Total Products under this Category: 213
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)
Sponsored
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.
IBM® Information Governance Catalog is an interactive, web-based tool that allows users to explore, understand and analyze information. Users can create, manage and share a common business language, document and enact policies and rules and track the usage and consumption of data within a lineage report providing trusted information for compliance and insights. Learn More: https://ibm.co/2xmfLsK
Average Rating: 4.0/5.0
Total Reviews: 16
"Searching for assets inside Information Governance Catalog is easy"
Rating: 4.5/5.0 stars
— Gyuzel Z.
"Using IGC to build our Business Metadata Glossary"
Rating: 5.0/5.0 stars
— Verified User in Banking
Cloudera is the only hybrid data and AI platform company that large organizations trust to bring AI to their data anywhere it lives. Unlike other providers, Cloudera delivers a consistent cloud experience that converges public clouds, on-prem data centers, and the edge, leveraging a proven open-source foundation. As the pioneer in big data, Cloudera empowers businesses to apply AI and assert control over 100% of their data, in all forms, improving security, governance, and real-time and predictive insights. The world’s largest brands across all industries rely on Cloudera to transform decision-making and ultimately boost bottom lines, safeguard against threats, and save lives. The Cloudera data and AI platform includes: Cloudera AI: Deploy and scale any AI model, anywhere. Cloudera brings compute to governed data where it lives for Private AI anywhere by design. Complete control, security, and governance of mission-critical data, models, agents, and inference ensure faster sovereign AI deployments. Cloudera Data-in-Motion: Make fast decisions from real-time data anywhere. Move data with any structure from any source to any destination seamlessly across hybrid environments, enabling in-the-moment business-critical decisions by processing and analyzing real-time data anywhere, from the edge to AI, as business happens. Cloudera Open Data Lakehouse: Process any data, anywhere, for actionable insights. Make smart decisions with an open data lakehouse powered by Apache Iceberg that delivers trusted, reliable, and unified data to fuel agents, AI applications, and analytics, improving collaboration, breaking silos, and simplifying sharing. Cloudera Unified Data Fabric: Unify security and governance across the entire data estate. Move beyond fragmented data management: Break down silos and connect disparate data sources intelligently and securely to provide a unified view of all organizational data and centralized end-to-end control across complex hybrid data environments.
Average Rating: 4.1/5.0
Total Reviews: 131
AI-generated summary from verified user reviews
"Reliable Platform for Managing Large-Scale Data Pipelines"
Rating: 4.5/5.0 stars
— Paritosh C.
"Easy to Use, Reliable, and Great for Team Collaboration"
Rating: 4.0/5.0 stars
— Verified User in Computer Software
Awarded InsuranceERM's End User Computing (EUC) Risk Management Solution of the Year, Apparity helps efficiently manage EUC risk in one powerful platform backed by phenomenal customer support. Apparity is designed to reliably identify, inventory, risk assess and control the end user applications that support your most critical business processes. This includes spreadsheets, models, databases, programming language scripts, BI tools and more.
Average Rating: 4.7/5.0
Total Reviews: 16
AI-generated summary from verified user reviews
"Apparity has been a great software for our Model Risk Management needs!"
