Best Enterprise Data Governance Tools - Page 2

How Many Data Governance Tools Products Does G2 Track?

Total Products under this Category: 246

Category Stats (Nov 2026)

  • Average Rating: 4.46/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: DataBuck (+12.18%) - Among all products in this category, DataBuck recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Data Governance Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,100+ Authentic Reviews
  • 246+ 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 Governance Tools

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

Highlighted products: Databricks, Snowflake, Varonis Data Security Platform, Data 360 (formerly Salesforce Data Cloud), AvePoint Confidence Platform, IBM watsonx.data, Securiti, and Atlan.

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=varonis-data-security-platform&focus%5B%5D=data-360-formerly-salesforce-data-cloud&focus%5B%5D=avepoint-confidence-platform&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=securiti&focus%5B%5D=atlan&segment=enterprise)

SAS Viya

SAS Viya is a software designed to help organizations build, deploy, and scale explainable AI that drives trusted, confident decisions across the full data and AI lifecycle. The software provides data management, advanced analytics, model governance, and decisioning capabilities by leveraging a cloud-native architecture with built-in lineage, auditability, and continuous monitoring. It automates model lifecycle management including monitoring and retraining and reduces risk through governance-by-design controls applied consistently across data, models, and decisions. SAS Viya addresses the challenge of moving AI from experimentation to production by delivering explainable, auditable outcomes that satisfy both business stakeholders and regulators. The software supports use cases including statistical analysis, machine learning operationalization, and governed AI deployment across flexible cloud-native environments spanning pharmaceuticals, banking, and other regulated industries.

Average Rating: 4.3/5.0

Total Reviews: 793

How Do G2 Users Rate SAS Viya?

  • Roles Management: 8.5/10 (Category avg: 8.8/10)
  • Data Discovery: 8.6/10 (Category avg: 8.8/10)
  • Ease of Use: 8.2/10 (Category avg: 8.7/10)

Who Is the Company Behind SAS Viya?

  • Seller: SAS Institute
  • Company Website:
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • Twitter: @SASsoftware
    60,863 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    15,122 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Student, Biostatistician
  • Top Industries: Pharmaceuticals, Banking
  • Company Size: 34% Small, 33% Large

What Do G2 Reviewers Say About SAS Viya?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use in SAS Viya, enhancing data visualization and decision-making for businesses.
  • Users appreciate the advanced analytical capabilities of SAS Viya, making data analysis and decision-making more efficient.
  • Users value the sophisticated analytical capabilities of SAS Viya, enhancing decision-making and insights from diverse data sources.
  • Users value the end-to-end data lifecycle tooling in SAS Viya, enhancing insights and strategic decision-making capabilities.
  • Users commend SAS Viya for its user-friendly interface, making complex analytics accessible to individuals of all skill levels.
Cons
  • Users find SAS Viya difficult for non-technical users to navigate, impacting ease of access to reports and dashboards.
  • Users find the learning curve challenging, especially for non-technical individuals navigating reports and dashboards.
  • Users find the visualization complexity of SAS Viya challenging, especially for those without technical expertise.
  • Users find the difficult learning curve for SAS Viya challenging, especially for non-technical users attempting to access features.
  • Users find the expensive pricing of SAS Viya a potential barrier, complicating their decision-making process.

What Are Recent G2 Reviews of SAS Viya?

What Are G2 Users Discussing About SAS Viya?

Claravine

Claravine is the marketing data governance and data standards platform that helps enterprise brands build a marketing data center of excellence — and serves as the governance layer for agentic AI workflows across the modern marketing stack. In today's AI-driven, multi-channel ecosystem, marketing teams struggle with broken attribution, inconsistent campaign taxonomy, poor data quality, and ungoverned automation. Claravine solves this by establishing a centralized layer of data standards and metadata governance — so every campaign, channel, AI agent, and touchpoint operates from a single source of truth. Campaign Data Governance — Claravine automates UTM parameter management, enforces campaign naming conventions, and standardizes tracking templates across your entire paid media, organic, and owned channel mix. Marketing operations, media planning, and analytics teams get clean, consistent data — without manual cleanup. The Governance Layer for Agentic AI — As marketing teams adopt agentic AI workflows for content creation, media buying, and campaign execution, ungoverned automation creates new risks for data quality and attribution. Claravine acts as the governance and compliance layer that ensures every AI-generated action — from tagging to creative deployment — adheres to your organization's data standards. Claravine is the infrastructure that makes AI-powered marketing operations scalable and trustworthy. Content & Creative Intelligence: Content ID — Assigns a unique, AI-generated identifier to every creative asset, enabling cross-channel performance tracking and connecting creative decisions to business outcomes Smart Correct — Uses AI to automatically detect, flag, and correct taxonomy errors and metadata inconsistencies before they corrupt your reporting Marketing Data Center of Excellence Claravine gives enterprise organizations the process and platform framework to build a true marketing data center of excellence — aligning marketing ops, analytics, IT, and media teams around shared data standards, governance workflows, and a unified metadata layer. With 25+ integrations, including Adobe Analytics, Chrome Browser Extension, Google Analytics 4, Snowflake, Salesforce, every available social media channel, and major DSPs, Claravine connects your standards to your entire martech ecosystem. Who uses Claravine: Enterprise marketing operations leaders, digital analytics teams, media planners, and data governance managers at brands running complex, multi-channel paid media and content programs. Results: Customers report up to 80% reduction in manual data work and 5X ROI by eliminating the downstream cost of bad data and ungoverned workflows.

