Total Products under this Category: 214
Last updated: August 07, 2026
Why You Can Trust G2's Software 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.
Highlighted products: Databricks, Snowflake, IBM watsonx.data, Egnyte, IBM watsonx.governance, Domo, Salesforce Data 360 (formerly Data Cloud), and SAS Viya.
Underlying data: [Grid® JSON](https://www.g2.com/categories/data-governance-tools/grids.json?focus%5B%5D=databricks&focus%5B%5D=snowflake&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=egnyte&focus%5B%5D=ibm-watsonx-governance&focus%5B%5D=domo&focus%5B%5D=salesforce-data-360-formerly-data-cloud&focus%5B%5D=sas-sas-viya)
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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.
What is ER/Studio? ER/Studio is an enterprise data modeling platform that helps organizations design, manage, and govern data assets across complex environments. It connects business requirements to technical implementation through conceptual, logical, and physical models, creating a single source of truth for enterprise data. Design and Collaborate Design data models and keep teams aligned with ER/Studio’s multi-user shared repository and web-based portal, Team Server. The centralized repository supports version control, role-based access, and parallel development so multiple modelers can work simultaneously while maintaining a complete change history. Team Server extends collaboration beyond architects by providing browser-based access for business and technical stakeholders to explore models, review definitions, and participate in discussions. Build, version, and review models on premises or across cloud-based platforms like Snowflake, Databricks, Azure Synapse, and Oracle to maintain accuracy, consistency, and visibility throughout your data ecosystem. Govern and Standardize Drive trusted analytics with standardized data definitions and integrated governance. ER/Studio connects business glossaries and data dictionaries while syncing seamlessly with Microsoft Purview and Collibra, ensuring consistent terminology, clear documentation, and enterprise-wide compliance from model creation to delivery. Accelerate with AI ER/Studio includes ERbert, an AI Data Modeling Assistant that converts plain-language business requests into structured data models. This feature saves time, reduces manual effort, and helps teams deliver faster. Why Organizations Choose ER/Studio - Intuitive interface preferred by data architects - Unified modeling environment for all major database platforms - Seamless collaboration between technical and business users - Enterprise-scale architecture for standardization and governance - Integrated AI and metadata management for faster delivery ER/Studio empowers enterprise data teams to build trusted, well-governed data architectures that accelerate analytics, reduce risk, and improve organizational understanding of data.
Average Rating: 4.0/5.0
Total Reviews: 16
AI-generated summary from verified user reviews
"Easy-to-Understand Diagrams That Keep Our Data Model Organized"
Rating: 5.0/5.0 stars
— Aniket P.
"All-in-One Data Modeling with a Helpful AI Assistant"
Rating: 4.0/5.0 stars
— Jeni J.
Data Catalog automatically crawls, profiles, organizes, links, and enriches all your metadata. Up to 80% of the information associated with the data is documented automatically and kept up-to-date through smart relationships and machine learning, continually delivering the most meaningful data to the user.
Average Rating: 4.2/5.0
Total Reviews: 12
AI-generated summary from verified user reviews
"Using Qlik Catalog to enhance your data reach"
Rating: 4.5/5.0 stars
— Fernando G.
"Qlik for Business Reporting & Analytics"
Rating: 4.5/5.0 stars
— Wajeeh R.
Pxier Event is a cloud-based banquet application software service designed to your event management needs, with features and functions to help you manage your events and business needs.
Average Rating: 4.4/5.0
Total Reviews: 19
AI-generated summary from verified user reviews
"Perfect for process orchestration and data quality"
Rating: 4.5/5.0 stars
— Pálmi S.
Rating: 4.5/5.0 stars
— Darri Rafn H.
CluedIn is the modern Master Data Management platform that accelerates the time it takes to prepare data for insight by up to 80%. Our zero-modeling, schemaless approach means that data stewards no longer need to spend time manually modeling, mapping and integrating their data, allowing the natural data model to emerge and evolve with your business. Not only does this save time and money, it also means that the quality of your data can improve by up to 50% in as little as six weeks. Our system integrates with over 27 Microsoft Azure Data and Analytics Services, including Purview and the Fabric suite. We were also the first MDM vendor to integrate with Azure OpenAI and to launch our own AI Assistant. With CluedIn, integrate data 60% faster, validate and deduplicate data 50% quicker, and raise analytics accuracy by 25%.
Average Rating: 4.1/5.0
Total Reviews: 12
AI-generated summary from verified user reviews
"The AI features are some of the best I have seen on the market. Quite fun to use as well."
Rating: 5.0/5.0 stars
— Goron M.