Rating: 5.0/5.0 stars
— Verified User in Banking
"Modernized version of EUCA Management"
Rating: 4.0/5.0 stars
— Verified User in Banking
CampaignTrackly helps marketing teams eliminate broken UTM tracking, inconsistent campaign naming, and misclassified traffic before it corrupts analytics and reporting. Instead of manually building campaign URLs in spreadsheets or ad-hoc tools, CampaignTrackly automates campaign metadata governance so every link is standardized, compliant, and analytics-ready. This ensures accurate attribution across platforms like Google Analytics 4 and Adobe Analytics. Why Teams Choose CampaignTrackly 1. Eliminate Broken Campaign Tracking Most marketing teams rely on spreadsheets or manual UTM builders, which leads to inconsistent naming, missing parameters, and misclassified traffic. CampaignTrackly enforces tagging rules automatically so every campaign link follows the same standard. 2. Build Campaign Links in Seconds Generate fully compliant campaign links instantly using templates, presets, and automated tag generation—saving hours of manual work. 3. Centralize Campaign Assets in One Platform CampaignTrackly combines UTM builders, short links, QR codes, templates, tag libraries, and campaign governance in one workspace. 4. Improve Data Integrity Across GA4 and Adobe Campaign metadata is standardized before it reaches analytics platforms, improving attribution accuracy and reporting reliability. 5. Automate Campaign Workflows CampaignTrackly integrates with marketing tools and APIs so campaign data flows automatically across platforms. What Makes CampaignTrackly Different Most tools generate campaign links. CampaignTrackly governs campaign metadata. Instead of simply creating URLs, the platform enforces campaign standards and ensures metadata consistency across marketing channels. Integrations & Automation CampaignTrackly connects with 100+ marketing, analytics, and productivity platforms through its automation integration layer, allowing campaign metadata to flow automatically across tools. This enables marketing teams to eliminate manual copying of UTM parameters and destination URLs between platforms and to automate campaign tracking workflows. Examples include integrations with: • Salesforce • WorkFront • Marketo • Google Analytics 4 • other project management and marketing workflow platforms Free GA4 Campaign Data Integrity Audit CampaignTrackly’s GA4 Integrity Audit analyzes your campaign metadata and exposes hidden attribution risks that most teams do not realize exist. In seconds, the system scans campaign traffic patterns, tagging structures, and parameter usage to surface issues that typically take analysts days to discover manually. The audit provides: • A complete visibility report of campaign tagging issues across your GA4 data • Identification of missing, inconsistent, or invalid campaign parameters • Detection of misclassified paid traffic and attribution distortions • Discovery of duplicate or fragmented campaign naming structures • Analysis of source and medium taxonomy inconsistencies • An overall Campaign Metadata Integrity Score Beyond identifying problems, the audit generates clear, actionable recommendations so teams know exactly what needs to be fixed and how to correct it. Run the audit here: https://www.campaigntrackly.com/run-a-free-marketing-data-integrity-audit/
Average Rating: 4.7/5.0
Total Reviews: 33
AI-generated summary from verified user reviews
"Effortless Campaign Link Management & Tracking"
Rating: 5.0/5.0 stars
— Dr. Risha K.
"Intuitive Dashboard That Simplifies UTM Campaign Tracking"
Rating: 4.5/5.0 stars
— Arpit S.
dScribe is the easiest way to embed documentation directly inside all of your browser-based systems. 80+ companies are already relying on dScribe to speed up user onboarding and increase adoption & understanding of their systems. Typical use cases include reports, ERP systems, CRM and custom-built applications. Try it yourself - dScribe is free to use up to 10 users. dScribe supports popular platforms like Microsoft Power BI, Tableau, SAP S/4HANA, Microsoft Dynamics365… Using the underlying AI-powered graph database, dScribe is also ideally suited to document business definitions, automatically suggesting and adding relations. Central to dScribe is how easy it is to get started: it takes under 3 minutes to document your first definitions or pages. Visit the website to get started! Concerned about security? Learn why dScribe does not need to integrate or store your systems' data by watching this video: https://www.youtube.com/watch?v=zw3Tfzqmjm0
Average Rating: 4.8/5.0
Total Reviews: 15
AI-generated summary from verified user reviews
"Never had a better view on our reporting products."
Rating: 4.5/5.0 stars
— Yannis K.
"This tool is amazing if you want to join Knowledge Management and Business Intelligence"
Rating: 5.0/5.0 stars
— Raimundo M.