Average Rating: 4.6/5.0

Total Reviews: 53

How Do G2 Users Rate Claravine?

  • Roles Management: 9.2/10 (Category avg: 8.8/10)
  • Data Discovery: 6.7/10 (Category avg: 8.8/10)
  • Compliance Management: 9.4/10 (Category avg: 8.9/10)
  • Ease of Use: 8.9/10 (Category avg: 8.7/10)

Who Is the Company Behind Claravine?

  • Seller: Claravine
  • Company Website:
  • Year Founded: 2012
  • HQ Location: Provo, Utah
  • Twitter: @claravinesocial
    952 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    68 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 57% Large, 26% Medium

What Are Recent G2 Reviews of Claravine?

What Are G2 Users Discussing About Claravine?

DataGalaxy

Founded in France and rapidly expanding across Europe and the United States, DataGalaxy is trusted by over 200 global enterprises, including Dior, Airbus, and SwissLife. The company is committed to driving data culture and literacy by helping organizations deliver metadata to the agents and value to the people. The platform emphasizes the importance of metadata, ensuring that all stakeholders have access to the necessary context and information to make informed decisions. The platform features two primary products: DataGalaxy Catalog and DataGalaxy Portfolio. DataGalaxy Catalog serves as a comprehensive metadata repository, providing users with the context needed to build trust in their data assets while ensuring compliance with relevant regulations. This centralized hub allows organizations to manage their metadata efficiently, making it easier for teams to find, understand, and leverage data for strategic initiatives. On the other hand, DataGalaxy Portfolio acts as a value management tool that tracks the ROI impact of data and AI initiatives on business performance. It enables organizations to track and demonstrate the value created from their data investments, fostering alignment from C-level executives all the way through to business stakeholders. By visualizing the outcomes of data-driven projects, DataGalaxy Portfolio helps organizations prioritize their efforts and allocate resources effectively, ensuring that data initiatives are aligned with business objectives. Targeted towards enterprises looking to enhance their data governance and management practices, DataGalaxy is particularly beneficial for organizations operating in complex environments where data is abundant but underutilized. By integrating data governance with business strategy, DataGalaxy stands out in its category as a solution that not only addresses the technical aspects of data management but also emphasizes the human element of data utilization. This holistic approach ensures that organizations can maximize the value of their data assets while fostering collaboration across teams, ultimately driving better business outcomes.

Average Rating: 4.8/5.0

Total Reviews: 63

How Do G2 Users Rate DataGalaxy?

  • Roles Management: 8.7/10 (Category avg: 8.8/10)
  • Data Discovery: 9.3/10 (Category avg: 8.8/10)
  • Compliance Management: 9.1/10 (Category avg: 8.9/10)
  • Ease of Use: 9.5/10 (Category avg: 8.7/10)

Who Is the Company Behind DataGalaxy?

  • Seller: DataGalaxy
  • Company Website:
  • Year Founded: 2015
  • HQ Location: Lyon, Rhone-Alpes
  • Twitter: @DataGalaxy
    864 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    96 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Insurance, Banking
  • Company Size: 54% Large, 43% Medium

What Do G2 Reviewers Say About DataGalaxy?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of DataGalaxy, finding it simple to implement and customize for various profiles.
  • Users value the easy integration of DataGalaxy with primary data tools, enhancing their data infrastructure effortlessly.
  • Users commend the user-friendly interface of DataGalaxy, enhancing their ability to visualize complex data lineages easily.
  • Users appreciate the seamless collaboration in DataGalaxy, enabling effective teamwork and unified data management across teams.
  • Users value the automation features of DataGalaxy, enhancing efficiency and simplifying metadata management across their organization.
Cons
  • Users note limited functionality in DataGalaxy, citing the need for better management capabilities and usability improvements.
  • Users find the user interface not intuitive and seek improvements for better functionality and usability.
  • Users find the missing features of DataGalaxy, especially in automation and policy management, limiting their experience.
  • Users point out the product immaturity of DataGalaxy, noting its interface and functions need further development.
  • Users find the interface not intuitive and face challenges with unrefined functions and metadata import connectors.

What Are Recent G2 Reviews of DataGalaxy?

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SAP Master Data Governance (MDG)

SAP Master Data Governance (MDG) is a software designed to facilitate the centralized or decentralized management of master data across an enterprise system landscape. The software provides data validation, quality checks, and governance framework capabilities by leveraging tight integration with existing SAP data models, business logic, and validation frameworks. It automates master data creation, modification, and distribution workflows and reduces data redundancy and errors through standardized quality controls. SAP Master Data Governance (MDG) addresses data consistency and compliance challenges by providing a unified view of customer, vendor, and product data while supporting open integration with third-party systems. The software supports use cases including master data consolidation, regulatory compliance, and cross-departmental data governance for industries such as finance, manufacturing, and retail.

Average Rating: 4.4/5.0

Total Reviews: 242

How Do G2 Users Rate SAP Master Data Governance (MDG)?

  • Roles Management: 8.8/10 (Category avg: 8.8/10)
  • Data Discovery: 9.1/10 (Category avg: 8.8/10)
  • Compliance Management: 8.5/10 (Category avg: 8.9/10)
  • Ease of Use: 8.6/10 (Category avg: 8.7/10)

Who Is the Company Behind SAP Master Data Governance (MDG)?

