Best Data Governance Tools - Page 3

How Many Data Governance Tools Products Does G2 Track?

Total Products under this Category: 243

Category Stats (Sep 2026)

  • Average Rating: 4.45/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: ER/Studio (+2.77%) - Among all products in this category, ER/Studio recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Data Governance Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 12,800+ Authentic Reviews
  • 243+ 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, IBM watsonx.data, Data 360 (formerly Salesforce Data Cloud), IBM watsonx.governance, Egnyte, Domo, 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=data-360-formerly-salesforce-data-cloud&focus%5B%5D=ibm-watsonx-governance&focus%5B%5D=egnyte&focus%5B%5D=domo&focus%5B%5D=sas-sas-viya)

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: 74

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: 8.1/10 (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: 39% Large, 29% 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?

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
    1,095 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services, Banking
  • Company Size: 72% 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 value the strong data governance features of Collibra, enhancing data accessibility and trustworthiness across the organization.
  • Users value the effective data management capabilities of Collibra, enhancing compliance, governance, and integration for optimal use.
  • Users appreciate the collaborative tools of Collibra, enhancing communication and efficiency in managing complex data ecosystems.
  • Users value Collibra for its reliable and user-friendly data intelligence platform, enhancing productivity through seamless integration and support.
Cons
  • 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 struggle with limited functionality due to complex navigation and unintuitive language in Collibra.
  • Users find the difficult setup of Collibra to require significant time and resources, impacting their overall experience.
  • Users find Collibra to be expensive, with high licensing fees and challenges in adoption impacting user experience.

What Are Recent G2 Reviews of Collibra?

What Are G2 Users Discussing About Collibra?

Alation

Alation is the creator of AIOS™, the open, governed, self-improving intelligence operating system for enterprises that cannot afford to get AI wrong. Having pioneered the data catalog market, Alation helps organizations establish trust in the agents, data, and context that power AI-driven decisions. The result is AI organizations can trust—enabling them to navigate regulatory complexity, maintain data fidelity, accelerate operational outcomes, and transform AI ambition into trusted business impact. Alation partners with the world’s leading to leverage better data to solve their most critical challenges.

Average Rating: 4.4/5.0

Total Reviews: 95

How Do G2 Users Rate Alation?

  • Roles Management: 7.7/10 (Category avg: 8.8/10)
  • Data Discovery: 8.5/10 (Category avg: 8.8/10)
  • Compliance Management: 7.6/10 (Category avg: 8.9/10)
  • Ease of Use: 8.4/10 (Category avg: 8.7/10)

Who Is the Company Behind Alation?

  • Seller: Alation
  • Company Website:
  • Year Founded: 2012
  • HQ Location: Redwood City, CA
  • Twitter: @Alation
    3,567 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    576 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 58% Large, 28% Medium

What Do G2 Reviewers Say About Alation?

AI-generated summary from verified user reviews

Pros
  • Users praise Alation for its ease of use, facilitating data exploration and enhancing overall efficiency in data management.
  • Users value the flexible data discovery features of Alation, enhancing governance and improving data interpretation.
  • Users appreciate the intuitive navigation of Alation, making information retrieval quick and enhancing productivity significantly.
  • Users find Alation's data cataloging features invaluable for efficient data exploration and enhanced trust in data quality.
  • Users appreciate the intuitive user interface of Alation, making navigation and information retrieval remarkably efficient.
Cons
  • Users report slow performance when integrating multiple data sources and loading larger datasets, impacting overall efficiency.
  • Users feel Alation lacks mature AI features and faces issues with data profiling and inconsistent lineage analytics.
  • Users note the limited functionality of Alation, particularly with the restricted features in non-enterprise licenses.
  • Users face significant lineage limitations, including bugs and inconsistencies that hinder effective data management across systems.
  • Users experience user interface issues with Alation, particularly slow navigation and a less intuitive design for newcomers.

What Are Recent G2 Reviews of Alation?

What Are G2 Users Discussing About Alation?

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: 190

How Do G2 Users Rate Cloudera?

  • Ease of Use: 8.3/10 (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, 35% 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?