Netwrix Access Analyzer helps organizations collect and analyze the data they need to answer their most difficult questions in the management and security of their critical IT infrastructure, data, and applications. Unlike point-products designed to address only a single need, Netwrix Access Analyzer is a true framework. With preconfigured solutions to address your most common requirements, as well as an extensive toolset for you to create solutions of your own, Netwrix Access Analyzer remains relevant even when your requirements change. Strict audit regulations like PCI DSS, HIPAA, SOX, and others, require organizations to know who has access to certain types of data, what they’re doing with it, and how users were granted that access. Couple that with the threat of insider theft and data loss, and risky conditions like Open Access in the File System and SharePoint, and today’s IT administrators need help! KEY FEATURES & BENEFITS - Preconfigured Solution Sets – Netwrix Access Analyzer contains out-of-the-box, ready to run Solution Sets aligning to Data Access Governance for Unstructured and Structured Data, Active Directory Management and Security, OS-level Auditing and Governance, and more. - Process Automation – Netwrix Access Analyzer seamlessly ties together disparate processes, creating fully automated solutions that save time, avoid unnecessary costs, and alleviate burden on IT. - Governance – Not all the data you need can be obtained from a system or application. Netwrix Access Analyzer provides both simple and sophisticated methods of retrieving and incorporating end-user feedback into the data analysis and decision-making process, including Entitlement Reviews, Self-Service Access Requests, and more. - Technology Integration – Netwrix Access Analyzer can push and pull data to and from dozens of technologies (including home-grown systems) to enhance the value of existing and future technology investments. - Consolidated Reporting – Netwrix Access Analyzer can report on any available dataset, enabling organizations to automate a multitude of reporting tasks, as well as view all of their reports in a single pane of glass.
Average Rating: 4.3/5.0
Total Reviews: 26
"Security and integrity for your data and information"
Rating: 4.5/5.0 stars
— Kent Y.
Rating: 4.5/5.0 stars
— Tom M.
Compliance Manager GRC reduces IT risk by ensuring compliance with government or industry standards, as well as with the IT requirements included in any business contract, insurance policy, or your own IT security policies and procedures. Automated Compliance Process. Automates data gathering, issue management and the documentation required for any internal or external auditor through a web-based portal that's accessible from anywhere at any time from any computer. Continuous, Automated Compliance Monitoring. Move beyond point-in-time assessments. Compliance Monitor runs in the background, continuously scanning and verifying endpoint configurations to ensure real-time compliance with CIS Benchmarks and regulatory frameworks. Risk Manager. Gain a clear, up-to-date view of IT security, data security and compliance risks in one place. Quickly identify vulnerabilities and gaps before they become serious issues. Automate risk identification, assign priorities and generate Plans of Action and Milestones (POAM) to focus efforts on the most critical security and compliance risks. Eliminate guesswork with an intuitive risk dashboard that highlights key risks and recommended actions, empowering IT teams to make informed decisions quickly and effectively. Customized governance and compliance management. Manage multiple compliance standards at the same time in one centralized platform. Work from built-in compliance templates that you can modify or build your own standards from scratch with your specific controls and procedures. Dynamic reports and documentation. Automatically generates comprehensive evidence of compliance in the event of an audit. Instantly produce up-to-date policies and procedures manuals, risk analysis reports, plans of action and supporting documents. Track common controls across multiple standards. Eliminate duplication of effort managing the same control for multiple requirements in different standards. Customizable libraries of controls and requirements. Large libraries of controls and requirements are included. You can easily modify them to create your own standards. Built-in end user training, tracking and reporting Train and test users on IT security awareness to reduce risk. Track and report on user training participation and attestation to policy documents.
Average Rating: 4.1/5.0
Total Reviews: 118
AI-generated summary from verified user reviews
"Compliance Manager provides a great framework for compliance audits!"
Rating: 5.0/5.0 stars
— Matthew H.
"Compliance Manager = Comprehensive Compliance"
Rating: 5.0/5.0 stars
— Shawn D.