  • Seller: SAP
  • Year Founded: 1972
  • HQ Location: Walldorf
  • Twitter: @SAP
    297,052 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP

Who Uses This Product?

  • Who Uses This: Consultant, SAP MDG Consultant
  • Top Industries: Information Technology and Services, Pharmaceuticals
  • Company Size: 55% Large, 33% Medium

What Do G2 Reviewers Say About SAP Master Data Governance (MDG)?

AI-generated summary from verified user reviews

Pros
  • Users find SAP MDG user-friendly and streamlined, simplifying data management and enhancing master data organization.
  • Users appreciate the centralization and efficiency of SAP MDG, enhancing master data management across systems.
  • Users value the high data quality maintained by SAP MDG, ensuring organized master data and reducing discrepancies.
  • Users appreciate the data accuracy of SAP MDG, ensuring high-quality, centralized, and compliant master data management.
  • Users appreciate the centralization of data in SAP MDG, enhancing efficiency and control over master data management.
Cons
  • Users find SAP MDG's complex setup challenging, requiring extensive time and effort for configuration and customization.
  • Users find the complex implementation of SAP MDG time-consuming and challenging, hindering initial setup and customization.
  • Users face complexity in configuration and a steep learning curve, which can hinder effective use of SAP MDG.
  • Users experience data management issues with SAP MDG, including duplicate handling, slow performance, and high setup costs.
  • Users find SAP MDG to be expensive for its perceived simplicity, preferring more cost-effective solutions instead.

What Are Recent G2 Reviews of SAP Master Data Governance (MDG)?

What Are G2 Users Discussing About SAP Master Data Governance (MDG)?

Satori Data Security Platform

Satori is a Data Security Platform (DSP) that enables self-service data and analytics. Unlike the traditional manual data access process, with Satori, users have a personal data portal where they can see all available datasets and gain immediate access to them. Satori’s DSP dynamically applies the appropriate security and access policies, and the users get secure data access in seconds instead of weeks. Satori’s comprehensive DSP manages access, permissions, security, and compliance policies - all from a single console. Satori continuously discovers sensitive data across data stores and dynamically tracks data usage while applying relevant security policies. Satori enables data teams to scale effective data usage across the organization while meeting all data security and compliance requirements.

Average Rating: 4.7/5.0

Total Reviews: 87

How Do G2 Users Rate Satori Data Security Platform?

  • Roles Management: 9.7/10 (Category avg: 8.8/10)
  • Data Discovery: 9.7/10 (Category avg: 8.8/10)
  • Compliance Management: 9.5/10 (Category avg: 8.9/10)
  • Ease of Use: 9.2/10 (Category avg: 8.7/10)

Who Is the Company Behind Satori Data Security Platform?

  • Seller: Commvault
  • Company Website:
  • Year Founded: 1996
  • HQ Location: Eatontown, New Jersey, United States
  • Twitter: @Commvault
    64,666 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,551 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Computer Software, Computer & Network Security
  • Company Size: 54% Medium, 26% Large

What Do G2 Reviewers Say About Satori Data Security Platform?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use of Satori Data Security Platform allows for seamless setup and management of data security.
  • Users value Satori for its practical and powerful data security, enabling results delivery without compromise.
  • Users appreciate the granular data access control in Satori, which enhances authority and security efficiently.
  • Users appreciate the detailed data access control of Satori, enabling granular control based on authority and necessity.
  • Users find that Satori provides simplified data security management, enhancing access control and data protection effectively.
Cons
  • Users find the complexity of policy enforcement challenging, especially with diverse datasets and user/role combinations.
  • Users find the complexity for small teams challenging due to diverse datasets and policy enforcement requirements.
  • Users experience occasional slow performance during large queries, requiring planning and resources for optimal functionality.
  • Users consider the pricing to be high, feeling it could be more affordable, especially for smaller teams.
  • Users indicate that improvement is needed in Satori Data Security Platform's resource management and AI accuracy.

What Are Recent G2 Reviews of Satori Data Security Platform?

Odaseva

Odaseva delivers the strongest data security solution for enterprises running on Salesforce, safeguarding confidentiality and integrity of critical business information. The Odaseva Enterprise Data Security Platform ensures business continuity, regulatory compliance, and powerful protection against threats to Salesforce data. It is designed and built specifically to solve the complex challenges of large-scale global organizations. Odaseva’s integrated suite of security products features Zero Trust architecture and real-time processing that not only meets but anticipates the stringent demands of global compliance. We provide businesses with the tools to prove recovery readiness, streamline precise data restoration, and leverage tools that protect the integrity and availability of critical data. With Odaseva, enterprises can confidently navigate the evolving data security landscape, ensuring that operations remain uninterrupted and aligned with regulatory standards.

Average Rating: 4.5/5.0

Total Reviews: 44

How Do G2 Users Rate Odaseva?

  • Roles Management: 9.1/10 (Category avg: 8.8/10)
  • Data Discovery: 9.0/10 (Category avg: 8.8/10)
  • Compliance Management: 9.3/10 (Category avg: 8.9/10)
  • Ease of Use: 8.6/10 (Category avg: 8.7/10)

Who Is the Company Behind Odaseva?