"Unveiling the Power of Data Collaboration: A Review of CluedIn"
Rating: 4.0/5.0 stars
— Verified User in Retail
MetaRouter is an enterprise-grade customer data infrastructure solution designed to help organizations manage and optimize their first-party data in a privacy-centric manner. This innovative platform is tailored for the AI era, enabling businesses to harness their data effectively while ensuring compliance with stringent privacy regulations. By utilizing server-side technology, MetaRouter empowers companies to take control of their data, enhancing both security and performance at scale. The target audience for MetaRouter includes large enterprises, particularly those in retail and e-commerce, that require robust data management solutions to support their marketing and personalization efforts. With a focus on privacy and compliance, MetaRouter is particularly beneficial for organizations that need to navigate complex regulatory environments while still leveraging their customer data for growth. The platform is designed to replace traditional, often fragile client-side tagging systems, providing a more secure and efficient foundation for data-driven initiatives. MetaRouter's key features include the ability to create AI-ready, consent-enforced data pipelines that facilitate real-time data processing and analytics. This capability allows organizations to implement advanced marketing strategies and personalized customer experiences without compromising on privacy. By ensuring that all data handling practices are compliant with regulations, MetaRouter not only protects customer information but also builds trust with consumers. The platform's architecture supports high performance and scalability, making it suitable for enterprises that handle large volumes of data. In addition to its core functionalities, MetaRouter stands out in its category by offering a private-cloud infrastructure that enhances data security and control. This approach mitigates the risks associated with third-party data handling and empowers organizations to maintain ownership of their data assets. As trusted by three of the top ten U.S. retailers, MetaRouter has proven its effectiveness in driving growth while adhering to the highest standards of privacy and compliance. By providing a comprehensive solution for customer data management, MetaRouter equips enterprises with the tools they need to thrive in a data-driven landscape.
Average Rating: 4.7/5.0
Total Reviews: 25
AI-generated summary from verified user reviews
"A foundational tool for collecting high quality and consented data"
Rating: 4.5/5.0 stars
— Matthew N.
Rating: 5.0/5.0 stars
— Adrian R.
Spectrum Discovery, a powerful predictive analytics solution, helps create a clear picture of your client and identify areas rife with opportunity - and it does it in 3D.
Average Rating: 4.5/5.0
Total Reviews: 12
AI-generated summary from verified user reviews
"Data handing was never so easy."
Rating: 4.0/5.0 stars
— Amrit A.
Rating: 5.0/5.0 stars
— Tony W.
DataHub is an event-driven AI and Data Context Platform designed to unify discovery, governance, and observability across an organization’s entire data estate. Unlike traditional data catalogs, DataHub Cloud offers real-time updates, automatic policy enforcement, and seamless integration with over 100 data sources. This ensures that organizations can maintain data quality, compliance, and AI-readiness at scale, addressing the complexities of modern data management. Targeted at data teams, governance professionals, and AI practitioners, DataHub serves a diverse audience that includes data engineers, analysts, data stewards, and compliance officers. The platform is particularly beneficial for organizations that require a centralized source of truth for all metadata across various environments, such as data warehouses, lakes, business intelligence platforms, machine learning systems, and AI agents. By consolidating data management processes, DataHub enhances collaboration and efficiency within data teams, enabling them to work more effectively. One of the standout features of DataHub is its automated data lineage tracking, which operates down to the column level. This capability allows teams to quickly assess the impact of any upstream changes, facilitating faster debugging of quality issues and helping to avert costly incidents before they escalate to production. Additionally, the platform employs AI-powered functionalities to manage repetitive tasks associated with metadata, such as documentation generation, intelligent glossary classification, and sensitive data tagging. This automation empowers data professionals to concentrate on higher-value activities, thereby increasing overall productivity. For data governance and compliance teams, DataHub offers robust tools for continuous policy enforcement, role-based access controls, and personally identifiable information (PII) detection. The platform is designed to support regulatory standards such as GDPR, HIPAA, and PCI, all while minimizing manual oversight. This ensures that organizations can maintain compliance without the burden of extensive manual processes. Furthermore, for AI and ML teams, DataHub provides the reliable data context essential for developing trustworthy AI agents and models, fostering innovation and improving outcomes. With backing from prominent investors like Bessemer Venture Partners, LinkedIn, and 8VC, DataHub has gained the trust of leading organizations, including Netflix, Visa, Slack, and Pinterest. This widespread adoption underscores the platform's effectiveness in transforming data operations and enhancing the overall data management landscape. For more information, visit datahub.com.
Average Rating: 4.4/5.0
Total Reviews: 8
AI-generated summary from verified user reviews
"Easy to use data Catalog tool"
Rating: 4.0/5.0 stars
— Siddharth N.
Rating: 4.5/5.0 stars
— Kessie M.