Tealium

Tealium is a customer data orchestration platform designed to connect customer engagement data across an organization in real time. By bringing together data from web, mobile, server-side, cloud, and offline sources, Tealium helps brands build a complete and current view of the customer, then take action on that data across teams, systems, and channels. Tealium is designed for marketing, data, analytics, customer experience, and IT teams that need trusted customer data for personalization, audience management, analytics, and operational decision-making. It helps organizations collect and standardize event data, resolve identity into persistent profiles, enrich data with business logic and real-time context, and activate that data across downstream tools. Tealium also supports consent enforcement across collection and activation, helping teams govern customer data as it moves through the stack. Key capabilities of Tealium include tag management, API-based and server-side data collection, profile unification, audience and event activation, and data delivery across a broad integration ecosystem. Tealium works with existing technology investments and data clouds, rather than requiring a rip-and-replace approach, and supports real-time, scheduled, and triggered activation patterns. It can also prepare clean, consented customer context for AI models and agents, then help activate resulting outputs across channels. Globally, organizations use Tealium to connect customer data from web, mobile, server-side, API, cloud, and offline sources, build persistent profiles with real-time identity resolution and enrichment, activate audiences and signals through real-time, scheduled, and triggered workflows, and enforce consent and governance controls across collection, orchestration, and activation. For organizations that need customer data to be usable everywhere decisions are made, Tealium provides one governed foundation for turning customer data into action.

Average Rating: 4.3/5.0

Total Reviews: 443

How Do G2 Users Rate Tealium?

  • Roles Management: 8.1/10 (Category avg: 8.8/10)
  • Data Discovery: 6.9/10 (Category avg: 8.8/10)
  • Compliance Management: 7.6/10 (Category avg: 8.9/10)
  • Ease of Use: 7.7/10 (Category avg: 8.7/10)

Who Is the Company Behind Tealium?

  • Seller: Tealium
  • Company Website:
  • Year Founded: 2011
  • HQ Location: San Diego, CA
  • Twitter: @tealium
    4,730 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    552 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Web Analyst
  • Top Industries: Financial Services, Retail
  • Company Size: 49% Large, 29% Medium

What Do G2 Reviewers Say About Tealium?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Tealium for unifying customer data and managing tags efficiently.
  • Users value the unification of customer data in Tealium, streamlining their workflow and enhancing data management efficiency.
  • Users appreciate the seamless integrations of Tealium, enabling efficient data unification from diverse sources in real-time.
  • Users value the real-time processing of Tealium, enabling seamless integration and activation of customer data efficiently.
  • Users value the easy integration of Tealium, enhancing their workflow by unifying customer data seamlessly across tools.
Cons
  • Users find the steep learning curve of Tealium challenging, particularly for non-technical individuals navigating its complex interface.
  • Users find the difficult learning curve of Tealium challenging, especially for those lacking technical expertise or support.
  • Users struggle with complexity in Tealium's interface and learning curve, making navigation and use challenging for newcomers.
  • Users struggle with the steep learning curve of Tealium, finding it complex and overwhelming without proper guidance.
  • Users struggle with the steep learning curve of Tealium, finding it complex and challenging, especially without proper onboarding.

What Are Recent G2 Reviews of Tealium?

What Are G2 Users Discussing About Tealium?

RudderStack

RudderStack’s agentic CDP enables you to collect, unify, and activate customer data from an integrated platform that wraps around your data warehouse as the system of record. Our infrastructure is battle tested with proven reliability at peak loads up to 1M events/second and 99.95% uptime. Proactive governance tools enable you to enforce data quality and compliance in pipeline, so downstream systems always get activation ready data. And our AI capabilities transform both how you work with customer data and what you can do with it. With RudderStack, your whole business can trust and use customer data. Data teams ship faster, business teams self-serve rich customer context, and agents consistently deliver powerful, privacy safe experiences. Over 30,000 sites and apps run RudderStack including Crate & Barrel, Foot Locker, Glassdoor, Stripe, Allbirds, and more. RudderStack acquired Blendo in 2020

Average Rating: 4.7/5.0

Total Reviews: 51

How Do G2 Users Rate RudderStack?

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

Who Is the Company Behind RudderStack?

  • Seller: RudderStack
  • Company Website:
  • Year Founded: 2019
  • HQ Location: San Francisco, California
  • Twitter: @RudderStack
    1,695 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    126 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 54% Medium, 46% Small

What Do G2 Reviewers Say About RudderStack?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of RudderStack, enabling quick setup and smooth data integration effortlessly.
  • Users appreciate the excellent customer support from RudderStack, highlighting their helpfulness and partnership in projects.
  • Users commend the easy integration capabilities of RudderStack, enabling seamless connection to various data tools.
  • Users rave about the easy setup of RudderStack, highlighting quick implementation and a user-friendly interface.
  • Users appreciate the easy integrations of RudderStack, facilitating quick connections and seamless data management.
Cons
  • Users find the learning curve steep, citing confusion with the interface and schema inconsistencies during setup.
  • Users find the limited customization options restrictive, impacting functionality and overall satisfaction with RudderStack.
  • Users find the complexity of the setup in RudderStack challenging, especially those with less technical experience.
  • Users feel there is a lack of adequate guidance with RudderStack, impacting troubleshooting and integration understanding.
  • Users find onboarding difficult due to complex setups and inadequate documentation, requiring support for issues.

