precisely Trillium is a versatile, powerful data quality solution that supports your rapidly changing business needs, data sources, and enterprise infrastructures – including the cloud. With data cleansing and standardization features, users are able to automatically understand global data like customer, product, and financial, in any context – making pre-formatting and pre-processing unnecessary.

Average Rating: 4.5/5.0

Total Reviews: 6

How Do G2 Users Rate Trillium Quality?

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

Who Is the Company Behind Trillium Quality?

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

Who Uses This Product?

  • Company Size: 67% Large, 33% Medium

What Are Recent G2 Reviews of Trillium Quality?

What Are G2 Users Discussing About Trillium Quality?

Acquia Web Governance

Acquia Web Governance, formerly known as Monsido, is a leading web governance solution designed to enable organizations to deliver a superior and inclusive user experience across their digital presence and support their journey to ensure communications are open, optimized, and compliant. Acquia Web Governance includes a cohesive suite of tools for web accessibility, website quality assurance, brand and content compliance, user consent management, social and web content archiving, and more. For more information, visit https://www.acquia.com/products/acquia-web-governance.

Average Rating: 4.5/5.0

Total Reviews: 152

How Do G2 Users Rate Acquia Web Governance?

  • Quality of Support: 9.1/10 (Category avg: 8.9/10)
  • Automation: 7.5/10 (Category avg: 8.7/10)
  • Identification: 7.5/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Acquia Web Governance?

  • Seller: Acquia
  • Year Founded: 2007
  • HQ Location: Boston, MA
  • Twitter: @Acquia
    44,968 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,085 employees on LinkedIn®
  • Phone: -8836.219

Who Uses This Product?

  • Top Industries: Government Administration, Higher Education
  • Company Size: 50% Medium, 26% Large

What Do G2 Reviewers Say About Acquia Web Governance?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Acquia Web Governance, highlighting its straightforward interface and integration capabilities.
  • Users value Monsido for its efficient problem-solving capabilities, significantly enhancing accessibility and content quality on their websites.
  • Users value the comprehensive accessibility features of Acquia Web Governance, enhancing usability and compliance with standards.
  • Users value the efficient website analysis provided by Acquia Web Governance, enabling quick fixes and compliance recognition.
  • Users value the Accessibility features of Acquia Web Governance for enhancing user experience and WCAG compliance.
Cons
  • Users find the limited features of Acquia Web Governance hinder comprehensive data analysis and reporting speed.
  • Users notice the learning curve can be challenging for new users as they navigate the platform's features.
  • Users find the platform's complex usability challenging, especially for beginners navigating extensive features and integrations.
  • Users find Acquia Web Governance's UI outdated and report limitations in reporting and mobile site crawling.
  • Users experience limited reporting speed with Acquia Web Governance, which hampers their ability to analyze data efficiently.

What Are Recent G2 Reviews of Acquia Web Governance?

What Are G2 Users Discussing About Acquia Web Governance?

CUBO iQ® Enterprise

Globalization and the emergence of new applications demand accurate correlations between entity records, which have been expressed with different schemas, formats, fields, and attributes. In a private entity, a single view of their customers is essential for Business Intelligence (BI) and more. Identity resolution is also used in applications related to data quality, such as Customer Data Management (CDM) and Master Data Management (MDM). In contexts like national security, it is possible to identify dangerous profiles through screening for patterns, providing real-time visible matches. In the case of financial services, it can identify customers associated with illicit activities such as terrorism, money laundering, and fraud (by conducting background checks). Most developed countries require compliance with Know Your Customer (KYC), Politically Exposed Person (PEP), and Office of Foreign Assets Control (OFAC) regulations. For the healthcare sector, it enables the construction of a comprehensive picture of patient-related information. The capabilities of automated identity resolution are accurate, fast, and scalable, specifically addressing these and other entity matching requirements. Vision.

Average Rating: 4.5/5.0

Total Reviews: 5

How Do G2 Users Rate CUBO iQ® Enterprise?

  • Quality of Support: 8.9/10 (Category avg: 8.9/10)
  • Automation: 7.5/10 (Category avg: 8.7/10)
  • Identification: 6.1/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind CUBO iQ® Enterprise?

Who Uses This Product?

  • Company Size: 80% Small, 20% Medium

What Are Recent G2 Reviews of CUBO iQ® Enterprise?