  • Seller: Odaseva.com
  • Year Founded: 2012
  • HQ Location: San Francisco, California
  • Twitter: @odaseva
    517 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    147 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services, Insurance
  • Company Size: 66% Large, 27% Medium

What Do G2 Reviewers Say About Odaseva?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Odaseva, finding backup and recovery processes straightforward and efficient.
  • Users value the easy restore capability of Odaseva, facilitating quick and efficient data recovery and management.
  • Users appreciate the scheduling flexibility of Odaseva, enabling efficient backup management and planning at a glance.
  • Users value the scalable backup solution of Odaseva, praising its simplicity in recovery processes.
  • Users value the scalable backup solution of Odaseva, which provides a straightforward recovery process.
Cons
  • Users find the initial setup complex, resulting in a lengthy and challenging process before using Odaseva effectively.
  • Users note that Odaseva could offer a more competitive cost compared to other partners in the market.
  • Users express concerns about dependency issues due to insufficient enablement content, relying heavily on support for assistance.
  • Users find the difficult setup of Odaseva to be time-consuming and frustrating during initial use.
  • Users feel that Odaseva's pricing is expensive compared to other partners in the market.

What Are Recent G2 Reviews of Odaseva?

What Are G2 Users Discussing About Odaseva?

EBX

EBX®, formerly TIBCO EBX, is a model-driven, multi-domain master data management (MDM) platform developed by ON EBX™, a Cloud Software Group business unit. It helps organizations govern master data, reference data, hierarchies, metadata, and data products in one unified environment, creating trusted data foundations for analytics, operational applications, automation, and AI. Unlike fragmented data-management toolsets, EBX brings data modeling, stewardship, workflow, data quality, hierarchy management, security, versioning, audit, and integration together in a single, configurable platform. Key Benefits of EBX Unified, multi-domain data management Manage master data, reference data, metadata, hierarchies, and relationships across multiple business domains. Establish consistent, trusted data for operational systems, analytics, regulatory reporting, and AI. Support customer, supplier, product, location, finance, organization, and other enterprise data domains on one platform. Model-driven and configurable EBX uses a “what you model is what you get” approach to generate data-driven applications directly from governed data models. Configure data models, workflows, business rules, user experiences, permissions, and data services without building every capability from scratch. Adapt quickly as business requirements, regulations, and operating models evolve. Built-in governance and stewardship Provide business users and data stewards with intuitive tools to search, create, review, compare, approve, and govern data. Coordinate changes through configurable workflows, ownership, validation, and approval processes. Maintain history, lineage, versioning, and a complete audit trail of data changes. Trusted data for better decisions Improve the accuracy and consistency of reports, dashboards, analytical models, and AI applications. Reduce reconciliation effort by establishing governed definitions, hierarchies, relationships, and golden records. Increase confidence in the data used across business and technology teams. Enterprise security and control Protect sensitive information through granular permissions and role-based access controls. Support governance requirements such as approval controls, encryption, masking, auditability, and separation of duties. Apply security and governance consistently across domains, datasets, workflows, and services. Business-friendly collaboration Enable business users, data stewards, analysts, developers, and IT teams to work together through a browser-based experience. Give accountable business teams control over shared data while IT maintains enterprise architecture, security, and integration standards. Promote adoption through self-service access, configurable interfaces, and collaborative governance. Flexible deployment and integration Deploy EBX on premises, in private or public cloud environments, or through a hosted deployment model. Integrate governed data with enterprise applications, databases, data platforms, APIs, and downstream analytical systems. Create and distribute trusted operational data through reusable services and governed processes. Lower operational complexity Consolidate capabilities that would otherwise require multiple disconnected data-management tools. Reduce duplicate data, manual cleansing, reconciliation effort, and replicated datasets. Accelerate the delivery of governed data applications while lowering long-term development and maintenance costs.

Average Rating: 4.5/5.0

Total Reviews: 68

How Do G2 Users Rate EBX?

  • Roles Management: 8.5/10 (Category avg: 8.8/10)
  • Data Discovery: 7.2/10 (Category avg: 8.8/10)
  • Compliance Management: 8.0/10 (Category avg: 8.9/10)
  • Ease of Use: 8.7/10 (Category avg: 8.7/10)

Who Is the Company Behind EBX?

  • Seller: ON EBX
  • HQ Location: Fort Lauderdale, FL
  • Twitter: @ON_EBX
    124 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9,470 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Banking, Information Technology and Services
  • Company Size: 60% Large, 29% Medium

What Do G2 Reviewers Say About EBX?

AI-generated summary from verified user reviews

Pros
  • Users find that TIBCO EBX provides a seamless data management experience, simplifying processes and reducing application clutter.
  • Users appreciate the ease of use of TIBCO EBX, finding data management effortless and enhancing their experience.
  • Users appreciate the interactive UI of Tibco EBX, making data management effortless and enhancing the overall experience.
  • Users enjoy the exceptional user experience of Tibco EBX, finding data management effortless and streamlined.
  • Users value the extensive integrations offered by TIBCO EBX, enabling seamless connectivity with various systems.
Cons
  • Users note difficult navigation in the online documentation, which could enhance their overall experience with Tibco EBX.
  • Users find the difficulty learning ON EBX requires considerable effort and time to master its functionalities.
  • Users find the learning curve steep, requiring significant effort to become proficient with ON EBX.
  • Users note that the navigation in the online documentation is poor, suggesting it needs significant improvement for better usability.
  • Users note that the slow performance of ON EBX can hinder the learning process and overall experience.

What Are Recent G2 Reviews of EBX?