What Are Recent G2 Reviews of RudderStack?

SAP Information Steward

Monitor, analyze, and improve data integrity with SAP Information Steward software. Combine data profiling and metadata management tools for continuous insight into the quality of enterprise information to optimize processes, and enhance operational, analytical, and data governance initiatives.

Average Rating: 4.3/5.0

Total Reviews: 32

How Do G2 Users Rate SAP Information Steward?

  • Roles Management: 8.3/10 (Category avg: 8.8/10)
  • Data Discovery: 8.2/10 (Category avg: 8.8/10)
  • Compliance Management: 7.9/10 (Category avg: 8.9/10)
  • Ease of Use: 7.6/10 (Category avg: 8.7/10)

Who Is the Company Behind SAP Information Steward?

  • 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?

  • Top Industries: Information Technology and Services
  • Company Size: 36% Medium, 33% Small

What Are Recent G2 Reviews of SAP Information Steward?

What Are G2 Users Discussing About SAP Information Steward?

SelectZero

SelectZero is a data observability platform that helps organizations understand, validate, and monitor their data across systems to ensure reliability, consistency, and usability. Being data-driven is a strategic goal for many companies, as it unlocks new business opportunities, improves decision-making, and drives efficiency. But these gains are only achievable when the underlying data is accurate, timely, and trustworthy. Without continuous visibility into how data changes and moves across systems, teams risk delays, poor analytics, and costly mistakes. SelectZero provides a collaborative platform for end-to-end data observability and management. It enables centralized oversight of data quality, automates validation workflows, and offers transparency into data behavior. Key features include data profiling, business rule validation, unit and regression testing, reconciliation, anomaly detection, and ETL pipeline testing. The platform is built for both technical and business users. It is quick to deploy, easy to navigate, and includes prebuilt validation templates to speed up adoption. Data engineers, analysts, and stewards can create and manage validation logic, monitor data trends, and generate insights that improve trust in data assets. SelectZero is trusted by major enterprises in banking, retail, telecommunications, and the public sector across the Nordics and Baltics. Our development is customer-driven, with features shaped by real-world needs and use cases. To learn more, visit SelectZero.com or contact us at info@selectzero.com.

Average Rating: 4.7/5.0

Total Reviews: 13

How Do G2 Users Rate SelectZero?

  • Roles Management: 9.2/10 (Category avg: 8.8/10)
  • Data Discovery: 5.8/10 (Category avg: 8.8/10)
  • Compliance Management: 9.2/10 (Category avg: 8.9/10)
  • Ease of Use: 9.6/10 (Category avg: 8.7/10)

Who Is the Company Behind SelectZero?

  • Seller: SelectZero
  • Company Website:
  • Year Founded: 2020
  • HQ Location: Estonia
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services
  • Company Size: 62% Medium, 23% Large

What Do G2 Reviewers Say About SelectZero?

AI-generated summary from verified user reviews

Pros
  • Users praise the fast and friendly customer support of SelectZero, always ready to assist with any issues.
  • Users commend the ease of use of SelectZero, praising its intuitive design and fast, responsive support.
  • Users value the intuitive and comprehensive features of SelectZero, enhancing data governance effortlessly across organizations.
  • Users value the intuitive user interface and responsive support of SelectZero, enhancing overall productivity and experience.
  • Users commend efficiency improvements from SelectZero, enhancing data management workflows and facilitating smooth integration across teams.
Cons
  • Users find the user interface not intuitive initially, expecting improvements in layout and overall design over time.
  • Users note significant limitations in notification options, resulting in restricted information conveyed in alerts.
  • Users desire greater customization options for test suite reports and business glossaries in SelectZero.
  • Users note the limited functionality of SelectZero's notifications, highlighting a need for expanded features in the future.
  • Users find the user interface challenging initially, requiring time to adapt and learn its layout effectively.

What Are Recent G2 Reviews of SelectZero?