Email Hippo

Email Hippo provides fast, accurate and secure email verification software, accessed via web app or API. Check a list of up to 500,000 emails, or use our API to screen emails in real time to prevent spam and service abuse. With our ASSESS product, anti-fraud teams can also detect fraud risks at the point of sign up - checking emails for common signs of compromise or malicious intent. Email Hippo has provided email verification since 2000 and became ISO27001 certified in 2017.

Average Rating: 4.0/5.0

Total Reviews: 5

How Do G2 Users Rate Email Hippo?

  • Quality of Support: 9.4/10 (Category avg: 8.9/10)

Who Is the Company Behind Email Hippo?

  • Seller: Email Hippo
  • Year Founded: 2015
  • HQ Location: Launceston, GB
  • Twitter: @Email_Hippo
    239 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 83% Small, 17% Large

What Are Recent G2 Reviews of Email Hippo?

What Are G2 Users Discussing About Email Hippo?

Great Expectations

We're helping data teams have confidence in their data, no matter what. GX Cloud is our end-to-end platform for managing your data quality process. It delivers the intuitive experience of a fully managed SaaS solution while harnessing the power of the world's most popular data quality framework. With GX Cloud, data teams can work quickly, collaborate effectively, and always know what to expect from their data. GX Core is our open source Python offering, and the world's most popular data quality framework. It's a powerful, flexible data quality solution that empowers data teams to communicate better and take action effectively. At its heart are Expectations: verifiable assertions about your data that create clear and expressive data quality tests.

Average Rating: 4.5/5.0

Total Reviews: 11

How Do G2 Users Rate Great Expectations?

  • Quality of Support: 8.5/10 (Category avg: 8.9/10)

Who Is the Company Behind Great Expectations?

  • Seller: Great Expectations
  • Year Founded: 2017
  • HQ Location: Remote, US
  • Twitter: @expectgreatdata
    3,546 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 45% Medium, 36% Small

What Are Recent G2 Reviews of Great Expectations?

Impler

🌐 What is Impler? Impler is an open-source data import experience designed to simplify the process of bringing data into your systems. Whether you're building a startup or an enterprice app, Impler can help you effortlessly integrate Data Import Experience in your app. 🛠 Key Features: ✅ Open-Source: Impler is community-driven and open-source, ensuring accessibility and transparency. ✅ User-Friendly: Say goodbye to back-forth of data files with your customers. Impler offers an intuitive interface for hassle-free data imports by your Users. ✅ Scalable: Impler can handle importing data from thousands to millions, so sky is the limit for your customers. ✅ Seamless Integration: Integrate into your app built into any language or framework. ✅ Community Support: Join our vibrant community and get help, share insights, and collaborate on data import projects. 📊 Who Can Benefit? - HR Software: Import Employess, Payroll, Attendance, Leave data. - Job Board Software: Import Jobs, Learners, Candidates, Courses data. - ERP Software: Import Products, Categories, Pricing, data in seconds.

Average Rating: 4.9/5.0

Total Reviews: 10

How Do G2 Users Rate Impler?

  • Quality of Support: 9.4/10 (Category avg: 8.9/10)
  • Automation: 9.2/10 (Category avg: 8.7/10)
  • Identification: 10.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Impler?

Who Uses This Product?

  • Company Size: 40% Medium, 40% Small

What Do G2 Reviewers Say About Impler?

AI-generated summary from verified user reviews

Pros
  • Users appreciate how Impler's automation streamlines workflows, minimizing engineering effort and reducing manual data handling.
  • Users appreciate that Impler offers efficient data cleaning, minimizing engineering effort and simplifying import processes.
  • Users appreciate how seamless data integration with Impler simplifies processes and reduces engineering overhead significantly.
  • Users value how Impler offers easy data validation, streamlining imports and reducing engineering efforts significantly.
  • Users appreciate the ease of use of Impler, enabling quick setup and minimal engineering effort for imports.

What Are Recent G2 Reviews of Impler?