Secoda is an AI-powered data governance platform designed to help organizations explore, understand, and utilize their data effectively. By providing a comprehensive platform that connects to 75+ data sources, pipelines, warehouses, and visualization tools, Secoda aims to create a unified source of truth for businesses. This functionality is particularly valuable for organizations looking to enhance their self-serve analytics, streamline operations, and improve decision-making. Targeted at data teams, business stakeholders, and organizations of all sizes, Secoda serves as an essential tool for those who need to manage and interpret large volumes of data. Its user-friendly interface ensures that individuals with varying levels of technical expertise can leverage the platform to gain actionable insights. Companies such as Vanta, Cardinal Health, ID.me, and Dialpad have adopted Secoda to monitor the health of their data ecosystems, enhance the efficiency of their data teams, and scale AI readiness. One of Secoda’s core advantages is its ability to unify data cataloging, enterprise governance, and observability into a single, streamlined platform. This consolidation not only reduces the overhead of managing multiple tools but also powers Secoda AI with rich, connected context, enabling teams to focus on insights instead of infrastructure. Secoda automates key data management tasks including documentation, tagging, glossary term creation, and policy creation. This automation enables users to quickly discover and access relevant data and insights without extensive manual effort. By streamlining these processes, Secoda not only saves valuable time but also empowers teams to make confident, data-driven decisions based on current, well-organized information, ultimately driving better business outcomes. Overall, Secoda stands out in the data management landscape by offering a comprehensive, AI-driven solution that caters to the needs of both technical and non-technical users. Its ability to create a single source of truth, coupled with its integration of multiple functionalities into one platform, positions it as a valuable asset for organizations aiming to harness the full potential of their data.
Average Rating: 4.5/5.0
Total Reviews: 55
AI-generated summary from verified user reviews
"Making real progress with metadata, lineage, documentation and AI use cases"
Rating: 4.5/5.0 stars
— Verified User in Financial Services
"Secoda offers great integration with Snowflake, dbt, Tableau for Data Cataloging and AI assistance"
Rating: 5.0/5.0 stars
— Surya Kant M.
Validio helps Fortune 2000 enterprises and leading tech companies like Nordea, AllianceBernstein, Walden, Point Predictive, and Truecaller improve the reliability of their analytical and operational data. Validio's AI-powered platform automatically monitors and validates both data and business KPIs, surfacing issues in real-time. This enables confident data-driven decision making across business domains such as user experiences, personalization, growth, and product development.
Average Rating: 5.0/5.0
Total Reviews: 16
AI-generated summary from verified user reviews
Rating: 5.0/5.0 stars
— Verified User in Computer Software
Rating: 4.5/5.0 stars
— Ratiu V.
Informatica Data Quality is a comprehensive solution designed to help organizations ensure their data is accurate, complete, and reliable. By automating critical data quality tasks, it enables businesses to trust their data for analytics, decision-making, and customer engagement. This tool supports data cleansing, standardization, validation, and enrichment across various data sources and platforms, ensuring consistency and reliability throughout the data lifecycle. Key Features and Functionality: - Data Discovery and Profiling: Allows users to profile data and perform iterative analysis to identify relationships and detect quality issues. - Rich Set of Transformations: Offers capabilities such as standardization, validation, enrichment, and de-duplication to transform data effectively. - Reusable Rules and Accelerators: Provides prebuilt business rules and accelerators that can be reused to maintain consistent data quality standards. - Integrated Data Governance: Ensures data quality is applied automatically with integrated data governance and cataloging. - AI-Powered Automation: Utilizes AI to streamline data quality processes, enhancing productivity and efficiency. Primary Value and Solutions Provided: Informatica Data Quality addresses the challenge of maintaining high-quality data across an organization. By automating data quality tasks, it reduces manual effort and minimizes errors, leading to more accurate analytics and informed decision-making. The solution ensures that data is clean, complete, and free of duplicates, which is essential for reliable business insights. Additionally, by standardizing and validating data, organizations can deliver more relevant and personalized customer experiences, thereby enhancing customer engagement and satisfaction.
Average Rating: 4.5/5.0
Total Reviews: 11
AI-generated summary from verified user reviews
"Highly Customizable with Powerful Rules, But Requires Time to Learn"
Rating: 4.0/5.0 stars
— Ajay V.