DryvIQ is the smarter way to get your content business-ready—and make your data work for you, not against you. With our platform, insights are instant, compliance is effortless, and every decision is powered by accurate information. Trusted by over 1,100 organizations, we partner with some of the world’s largest and most complex enterprises to manage massive data volumes with speed and scale. Our all-in-one intelligent data management platform continuously automates critical data quality and security controls across any unstructured data platform. By integrating with 40+ on-premises and cloud repositories, we're helping organizations tackle the complexities of unstructured content across their entire digital landscape by ensuring it's relevant, organized, cleansed, and secure. Category: Data Governance Software, Data Security Software, Content Management, Unstructured Data Management Primary Audience: Enterprise IT, data governance, security, and compliance teams Key Use Cases: Data classification, risk remediation, AI readiness, data lifecycle management, content platform modernization, secure migrations, large migrations Key Features & Benefits DryvIQ offers a prescriptive, use case-specific approach to control, protect, and safeguard content, leading to better outcomes of transformation initiatives, faster and effective generative AI & copilot adoption, and enhanced collaboration and intelligence across leading cloud and on-premises storage repositories, email, collaboration tools, and enterprise data applications. With DryvIQ, your unstructured data is: Relevant DryvIQ intelligently curates your content ecosystem to ensure that only the most relevant data is prioritized and accessible. Non-business, stale, or duplicative data is continuously archived or removed—eliminating noise and reducing storage costs. Whether you’re preparing content for AI model training or daily operational use, DryvIQ ensures your organization works with high-value, outcome-driven data. Organized DryvIQ automates classification and applies rich metadata based on the actual substance of content—not just surface-level file properties. Files are organized into appropriate taxonomies, moved to the correct locations, and continuously enriched with business-relevant metadata. This intelligent structuring provides the clarity needed for compliance, governance, and insight generation across your entire content estate. Cleansed DryvIQ applies redaction, encryption, and anonymization at the content level to protect sensitive information while preparing data for internal use, sharing, or AI initiatives. Whether safeguarding IP or ensuring privacy compliance, DryvIQ removes the risks associated with raw, unfiltered content—allowing your business to unblock AI implementations and move faster with confidence. Secure DryvIQ continuously audits and updates sharing permissions and access controls to ensure only the right users have access. The platform enforces rules in real time by modifying permissions, applying Microsoft Purview Information Protection (MPIP) labels, Box Shield, or DryvIQ Persistent labels, and quarantining exposed content when needed. The result? Reduced vulnerability and increased trust in your unstructured data. Why Customers Choose DryvIQ -Trusted by 1,100+ enterprise customers across some of the world’s largest and most complex enterprises -4.9/5 customer satisfaction rating and 79 enterprise Net Promoter Score (NPS), reflecting best-in-class support and user experience -Architected for multi-petabyte deployments, DryvIQ’s high-speed engine supports scans up to 300TB per day -Patented platform that leverages AI and machine learning to continuously automate the discovery, classification, and governance of unstructured data at scale -Connects directly to 40+ content repositories, giving you a unified view of all your data, plus the ability to seamlessly manage it across your entire content ecosystem -Backed by over a decade of experience solving the toughest unstructured data challenges See how DryvIQ’s intelligent data management platform transforms your unstructured data into relevant, organized, cleansed, and secure content for your AI-readiness and other business transformation initiatives.
Average Rating: 4.5/5.0
Total Reviews: 13
AI-generated summary from verified user reviews
Rating: 4.0/5.0 stars
— Verified User in Computer Software
"Rock Solid Performance, Robust API"
Rating: 5.0/5.0 stars
— Verified User in Higher Education
IBM® InfoSphere® Information Analyzer, a component of Information Server evaluates data quality and structure within and across heterogeneous systems. It utilizes a reusable rules library and supports multi-level evaluations by rule record and pattern. It also facilitates the management of exceptions to established rules. Analyzer helps identify data inconsistencies, redundancies and anomalies and makes inferences about the best choices for structure. Analyzing data is the primary purpose of Information Analyzer. Learn More: https://ibm.co/2MJE08X
Average Rating: 3.6/5.0
Total Reviews: 8
Rating: 4.0/5.0 stars
— Verified User in Banking
"Information Analyzer Critical Business Tool"
Rating: 4.5/5.0 stars
— Verified User in Health, Wellness and Fitness
IBM watsonx.data intelligence revolutionizes the way organizations curate, manage, and utilize data by leveraging the power of AI to simplify data delivery across hybrid ecosystems. IBM watsonx.data intelligence is a comprehensive solution that integrates capabilities such as data governance (formerly IBM Knowledge Catalog), data lineage (formerly IBM Manta Data Lineage), data sharing, and data quality management. It empowers organizations to discover, trust, and access meaningful data, providing consumers with reliable data products. Explore Demo Library - https://www.ibm.com/products/watsonx-data-intelligence/demo-library Start your free trial - https://dataplatform.cloud.ibm.com/registration/stepone?context=df&apps=all&uucid=1227cc9e37cb9292&preselect_region=true
Average Rating: 4.2/5.0
Total Reviews: 24
AI-generated summary from verified user reviews
"Intuitive Data Lineage Solution"
Rating: 4.5/5.0 stars
— srikanth c.