Match Data Pro

At Match Data Pro, our core focus is data matching and entity resolution — but our platform goes far beyond that: We’ve built MDP to empower organizations with a smarter, scalable, and secure environment for managing data across teams, systems, and workflows. Whether you’re cleansing, profiling, enriching, or deduplicating data, MDP is designed to support multi-user collaboration, process automation, and high-confidence data preparation. Our all-in-one suite helps you move, manage, and make data fit-for-purpose — seamlessly across cloud, on-premises, and hybrid environments. Let Match Data Pro help you unlock the full potential of your data — confidently, collaboratively, and at scale. Connect and sync data from disparate systems and formats Cloud API and integrations Pre-built connectors Streamline management of integrations and workflows from a clean, intuitive dashboard, no coding required Replicate and synchronize data across disparate source and target systems Data quality tools Connect data from disparate systems to create relationships and 360 views of any data domain Master Data Management tools allowing you to standardize, clean and deduplicate records at scale with rules that prevent bad data from entering your disparate systems Custom data processing and workflow creation and automation with reusable projects, reusable rules, version control, scheduling, webhooks, and REST API triggers Empowering teams to collaborate with multiuser capabilities by creating users and teams to share and collaborate with projects and permissions, securely across the organization

Average Rating: 5.0/5.0

Total Reviews: 4

How Do G2 Users Rate Match Data Pro?

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

Who Is the Company Behind Match Data Pro?

Who Uses This Product?

  • Company Size: 50% Small, 25% Large

What Do G2 Reviewers Say About Match Data Pro?

AI-generated summary from verified user reviews

Pros
  • Users commend the efficient data cleaning capabilities of Match Data Pro, enabling effective results and user empowerment.
  • Users appreciate the ease of use of Match Data Pro, especially benefiting from its intuitive design and helpful support.
  • Users benefit from the empowering learning experience provided by Match Data Pro, enhancing their data matching skills effectively.
  • Users value the automation in Match Data Pro, which streamlines complex matching processes and enhances productivity.
  • Users commend the dedicated customer support at Match Data Pro, ensuring a smooth learning experience and timely assistance.

What Are Recent G2 Reviews of Match Data Pro?

OpenDQ

OpenDQ Matrix360 is an enterprise-level data quality, master data management, knowledge graph, and data governance solution designed to help organizations achieve reliable and accurate data management without incurring licensing costs. This innovative platform is built on a modular architecture, allowing it to adapt to evolving enterprise needs and scale seamlessly as data management requirements grow. OpenDQ Matrix360 is particularly beneficial for organizations focused on enhancing data integrity, improving operational efficiency, and making confident, data-driven decisions. Targeting businesses of all sizes, OpenDQ Matrix360 serves data professionals, analysts, and decision-makers who require a robust framework for managing their data assets across multiple domains and geographies. The solution is designed to facilitate the management of diverse data types, including customer, product, vendor, and reference data, making it an ideal choice for organizations looking to streamline their data operations. By providing a comprehensive suite of tools, OpenDQ Matrix360 empowers users to maintain high standards of data quality and governance, ultimately supporting better business outcomes. One of the standout features of OpenDQ Matrix360 is its zero license cost model, which replaces traditional licensing fees with a simple annual support fee. This approach not only frees up budget for delivery and scaling but also allows organizations to invest more in their data initiatives. The platform includes a powerful rules engine for visual authoring of validation and rule enforcement, enabling users to implement data quality standards at scale. Additionally, the integrated knowledge graph offers visual exploration, schema design, and AI-powered discovery, ensuring that master data records are synchronized and fully audited. OpenDQ Matrix360 also excels in providing comprehensive data lineage capabilities, allowing organizations to trace data from its source to consumption through a graph-based, end-to-end lineage system. This feature is complemented by a unified business glossary and data catalog, which enhances metadata governance and technical metadata harvesting. The platform's enterprise search capabilities, driven by AI workflows, further streamline data retrieval and analysis, while the AI workspace supports various machine learning and AI-driven workflows, making it a versatile tool for modern data management. By unifying data quality, master data management, and knowledge graphs into a single governed platform, OpenDQ Matrix360 delivers a scalable foundation of trust that organizations can rely on for every analytic, operational, and AI-driven workflow. Its modular architecture allows users to deploy only the components they need, ensuring that the solution can grow and evolve alongside their data management requirements.

Average Rating: 5.0/5.0

Total Reviews: 6

How Do G2 Users Rate OpenDQ?

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

Who Is the Company Behind OpenDQ?

  • Seller: Infosolve Technologies
  • Company Website:
  • Year Founded: 2003
  • HQ Location: Princeton, US
  • Twitter: @InfosolveTech
    1 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 33% Small

What Do G2 Reviewers Say About OpenDQ?