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?

decube

Decube is a Context Layer platform specifically designed for the AI era, providing organizations with the ability to give their data meaning, memory, and trust. This innovative system integrates various components such as metadata management, automated lineage tracking, data quality assurance, and observability to create a comprehensive real-time map of data dynamics. By understanding how data operates, flows, and its reliability, Decube empowers enterprises to make informed decisions and effectively manage AI workloads. Targeted primarily at enterprises that rely heavily on data-driven decision-making, Decube addresses a critical challenge faced by many organizations: the lack of contextual understanding of their data. In an age where data is abundant, the real issue lies in the ability to interpret and utilize that data effectively. Decube provides a connected understanding of the entire data ecosystem, which helps eliminate blind spots and enhances governance. This contextual awareness is essential for organizations looking to leverage AI technologies and ensure that their models, dashboards, and agents operate with greater intelligence and safety. Key features of Decube include its robust metadata management capabilities, which allow users to track and manage data lineage effortlessly. This feature ensures that organizations can trace the origins and transformations of their data, thereby enhancing transparency and accountability. Additionally, Decube’s focus on data quality means that users can trust the information they are working with, reducing the risk of errors in critical decision-making processes. The observability aspect of the platform further enables organizations to monitor data flows in real-time, ensuring that any issues can be identified and addressed promptly. The benefits of using Decube extend beyond mere data management. By providing a living, interconnected understanding of data, Decube enhances the overall operational confidence of organizations. This platform not only strengthens governance but also facilitates smarter decision-making by ensuring that all data-driven models are built on a foundation of reliable and contextualized information. As businesses increasingly depend on trustworthy data and AI-ready infrastructure, Decube stands out as a vital tool that equips them with the necessary context to navigate the complexities of the modern data landscape.

Average Rating: 4.6/5.0

Total Reviews: 23

How Do G2 Users Rate decube?

  • Roles Management: 9.5/10 (Category avg: 8.8/10)
  • Data Discovery: 9.6/10 (Category avg: 8.8/10)
  • Compliance Management: 9.6/10 (Category avg: 8.9/10)
  • Ease of Use: 9.4/10 (Category avg: 8.7/10)

Who Is the Company Behind decube?

  • Seller: Decube Data
  • Company Website:
  • Year Founded: 2022
  • HQ Location: Kuala Lumpur
  • Twitter: @decube_data
    113 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    46 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 39% Medium, 35% Small

What Do G2 Reviewers Say About decube?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the intuitive and efficient UI of Decube, simplifying data monitoring and issue detection.
  • Users appreciate the ease of use of Decube, enjoying its user-friendly interface and seamless data monitoring.
  • Users love the visibility into data pipelines provided by Decube, enabling early detection of issues and reliable data management.
  • Users value Decube for its robust data quality features, ensuring early detection of issues and reliable data management.
  • Users value Decube for its clear insights and easy data monitoring, making it simple to manage data pipelines effectively.
Cons
  • Users find the limited functionality of decube frustrating, as deeper insights require extra effort and manual configuration.
  • Users find the complex setup of Decube time-consuming and occasionally overwhelming during initial configuration.
  • Users find the limited features of Decube require extra effort for deeper insights and configurations.
  • Users find the missing features in Decube, such as API monitoring and group-by options, frustrating and limiting.
  • Users frequently experience poor customer support, often finding it difficult to reach assistance when needed.

What Are Recent G2 Reviews of decube?

Nira

Nira is a Data Access Governance platform that helps companies protect their Google Workspace and Microsoft 365 documents from unauthorized access. The platform provides complete visibility into who has access to company information, monitoring for file activity, tools to manage user access permissions across multiple files, and robust bulk remediation capabilities and security policy automation for administrators. Companies integrate Nira with their Google Workspace, Microsoft 365, OneDrive, and SharePoint environments to fulfill administrative, security and compliance use cases. These use cases include real-time file monitoring, breach alerts, managing external access, advanced automation, and employee security workflows. Nira provides robust tooling for administrators as well as for employees. Nira’s Employee Security Portal allows employees to gain complete visibility and control over access to their documents and reduce breach risk in one place. This makes addressing risks and conducting security audits easy. Nira is backed by investors including A.Capital, Decibel, SV Angel and 8-Bit Capital.

Average Rating: 4.7/5.0

Total Reviews: 37

How Do G2 Users Rate Nira?

  • Ease of Use: 9.3/10 (Category avg: 8.7/10)

Who Is the Company Behind Nira?