Rating: 4.0/5.0 stars
— Rahul C.
Okera, the universal data authorization company, helps modern, data-driven enterprises accelerate innovation, minimize data security risks, and enforce compliance with data privacy regulations. The Okera Dynamic Access Platform automatically enforces universal fine-grained access control policies. This allows employees, customers, and partners to use data responsibly, while protecting them from inappropriately accessing data that is confidential, personally identifiable, or regulated. Okera’s robust audit capabilities and data usage intelligence deliver the real-time and historical information that data security, compliance, and data delivery teams need to respond quickly to incidents, optimize processes, and analyze the performance of enterprise data initiatives. Okera began development in 2016 and now dynamically authorizes access to hundreds of petabytes of sensitive data for the world’s most demanding F100 companies and regulatory agencies. The company is headquartered in San Francisco and is backed by Bessemer Venture Partners, ClearSky Security, and Felicis Ventures. For more information, visit www.okera.com or contact info@okera.com.
Average Rating: 4.0/5.0
Total Reviews: 10
"Globally standardized marketing metadata was impossible until Okera."
Rating: 4.5/5.0 stars
— Daniel G.
Rating: 4.5/5.0 stars
— Rajeev T.
Audit & Analytics Services continuously scans corporate information regardless of type, source and volume to discover and alert of patterns, deviations and inconsistencies related to enterprise data and content. It helps to improve operational performance, strengthen internal controls, reduce occupational fraud and elevate compliance by automating business audit and reconciliation rules to deliver policy-driven results.
Average Rating: 4.6/5.0
Total Reviews: 7
AI-generated summary from verified user reviews
Rating: 5.0/5.0 stars
— Ayush M.
Rating: 5.0/5.0 stars
— Mohammad S.
Solidatus gives you trust in your data and confidence in your decisions. Get fast insights with dynamic discovery, game-changing visualization and the ability to sustainably govern your complex data landscape. By revealing hidden opportunities, threats and the impact of change, your Solidatus data blueprint will help you make the unknown known, so you can optimize your infrastructure, operate more efficiently and minimize risk.
Average Rating: 4.2/5.0
Total Reviews: 10
"Game-changer platform for data governance initiatives"
Rating: 4.5/5.0 stars
— CA Prashant S.
"Manage Your All Data And Visualize It With Solidatus"
Rating: 4.5/5.0 stars
— Kavya K.
ThinkData Works offers a data catalog platform designed to improve the process of connecting, managing, and sharing data. Cut costs and improve productivity with unique features for virtualizing entire data warehouses, managing custom metadata and templates, and monitoring data health in real time. The result is a centralized view of refined data that can be better leveraged to drive business outcomes — with access and governance controls that support observability and compliance. - Build automated connections to data from any source - Manage, observe, and govern data on a platform as user-friendly as it is powerful - Easily and securely share data to any users, organizations, or applications https://www.thinkdataworks.com
Average Rating: 4.6/5.0
Total Reviews: 14
Rating: 4.0/5.0 stars
— sanfiya p.
"A tool with amazing capabilities"
Rating: 5.0/5.0 stars
— Shreyansh J.
Lenses is the Developer Experience for enterprises to work with every Apache Kafka-based technology, in one place. Trusted by Europcar, Adidas, Daimler and Kandji, Lenses simplifies data streaming across hybrid and multi-cloud environments, giving engineers the autonomy to explore, integrate, and govern data -- and modernize their applications with ease: - Efficiently find, explore, process, integrate and govern streams with a data catalog, SQL studio and SQL stream processors - Confidently share, migrate and back up data streams across any cloud or environment with the Kafka to Kafka replicator - Lenses K2K - Reduce the manual burden of Kafka operations with Lenses AI Agents. Product Website www.lenses.io
Average Rating: 4.2/5.0
Total Reviews: 17
AI-generated summary from verified user reviews
"Using Lenses for years, pros and cons"
Rating: 4.0/5.0 stars
— Verified User in Apparel & Fashion
"Reliable tool for managing and searching data streams"
Rating: 4.5/5.0 stars
— Jose Manuel C.