AI-generated summary from verified user reviews

Pros
  • Users commend the zero licensing cost of OpenDQ, appreciating its value and extensive integration capabilities.
  • Users highly value the flexibility and scalability of OpenDQ, praising its comprehensive features and seamless integrations.
  • Users commend OpenDQ for its fast and flexible automation, making data management efficient and scalable.
  • Users admire the automation features of OpenDQ, enhancing efficiency and integration across various data management tasks.
  • Users value the excellent technical support provided by OpenDQ, enhancing their experience with swift implementation.
Cons
  • Users find the poor documentation of OpenDQ challenging and suggest multimedia training for better understanding.

What Are Recent G2 Reviews of OpenDQ?

What Are G2 Users Discussing About OpenDQ?

Seemore Data

Seemore Data is an autonomous data efficiency platform purpose-built for Snowflake cost optimization and end-to-end data warehouse optimization. It uses a context-aware AI agent to continuously analyze, explain, and optimize cost, performance, and usage across Snowflake and the modern data stack. Unlike passive dashboards, Seemore acts as an autonomous agent, automatically right-sizing warehouses, eliminating idle compute, and preventing cost anomalies before they escalate. With deep lineage and business context, teams can trace every dollar spent back to queries, pipelines, dashboards, and owners. The result: predictable Snowflake spend, faster performance, and data teams that scale impact without adding headcount.

Average Rating: 4.5/5.0

Total Reviews: 13

How Do G2 Users Rate Seemore Data?

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

Who Is the Company Behind Seemore Data?

Who Uses This Product?

  • Company Size: 62% Medium, 23% Large

What Do G2 Reviewers Say About Seemore Data?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Seemore Data, highlighting its intuitive design and helpful customer support.
  • Users appreciate the intuitive user interface of Seemore Data, which simplifies data visualization and management.
  • Users appreciate the advanced data lineage capabilities of Seemore Data, simplifying tracking and management efforts.
  • Users appreciate the responsive customer support of Seemore Data, quickly addressing feedback and enhancing the platform effectively.
  • Users appreciate the end-to-end data management of Seemore Data, enhancing efficiency and automating critical processes.
Cons
  • Users find the lineage limitations burdensome, complicating real-time collaboration and making usage less intuitive.
  • Users find the navigation confusing, with complex menus hindering quick access to settings and features.
  • Users face data management issues with Seemore Data, struggling with integration and cumbersome reporting processes for collaboration.
  • Users find the navigation confusing, which complicates their experience and slows down day-to-day workflows.
  • Users report significant data inaccuracy issues with Seemore Data, affecting trust in analytics and decision-making.

What Are Recent G2 Reviews of Seemore Data?

BigID

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

Average Rating: 4.3/5.0

Total Reviews: 16

How Do G2 Users Rate BigID?

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

Who Is the Company Behind BigID?

  • Seller: BigID
  • Year Founded: 2016
  • HQ Location: New York, New York
  • Twitter: @bigidsecure
    2,763 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    590 employees on LinkedIn®

Who Uses This Product?

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

What Do G2 Reviewers Say About BigID?

AI-generated summary from verified user reviews

Pros
  • Users highlight the effective cookie management of BigID, making compliance and user consent much easier.
Cons
  • Users are frustrated with banner issues due to account deletions and lack of access on the new platform.
  • Users are frustrated with account access issues after BigID's takeover, leading to lost access and unresolved LTDs.
  • Users express frustration over data management issues, including account deletions and loss of access to previous services.
  • Users express frustration over the high costs and issues with account access after BigID's acquisition of Illow.
  • Users report limited functionality after BigID's takeover, facing account issues and loss of access to previously purchased features.

What Are Recent G2 Reviews of BigID?

Collate

Collate is the AI-for-Data platform and the company behind OpenMetadata, the open context layer for AI. It gives data teams and AI agents the context, business meaning, and organizational memory needed to understand and use enterprise data consistently. Collate automates the recurring work required to keep data documented, tested, and governed, while grounding AI in the context needed to produce more accurate answers with fewer tokens.  More than 4,000 organizations worldwide, including OpenAI, Yelp, Experian, and Airbus, run their production data and AI workloads on Collate and OpenMetadata.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate Collate?

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

Who Is the Company Behind Collate?

  • Seller: Collate
  • Year Founded: 2021
  • HQ Location: San Francisco, US
  • Twitter: @CollateData
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Medium, 25% Large

What Are Recent G2 Reviews of Collate?

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