  • Seller: Nira
  • Year Founded: 2021
  • HQ Location: Redwood City, CA
  • Twitter: @niradotcom
    1,078 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services, Marketing and Advertising
  • Company Size: 86% Medium, 8% Large

What Are Recent G2 Reviews of Nira?

Minitab Connect

Minitab Connect is a secure, cloud-based data integration and management platform that enables organizations to access, prepare, and combine data from across their business. It connects to a wide range of data sources such as databases, cloud applications, spreadsheets, and on-premise systems so that teams can create a single, reliable source of truth for analysis and reporting. With Minitab Connect, users can automate data pipelines, clean and transform data, and deliver ready-to-use datasets directly into Minitab solutions and other business tools. This helps eliminate manual data preparation, improve data accuracy, and accelerate time to insight, empowering teams to make faster, data-driven decisions.

Average Rating: 4.5/5.0

Total Reviews: 30

How Do G2 Users Rate Minitab Connect?

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

Who Is the Company Behind Minitab Connect?

  • Seller: Minitab
  • Company Website:
  • Year Founded: 1972
  • HQ Location: State College, Pennsylvania, United States
  • Twitter: @Minitab
    5,017 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    732 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 57% Large, 33% Medium

What Do G2 Reviewers Say About Minitab Connect?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Minitab Connect, finding it accessible and intuitive for data analysis.
  • Users appreciate the efficient data integration of Minitab Connect, making seamless analysis and accessibility a breeze.
  • Users value the easy integrations of Minitab Connect, enhancing data access and efficiency across various sources.
  • Users value the seamless data integration and accessibility of Minitab Connect, enhancing their data analysis experience.
  • Users appreciate the efficiency of data integration with Minitab Connect, enabling seamless analysis and access to diverse sources.
Cons
  • Users face a high learning curve with Minitab Connect, requiring time and resources to master its features.
  • Users face a high learning difficulty with Minitab Connect, requiring time and patience to master the tool.
  • Users experience poor visualization with large datasets in Minitab Connect, finding it slow and challenging to use.
  • Users face visualization limitations with Minitab Connect, particularly regarding large datasets and complex transformations.
  • Users find the complexity of Minitab Connect frustrating, with slow transformations and a high cost relative to alternatives.

What Are Recent G2 Reviews of Minitab Connect?

What Are G2 Users Discussing About Minitab Connect?

Select Star

Select Star is a modern data governance platform that helps organizations manage and understand their data at scale, enabling AI, analytics, and self-service across the business. It automatically catalogs datasets, traces end-to-end lineage, and builds a shared business glossary and semantic layer, so teams can confidently work with trusted data. With a user-friendly data portal and built-in automation, Select Star supports use cases including data democratization, data governance, semantic layers, and cloud data migrations serving as a foundational layer for enterprise AI and data initiatives.

Average Rating: 4.5/5.0

Total Reviews: 55

How Do G2 Users Rate Select Star?

  • Roles Management: 8.2/10 (Category avg: 8.8/10)
  • Data Discovery: 9.2/10 (Category avg: 8.8/10)
  • Compliance Management: 8.2/10 (Category avg: 8.9/10)
  • Ease of Use: 8.9/10 (Category avg: 8.7/10)

Who Is the Company Behind Select Star?

  • Seller: Select Star
  • Year Founded: 2020
  • HQ Location: San Francisco, CA
  • Twitter: @selectstarhq
    389 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Real Estate
  • Company Size: 51% Medium, 38% Large

What Do G2 Reviewers Say About Select Star?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Select Star, allowing effortless integration and efficient data management.
  • Users value the insightful data lineage offered by Select Star, enhancing understanding and management of data effectively.
  • Users value the clean and intuitive UI of Select Star, enhancing data discovery and simplifying complex tasks.
  • Users value the easy data discovery features of Select Star, significantly simplifying navigation in complex data models.
  • Users value the ease of data discovery in Select Star, enhancing their ability to locate and analyze metadata efficiently.
Cons
  • Users find limited functionality in Select Star, wishing for broader insights and enhanced reporting capabilities.
  • Users face lineage limitations with Select Star, struggling to visualize dependencies and access permissions in complex queries.
  • Users note a complex setup for Select Star, especially in configuring a unified project for dbt mesh ecosystems.
  • Users find difficult learning curves with Select Star, requiring clearer guidance for quicker value extraction.
  • Users find the expertise required for Select Star to be a barrier, seeking more accessible guidance for faster value.

What Are Recent G2 Reviews of Select Star?