Teradata Autonomous Knowledge Platform

Teradata Vantage is a software designed to provide organizations with a complete cloud analytics and data platform built to support AI-driven decision-making at enterprise scale. The software provides harmonized data management, trusted AI integration, and advanced analytics capabilities by leveraging a cloud-native architecture optimized for complex SQL and analytic joins across large datasets. It automates enterprise data integration and reduces friction in cross-functional analytics by unifying data across the organization into a single governed platform. Teradata Vantage addresses business performance and data complexity challenges by delivering trusted, harmonized data that empowers companies to make faster and more confident decisions. The software supports use cases including customer experience optimization, financial analytics, and enterprise-wide data integration for top companies across information technology, financial services, and other major industries.

Average Rating: 4.3/5.0

Total Reviews: 354

How Do G2 Users Rate Teradata Autonomous Knowledge Platform?

  • Roles Management: 8.8/10 (Category avg: 8.8/10)
  • Data Discovery: 8.2/10 (Category avg: 8.8/10)
  • Compliance Management: 8.1/10 (Category avg: 8.9/10)
  • Ease of Use: 8.3/10 (Category avg: 8.7/10)

Who Is the Company Behind Teradata Autonomous Knowledge Platform?

Who Uses This Product?

  • Who Uses This: Data Engineer, Software Engineer
  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 69% Large, 22% Medium

What Do G2 Reviewers Say About Teradata Autonomous Knowledge Platform?

AI-generated summary from verified user reviews

Pros
  • Users highlight the extreme performance of Teradata Autonomous Knowledge Platform, emphasizing its speed in processing large data volumes.
  • Users commend the extreme performance of Teradata, highlighting its speed in processing large datasets seamlessly.
  • Users value the high performance and scalability of Teradata for handling complex queries and data integration.
  • Users value the scalability of Teradata Autonomous Knowledge Platform, seamlessly integrating and managing vast data resources efficiently.
  • Users value the fast processing of large datasets in Teradata, appreciating its stability and integration capabilities.
Cons
  • Users identify a steep learning curve for Teradata Autonomous Knowledge Platform, hindering new user adaptation and productivity.
  • Users find the steep learning curve of Teradata Autonomous Knowledge Platform challenging, especially for those less technically inclined.
  • Users find the complexity of the Teradata platform challenging, especially for non-technical users and new adopters.
  • Users find the platform not user-friendly, particularly citing its steep learning curve and outdated interface.
  • Users find the outdated user interface difficult to navigate, hindering usability and efficient data management.

What Are Recent G2 Reviews of Teradata Autonomous Knowledge Platform?

What Are G2 Users Discussing About Teradata Autonomous Knowledge Platform?

Coalesce

Coalesce is the data operating layer for analytics and AI. It unifies data transformation, cataloging, and quality in one governed platform. Coalesce Transform, Coalesce Catalog, and Coalesce Quality share one metadata layer, one set of definitions, and one governance model. • One system, not a stitched toolchain: Transform, Catalog, and Quality share one metadata layer, one set of definitions, and one governance model. • Govern every actor, human or AI: an agent follows the same standards, approvals, and lineage as an engineer in the IDE. • A purpose-built place to review AI's work: the visual graph, node inspection, and column-level lineage let humans verify agent-built pipelines before they ship, with an audit trail that separates agent from human work. • Request to production in one flow: no handoffs across tools and teams; governed by default. Coalesce Transform: Build, automate, and govern data transformations—with agents, within the UI, or directly through code. Engineers work in the visual builder, the IDE, or locally through Coalesce Desktop and the coa CLI. Every pipeline compiles to optimized SQL with column-level lineage, reusable Node Types and Packages, and validation on every change. Coalesce Catalog: Discover, document, and govern every data asset with AI. Catalog connects across your stack, documents assets with AI, and keeps lineage, ownership, and definitions current automatically—so people and AI agents work from the same understanding of the data. Coalesce Quality: Monitor, test, and validate data with observability built into the pipeline. Tests, rules, and anomaly monitors run as part of the pipeline. When something breaks, lineage-aware alerting shows what's affected, who owns it, and where the failure started. Built for humans and AI agents: Coalesce Copilot turns natural-language intent into governed transformations. Scout, an always-on data SRE, triages issues and proposes fixes for human review. Transform MCP, Catalog MCP, and Quality MCP let AI agents like Claude Code read metadata, traverse lineage, check quality, and make governed changes under the same standards as engineers. Coalesce never stores data at rest, encrypts data in motion, and runs production refreshes inside your data platform. Leading data teams use Coalesce to resolve incidents 5× faster, deliver migrations and projects 4× faster, and reclaim 50%+ of warehouse compute.

Average Rating: 4.7/5.0

Total Reviews: 118

How Do G2 Users Rate Coalesce?

  • Roles Management: 8.2/10 (Category avg: 8.8/10)
  • Data Discovery: 9.1/10 (Category avg: 8.8/10)
  • Compliance Management: 8.3/10 (Category avg: 8.9/10)
  • Ease of Use: 9.3/10 (Category avg: 8.7/10)

Who Is the Company Behind Coalesce?

  • Seller: Coalesce
  • Company Website:
  • Year Founded: 2020
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    104 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 63% Medium, 23% Large

What Do G2 Reviewers Say About Coalesce?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Coalesce, finding it intuitive and accessible for all experience levels.
  • Users value the automation capabilities of Coalesce, which significantly streamline data transformation and save time.
  • Users commend the excellent customer support of Coalesce, highlighting its responsiveness and dedication to user needs.
  • Users value the intuitive UI of Coalesce, making it easy for everyone to use and implement quickly.
  • Users love Coalesce for its user-friendly interface and seamless integration with Snowflake, enhancing data transformation efficiency.
Cons
  • Users often face UI design issues that hinder navigation and usability, affecting their overall experience with Coalesce.
  • Users face integration issues with Coalesce, particularly with limited options and challenges in managing git functionalities.
  • Users find the learning curve challenging due to the lack of comprehensive online courses and deep dives on features.
  • Users find limitations in credential management and customization options, hindering their overall experience with Coalesce.
  • Users find the poor documentation lacks depth, making it challenging to understand features and best practices effectively.