Rating: 5.0/5.0 stars
— Rajkumar Shaukhlal G.
Metric Insights’ Business Intelligence Portal integrates all your BI tools, reporting, and metrics into a consolidated catalog of governed and certified assets. Drive engagement with BI by making it simple and practical for users to find, trust, and consume data.
Average Rating: 4.2/5.0
Total Reviews: 10
AI-generated summary from verified user reviews
"Awesome Tool For Data Analysis and Visualisation"
Rating: 4.0/5.0 stars
— Sujeet A.
Rating: 4.5/5.0 stars
— John V.
Privacy1 is a software company in Stockholm and London that develops technologies for practical management of personal data. Our mission is to be an enabler to make data protection easier and accessible to all sizes of business and organisations. Our zero trust privacy solution allow you to secure protect the actual personal data in your environment that helps you prevent breach and control data flows to cross border processors. Our GDPR compliance suite provides all the components that businesses need as standard including data mapping, Pre DPIA, Full Impact assessment, Cookie Management, Privacy Policy management and Governance. Our Privacy Navigator is unique and will help you identify risks, compliance gaps and holes in your privacy stance across the business, it gives you a plan to resolve them and a platform to iteratively improve maturity and show accountability, even if you are not a GDPR expert. With a vision to provide solutions to help companies and governments protect personal data, manage their compliance and demonstrate accountability to ensure they can fulfil their privacy promises and meet regulatory obligations. Privacy1 is about building trust through better data privacy practises and technology for the advantage of all.
Average Rating: 4.4/5.0
Total Reviews: 87
Rating: 4.5/5.0 stars
— Chinmay B.
"Best product in the market and Highly recommended"
Rating: 4.0/5.0 stars
— Nagraj T.
Aware is an enhanced system designed to simplify test construction, administering assessments, and analyzing student progress.
Average Rating: 4.3/5.0
Total Reviews: 16
AI-generated summary from verified user reviews
Rating: 4.5/5.0 stars
— Aimee I.
Rating: 4.5/5.0 stars
— Verified User in Education Management
AnalyticsCreator is a data warehouse automation (DWA) software solution that helps data engineers design, build, and maintain enterprise data warehouses and analytical data products using a metadata-driven development approach. The software is used by data engineering and analytics teams that need to integrate data from multiple operational systems and transform it into structured models for reporting, analytics, and business intelligence. Instead of writing large amounts of manual SQL code, engineers define data structures, mappings, and transformation logic in AnalyticsCreator. The software then automatically generates the required database objects, pipelines, and other technical artifacts needed to implement the data warehouse. AnalyticsCreator is commonly used in environments where data needs to be consolidated from SAP systems, relational databases, and other enterprise applications. The generated structures and pipelines support the creation of governed analytical models that can be used by BI tools and reporting platforms. The approach helps teams standardize development patterns while still allowing engineers to add custom SQL logic when specific transformations or calculations are required. Typical use cases include: Building and maintaining enterprise data warehouses Integrating and transforming data from SAP and other operational systems Automating ELT pipeline and transformation development Creating analytical data products for reporting and BI Understanding data lineage and change impact across the warehouse Key capabilities include: Metadata-driven automation for generating SQL objects, transformations, and deployment artifacts Support for common data warehouse modeling approaches, including dimensional models Integration with enterprise data sources, including SAP systems and relational databases Automated generation of orchestration pipelines, including Azure Data Factory Built-in lineage visualization to understand dependencies and downstream impacts Integration with version control and CI/CD workflows such as GitHub and Azure DevOps Automated technical documentation for architecture and governance purposes Organizations use AnalyticsCreator to automate repetitive data engineering work while maintaining transparency into how data pipelines, transformations, and analytical models are defined and deployed.
Average Rating: 4.3/5.0
Total Reviews: 14
Rating: 4.5/5.0 stars
— Virajitha P.
"Automates Data Management and Supports Seamless Integration"
Rating: 4.5/5.0 stars
— Denise M.
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.