Transcend

Transcend is the only autonomous platform that answers "can I use this data?" in real-time to power every data decision so enterprises can scale growth. Only Transcend encodes consent, permissions, and business policy directly into the enterprise systems that process customer data, turning thousands of scattered signals into a real-time source of data truth. That source of truth becomes a decision layer that tells every employee, system, and AI agent if data can be used in real-time. Capture governance and business rules in context, encode them into the systems that already hold data, and see them enforced automatically everywhere data flows. This means AI, personalization, and first-party monetization efforts stop stalling in governance review and start shipping faster, so Marketing reaches its full permissioned audience, Engineering stops maintaining custom scripts and brittle pipelines, and CIOs can trust that business-critical initiatives launch responsibly and on-time. Experience the Transcend difference that Fortune 500 companies have come to rely on to unblock +$1.9 billion in revenue.

Average Rating: 4.6/5.0

Total Reviews: 111

How Do G2 Users Rate Transcend?

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

Who Is the Company Behind Transcend?

  • Seller: Transcend
  • Company Website:
  • Year Founded: 2017
  • HQ Location: San Francisco, California
  • LinkedIn® Page: www.linkedin.com
    143 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 75% Medium, 19% Large

What Do G2 Reviewers Say About Transcend?

AI-generated summary from verified user reviews

Pros
  • Users value the seamless compliance management Transcend provides, simplifying adherence to various global privacy regulations.
  • Users find the ease of use of Transcend exceptional, enjoying its seamless navigation and integration capabilities.
  • Users value the ease of automation with Transcend, significantly enhancing efficiency and compliance management.
  • Users praise the excellent customer support of Transcend, enhancing the overall user experience and compliance capabilities.
  • Users commend Transcend for its effective automation of privacy data management, significantly easing compliance with global regulations.
Cons
  • Users face integration issues with Transcend, as timelines and communication could be improved for smoother transitions.
  • Users find the setup difficulty frustrating, as integration and documentation can be more complex than expected.
  • Users note the complex implementation of Transcend, requiring careful planning and development resources for effective integration.
  • Users report delays due to bugs and support, affecting the efficiency of building assessment templates.
  • Users experience dependency on support, which can delay solutions and impact business operations negatively.

What Are Recent G2 Reviews of Transcend?

timextender

Timextender is a metadata-driven data platform that helps organizations build AI-ready data infrastructure up to 10x faster. The Timextender Data Platform unifies four modules, Data Integration, Data Enrichment, Data Quality, and Orchestration, that together automate the ingestion, governance, and delivery of data across the storage platform of your choice. Timextender is designed to help businesses manage their data infrastructure without extensive manual coding, giving data teams direct control over accuracy, governance, and the pace at which they can put trusted data to work.

Average Rating: 4.3/5.0

Total Reviews: 147

How Do G2 Users Rate timextender?

  • Roles Management: 6.7/10 (Category avg: 8.8/10)
  • Data Discovery: 7.1/10 (Category avg: 8.8/10)
  • Compliance Management: 7.5/10 (Category avg: 8.9/10)
  • Ease of Use: 8.4/10 (Category avg: 8.7/10)

Who Is the Company Behind timextender?

  • Seller: timextender
  • Company Website:
  • Year Founded: 2006
  • HQ Location: Aarhus, DK
  • Twitter: @timextender
    17,630 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    90 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Business Intelligence Consultant, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 45% Medium, 33% Small

What Do G2 Reviewers Say About timextender?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use in Timextender's drag-and-drop interface makes data management efficient and accessible.
  • Users praise the responsive customer support of TimeXtender, enhancing their overall experience and satisfaction.
  • Users value the automation features of TimeXtender, streamlining data integration and enhancing development efficiency.
  • Users appreciate the user-friendly interface of TimeXtender, making it easy to get started and focus on design.
  • Users appreciate the time-saving capabilities of TimeXtender, enhancing workflow efficiency and simplifying data management.
Cons
  • Users experience limitations in functionality with TimeXtender, struggling with offline issues and lack of features for collaboration.
  • Users face a steep learning curve with Data Management in TimeXtender, finding it complex and limited in functionality.
  • Users face challenges due to poor documentation, making it difficult to navigate and fully utilize TimeXtender.
  • Users face a steep learning curve with TimeXtender, struggling with complex features and limited coding assistance.
  • Users experience unexpected behavior and connectivity issues with TimeXtender, complicating data handling and project deployment.

What Are Recent G2 Reviews of timextender?

What Are G2 Users Discussing About timextender?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026