What Are Recent G2 Reviews of Coalesce?

Collibra

Try Collibra for free @ Collibra.com/tour Collibra is for organizations with complex data challenges, hybrid data ecosystems—and big ambitions for data and AI. We help organizations who are trying to accelerate data and AI use cases while ensuring compliance, but are struggling with fragmented governance and visibility across the whole hybrid data ecosystem. Collibra unifies governance for data and AI across every system, data source and user—to create safe autonomy and a foundation for scaling AI and data use cases. With Collibra, you can accelerate all your data and AI use cases, safely and with well–understood data. That’s Data Confidence.

Average Rating: 4.2/5.0

Total Reviews: 101

How Do G2 Users Rate Collibra?

  • Roles Management: 7.9/10 (Category avg: 8.8/10)
  • Data Discovery: 8.4/10 (Category avg: 8.8/10)
  • Compliance Management: 7.7/10 (Category avg: 8.9/10)
  • Ease of Use: 8.0/10 (Category avg: 8.7/10)

Who Is the Company Behind Collibra?

  • Seller: Collibra
  • Company Website:
  • Year Founded: 2008
  • HQ Location: New York, New York
  • Twitter: @collibra
    5,756 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,105 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services, Banking
  • Company Size: 73% Large, 18% Medium

What Do G2 Reviewers Say About Collibra?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the unified data intelligence platform of Collibra, effectively aligning Business and IT on a single system.
  • Users find Collibra to be intuitive and easily configurable, enhancing their data management and governance experience.
  • Users value the effective data management capabilities of Collibra, enhancing compliance, governance, and integration for optimal use.
  • Users value the strong data governance features of Collibra, enhancing data accessibility and trustworthiness across the organization.
  • Users value the seamless integrations with diverse tools, enhancing data ecosystems and streamlining governance processes.
Cons
  • Users struggle with limited functionality due to complex navigation and unintuitive language in Collibra.
  • Users note the complexity issues in Collibra, particularly with setup, bugs, and inconsistent API stability.
  • Users find Collibra's complexity hinders efficiency, as setup, configuration, and user engagement can be overwhelming.
  • Users report that improvement is needed in Collibra due to cumbersome processes, unclear roles, and technical issues.
  • Users find the complex setup of Collibra demanding, needing more time and resources than anticipated.

What Are Recent G2 Reviews of Collibra?

What Are G2 Users Discussing About Collibra?

Twilio Segment

Twilio Segment is a software designed to provide companies with a customer data foundation that puts customers at the heart of every business decision. The software provides customer data collection, unification, and routing capabilities by leveraging a Customer Data Platform architecture that connects data across any system in real time. It automates customer data pipelines across marketing, product, and analytics tools and reduces data fragmentation by creating a single unified customer profile. Twilio Segment addresses the challenge of understanding customers across touchpoints by enabling companies to collect and activate consistent, real-time customer data wherever it is needed. The software supports use cases including real-time personalization, growth acceleration, and customer experience optimization for thousands of companies including Intuit, FOX, Instacart, and Levi's.

Average Rating: 4.5/5.0

Total Reviews: 556

How Do G2 Users Rate Twilio Segment?

  • Roles Management: 8.4/10 (Category avg: 8.8/10)
  • Data Discovery: 8.5/10 (Category avg: 8.8/10)
  • Compliance Management: 8.9/10 (Category avg: 8.9/10)
  • Ease of Use: 8.7/10 (Category avg: 8.7/10)

Who Is the Company Behind Twilio Segment?

  • Seller: Twilio
  • Year Founded: 2008
  • HQ Location: San Francisco, CA
  • Twitter: @twilio
    81,644 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    7,801 employees on LinkedIn®
  • Ownership: NYSE: TWLO

Who Uses This Product?

  • Who Uses This: Product Manager, Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 47% Medium, 42% Small

What Do G2 Reviewers Say About Twilio Segment?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Twilio Segment, finding integration and setup straightforward and effective.
  • Users find easy integration with various platforms in Twilio Segment to be incredibly efficient and hassle-free.
  • Users love the easy integrations with various platforms, enabling quick data flow without needing engineering support.
  • Users appreciate the easy setup of Twilio Segment, enabling efficient integration of multiple data sources.
  • Users appreciate the seamless integration capabilities of Twilio Segment, making data transfer effortless without needing engineering support.
Cons
  • Users find the pricing of Twilio Segment to be prohibitively expensive, which affects their overall satisfaction and recommendations.
  • Users express concerns about pricing issues, finding Twilio Segment's costs to be prohibitively high, affecting overall satisfaction.
  • Users face a steep learning curve for implementation, leading to costly mistakes and challenges for development teams.
  • Users struggle with poor customer support from Twilio Segment, leading to difficult implementation and dissatisfaction.
  • Users experience poor interface design issues with Segment, leading to implementation troubles and frustrating functionality challenges.

What Are Recent G2 Reviews of Twilio Segment?

What Are G2 Users Discussing About Twilio Segment?

Cloudera

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. Cloudera Anywhere Cloud™: Build and scale applications across any environment. The modular hybrid data and AI platform engineered for the agentic era empowers teams to deploy production-grade data and AI workloads across multi-cloud, on-premises, and sovereign environments while maintaining digital sovereignty. 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: 4.2/5.0

Total Reviews: 208

How Do G2 Users Rate Cloudera?

  • Ease of Use: 8.4/10 (Category avg: 8.7/10)

Who Is the Company Behind Cloudera?

  • Seller: Cloudera
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Santa Clara, CA
  • Twitter: @cloudera
    106,442 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,505 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Engineer, Software Engineer
  • Top Industries: Information Technology and Services, Banking
  • Company Size: 39% Large, 33% Small

What Do G2 Reviewers Say About Cloudera?

AI-generated summary from verified user reviews

Pros
  • Users praise the user-friendly interface of Cloudera, highlighting its simplicity in managing big data efficiently.
  • Users value the easy scalability of Cloudera, enabling efficient management of large amounts of data effortlessly.
  • Users value the robust security features of Cloudera, ensuring safe and reliable data management across platforms.
  • Users value the comprehensive suite of tools in Cloudera for effective data management and analytics.
  • Users find Cloudera's scalability and centralized administration invaluable for efficient monitoring and management of data processes.
Cons
  • Users express concerns over the high costs of Cloudera, noting it's expensive for its complexity and maintenance.
  • Users find Cloudera's database to be complex, making it challenging for inexperienced professionals to utilize effectively.
  • Users find Cloudera's setup difficult to learn, particularly challenging for beginners without adequate tutorials or guidance.
  • Users find the poor documentation of Cloudera frustrating, complicating navigation and setup for complex data configurations.
  • Users often face access issues with Cloudera, particularly with unauthorized errors in Airflow tasks and limited documentation.

What Are Recent G2 Reviews of Cloudera?

What Are G2 Users Discussing About Cloudera?

Orchestry

Orchestry is a Microsoft 365 management and automation platform that accelerates cost savings, storage reduction, sprawl prevention and risk remediation. Our platform is purpose-built with an emphasis on user experience and actionability so you can implement and start making an impact in days, not weeks. Orchestry streamlines workspace provisioning and lifecycle management, automates manual governance tasks, identifies and prioritizes potential risks, and consolidates data into centralized reports and dashboards. It goes beyond native capabilities so you can get control of your tenant, prevent future issues, scale with confidence, and get ready for AI fast.

Average Rating: 4.8/5.0

Total Reviews: 103

How Do G2 Users Rate Orchestry?

  • Roles Management: 9.4/10 (Category avg: 8.8/10)
  • Data Discovery: 8.7/10 (Category avg: 8.8/10)
  • Compliance Management: 9.4/10 (Category avg: 8.9/10)
  • Ease of Use: 9.5/10 (Category avg: 8.7/10)

Who Is the Company Behind Orchestry?

  • Seller: Orchestry Software Inc.
  • Company Website:
  • Year Founded: 2020
  • HQ Location: Vancouver, British Columbia
  • Twitter: @OrchestrySoft
    459 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    44 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Senior Consultant
  • Top Industries: Information Technology and Services, Consulting
  • Company Size: 42% Medium, 42% Small

What Do G2 Reviewers Say About Orchestry?

AI-generated summary from verified user reviews

Pros
  • Users commend Orchestry for its ease of use, simplifying workflows and enhancing collaboration across teams and departments.
  • Users find Orchestry to be time-saving, simplifying administration and allowing for quick bulk actions and easy governance.
  • Users appreciate the modern and intuitive user interface of Orchestry, enhancing usability and saving valuable time.
  • Users praise Orchestry for its effective workflow management, enhancing communication and project organization across departments.
  • Users appreciate the capabilities for governance and improved management in Orchestry, transforming their Microsoft 365 environment positively.
Cons
  • Users find the steep learning curve challenging, requiring significant time and effort to master Orchestry's features.
  • Users find the steep learning curve of Orchestry requires significant time and effort for customization and setup.
  • Users find the initial setup challenging, requiring significant time and effort to navigate and customize effectively.
  • Users find the difficult setup of Orchestry to be overwhelming, especially during the initial implementation phase.
  • Users find the poor UI of Orchestry challenging, wishing for a more intuitive and user-friendly interface.

What Are Recent G2 Reviews of Orchestry?

Acceldata

Acceldata is the Data and AI platform for Autonomous Enterprise. Large enterprises need uniform data access, compute capabilities and governance to run analytics and deploy agents across their hybrid infrastructure. But most enterprise data platforms were built on the assumption that data would eventually centralize into a single warehouse or lakehouse. In practice, large enterprises operate four or more data platforms simultaneously, with data distributed across cloud providers, on-premises systems, and regulated environments that cannot move data across borders. Acceldata addresses this by bringing compute to wherever data already resides, rather than forcing data to move to the compute engine. Acceldata supports every stage of the data lifecycle, on any platform, bringing compute to where the data lives and ensuring data trust by unifying data quality, governance and observability into an intelligent, AI-driven fabric. Trusted by Fortune 500 companies worldwide, Acceldata empowers businesses to unlock the full potential of their data in the AI era. Key capabilities include: 1. Data and AI Observability: End-to-end monitoring of data pipelines, data quality, AI agent behavior, and LLM outputs. Includes anomaly detection, data lineage, reconciliation, and alert management across environments. 2. Agentic Data Management (ADM): Deploys autonomous agents to automate data quality monitoring, pipeline operations, catalog management, and incident response across distributed data estates. 3. Agentic Data Engineering (ADE): Builds, orchestrates, and runs data pipelines using intelligent agents that automate pipeline creation, federated querying, and job management. 4. Data Warehousing: Executes queries in-place across lakehouses and warehouses using a Velox-accelerated engine, supporting open formats including Apache Iceberg, Delta Lake, Hudi, and Parquet with no vendor lock-in. 5. Data Platform Modernization: Provides phased migration paths for enterprises running Hadoop or Cloudera infrastructure, with in-place, sidecar, and forklift migration options built on an open-source foundation. Acceldata is designed for large enterprises in financial services, life sciences, telecommunications, manufacturing, retail, and insurance, particularly organizations operating regulated data environments where governance and data residency requirements prevent full cloud migration. The platform integrates with Snowflake, Databricks, AWS, Azure, GCP, and major open-source data frameworks.

Average Rating: 4.4/5.0

Total Reviews: 54

How Do G2 Users Rate Acceldata?

  • Ease of Use: 8.5/10 (Category avg: 8.7/10)

Who Is the Company Behind Acceldata?

  • Seller: Acceldata
  • Company Website:
  • Year Founded: 2018
  • HQ Location: Campbell, CA
  • Twitter: @acceldataio
    340 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    330 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 62% Large, 22% Medium

What Do G2 Reviewers Say About Acceldata?

AI-generated summary from verified user reviews

Pros
  • Users find Acceldata to be easy to use, enhancing productivity with its user-friendly interface and seamless integration.
  • Users highly value the responsive customer support of Acceldata, enhancing their experience with prompt and effective assistance.
  • Users benefit from the efficiency improvement provided by Acceldata, ensuring reliable data and streamlined operations.
  • Users praise the efficiency and effectiveness of Acceldata, appreciating its quick onboarding and robust technology stack.
  • Users commend the effective monitoring capabilities of Acceldata, enhancing data management and proactive decision-making significantly.
Cons
  • Users feel the UX of Acceldata could be more intuitive, citing inconsistencies and slow response times as areas for improvement.
  • Users find the initial setup complex and believe improvements in documentation and visualization are needed.
  • Users find the difficult setup challenging, noting complications in initial configuration and lacking documentation.
  • Users find the steep learning curve and complex initial setup of Acceldata challenging and in need of improvement.
  • Users find the learning difficulty in setting up Acceldata challenging, noting a steep initial learning curve.

What Are Recent G2 Reviews of Acceldata?

SAP Business Data Cloud

SAP Business Data Cloud is a fully managed software-as-a-service (SaaS) solution that unifies and governs SAP data and connects with third-party data. As an evolution of the company's data, planning, and analytics solutions, SAP Business Data Cloud brings together SAP Datasphere, SAP Analytics Cloud, and SAP Business Warehouse with a unified experience that delivers insights across all lines of business. In addition, SAP Databricks is natively available in Business Data Cloud - bringing the power of Databricks Data Intelligence Platform capabilities to the product. SAP Business Data Cloud connects data by leveraging business data fabric principles, making it easier to discover, share, govern, and model this data. It includes SAP Databricks as a first-party data service. The platform combines prebuilt applications and data products across all lines of business. It provides fully managed, curated data products across all lines of business and eliminate the costs of data extracts. Users can build on SAP’s curated data products with their domain expertise, and deliver Intelligent Applications through the Business Data Cloud ecosystem. These intelligent applications are adaptive, AI-powered applications that learn from your data, understand business context, and act on your behalf to transform business outcomes.

Average Rating: 4.2/5.0

Total Reviews: 84

How Do G2 Users Rate SAP Business Data Cloud?

  • Roles Management: 7.7/10 (Category avg: 8.8/10)
  • Data Discovery: 7.0/10 (Category avg: 8.8/10)
  • Compliance Management: 8.7/10 (Category avg: 8.9/10)
  • Ease of Use: 8.0/10 (Category avg: 8.7/10)

Who Is the Company Behind SAP Business Data Cloud?

  • Seller: SAP
  • Company Website:
  • Year Founded: 1972
  • HQ Location: Walldorf
  • Twitter: @SAP
    297,052 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 41% Large, 28% Small

What Do G2 Reviewers Say About SAP Business Data Cloud?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of SAP Business Data Cloud, facilitating seamless data integration and smoother workflows.
  • Users value the business-ready semantic layer of SAP Business Data Cloud for its real-time, actionable data access.
  • Users value the seamless data integration capabilities of SAP Business Data Cloud for efficient data management and insights.
  • Users value the single, trusted view of data provided by SAP Business Data Cloud, streamlining daily operations effectively.
  • Users value the seamless data integration of SAP Business Data Cloud, enabling unified data access for enhanced decision-making.
Cons
  • Users find the complex setup process of SAP Business Data Cloud challenging, particularly in hybrid environments.
  • Users experience a difficult learning curve due to the complexity of advanced options and integration requirements.
  • Users find that integration issues make setup complex and challenging, particularly in hybrid environments.
  • Users highlight the high cost of SAP Business Data Cloud, which complicates budget management and may deter smaller organizations.
  • Users note a steep learning curve with SAP Business Data Cloud, making it challenging for beginners to utilize effectively.

What Are Recent G2 Reviews of SAP Business Data Cloud?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated