Best Machine Learning Data Catalog Software - Page 4

SelectZero

SelectZero is a data observability platform that validates, monitors and documents data across every system in your stack, so problems surface before they reach a report, a regulator, a customer or an AI model. Engineers, analysts and data stewards work in the same platform. Technical teams write SQL-based checks or start from prebuilt templates. Business users own the glossary, follow lineage and get alerted when something in their domain breaks. Failed checks become Jira tickets assigned to the team that produced the data. Core capabilities include data profiling, business rule validation, unit and regression testing, cross-system reconciliation, anomaly detection, ETL pipeline testing, column-level lineage, data catalog and business glossary. AI assistants connect to SelectZero through MCP and work directly with the catalog, including metadata, lineage, test cases and data quality results. As a registered dbt partner, SelectZero brings dbt models, sources and tests into the catalog alongside your warehouses and BI tools. SelectZero runs self-hosted, including in fully offline environments where data cannot leave your infrastructure. Banks, telecoms, retailers and public sector organizations across Europe use it for regulatory requirements such as BCBS 239 and DORA, as well as internal data quality controls. Start with a free 30-day proof of concept in your own environment at selectzero.com/trial, or contact us at info@selectzero.com

Average Rating: 4.7/5.0

Total Reviews: 14

Tree Schema Data Catalog

Long Description Tree Schema democratizes access to metadata management for all companies, providing the essential capabilities required to effectively manage your data and enable your team to collaborate. Data lineage, automated data discovery, rich textual conversations and more are put to work to get your team's data catalog fully populated in minutes and to allow your team to collaborate effectively. Tree Schema offers the quickest integration with many clients automatically populating their catalog in 10 minutes after their account is created. All plans have access to a REST API & Python client that enables data lineage to be managed as code.

Average Rating: 4.5/5.0

Total Reviews: 2

Alex Solutions

Alex is a Metadata Management Platform designed to empower everyone to securely find, understand, protect, and ethically use the world’s data. Recognised by Gartner as a Leader in the Magic Quadrant for Metadata Management Solutions. Alex Solutions is an Australian-based start-up that is bringing innovation and disruptive ideas to the way organisations manage and leverage their information assets.

Average Rating: 4.9/5.0

Total Reviews: 5

Ataccama ONE

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

Average Rating: 4.2/5.0

Total Reviews: 11

BigID

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

Average Rating: 4.3/5.0

Total Reviews: 16

eQube® Analytics Suite

The eQube® Analytics Suite is an Analytics and Business Intelligence platform designed to empower end users with analytics capabilities. It processes streaming data, Big Data, and Data Lakes, providing a unified view across various data sources and core business systems (PLM, ERP, MRO, Supply Chain Asset Management, Logistics, ALM, etc.) to derive critical insights. The platform incorporates advanced analytics, including Machine Learning and Advanced Statistical techniques, along with Automated Data Discovery, to expedite data discovery, identify patterns, similarities, and enhance data quality. The eQube® Analytics Suite consists of 3 product offerings: eQube®-BI (Business Intelligence), eQube®-ADA (Augmented Data Analytics), and eQube®-DP (Data Profiler).

Average Rating: 4.3/5.0

Total Reviews: 2

Global IDs Data Governance Platform

Global IDs is an innovative software company delivering purpose-built solutions for data-centric organizations. Global IDs is committed to helping organizations of any size solve business problems with core metadata management techniques in an automated and scalable approach. Our integrated platform delivers key capabilities that enable transparency, trust and traceability of your data assets. A highly automated approach to implementing a Data Governance methodology that drives cost optimization and revenue growth by uncovering hidden insights and opportunities.

Average Rating: 4.2/5.0

Total Reviews: 3

Immuta

Immuta enables organizations to unlock value from their cloud data by protecting it and providing secure access. The Immuta Data Security Platform provides sensitive data discovery, security and access control, data activity monitoring, and has deep integrations with the leading cloud data platforms. Immuta is now trusted by Fortune 500 companies and government agencies around the world to secure their data. Founded in 2015, Immuta is headquartered in Boston, MA.

Average Rating: 4.3/5.0

Total Reviews: 15

PHEMI Health DataLab

The PHEMI Trustworthy Health DataLab is a unique, cloud-based, integrated big data management system that allows healthcare organizations to enhance innovation and generate value from healthcare data by simplifying the ingestion and de-identification of data with NSA/military-grade governance, privacy, and security built-in. Conventional products simply lock down data, PHEMI goes further, solving privacy and security challenges and addressing the urgent need to secure, govern, curate, and control access to privacy-sensitive personal healthcare information (PHI). This improves data sharing and collaboration inside and outside of an enterprise—without compromising the privacy of sensitive information or increasing administrative burden. Built on privacy-by-design principles, the software gives researchers, scientists, and clinicians faster access to more information while ensuring that they only see data on a need-to-know basis. Responsible data sharing and a governance framework facilitate compliance with privacy regulations. PHEMI Trustworthy Health DataLab can scale to any size of organization, is easy to deploy and manage, connects to hundreds of data sources, and integrates with popular data science and business analysis tools. For more information, visit https://www.phemi.com/ and follow us on Twitter @PHEMISystems, Linkedin, Youtube, and Facebook

Average Rating: 3.9/5.0

Total Reviews: 6

Precisely Data 360 Govern

Now part of Precisely's Data Integrity Suite, Data360 Govern is an enterprise data governance, catalog, and metadata management solution that gives you confidence in the quality, value, and trustworthiness of your data. It automates governance and stewardship tasks to help you answer essential questions about your data’s source, use, meaning, ownership, and quality. With Data360 Govern, you can make faster decisions on data usage and management, build collaboration across your entire organization, and allow users to get the answers they need – when they need them.

Average Rating: 3.3/5.0

Total Reviews: 2

Rudol

Unlock the real power of your Data In today's data-driven landscape, the quality of your data is paramount. Poor data quality can lead to wrong business decisions, poor quality software or biased AI trainings, due to inaccurate, incomplete, or unreliable information. Enter Rudol, your data quality partner, designed to elevate your data quality game to new heights. Rudol is a comprehensive data quality platform that empowers organizations to maximize the value of their data. It's tailor-made for enterprises that recognize the importance of data quality, from improving decision-making to regulatory compliance, machine learning training or simply reducing problems in published software. And it does it for your whole organization, because it requires no technical background or coding skills whatsoever, its completely self service with 24/7 support, and all user accounts are Free, because the subscription cost is determined by the volume of your Data, enabling your whole structure to be part of the process. The foundation of data quality is understanding the landscape of your Assets. Rudol's Data Catalog allows organizations to bring order to their stack, by adding data sources from the most popular technologies, whether it's structured SQL databases, spreadsheets, dashboards, or even streaming sources. Then teams can perform Governance processes and define Owners, classify under Domains or Tags, put sensitive labels and help teams discover unknown sources for their projects. For those who don't want to have another browser tab opened, Rudol provides Slack, Microsoft Teams and Google Chrome plugins with vast functionalities, so you can find and share resources while chatting with another team member, or in your browser as a sidebar, while using your favorite analytics platform. Enabling Data Quality is a tedious process, Business Stakeholders have to chime in trying to translate their vision into technical requirements, and Software Engineers have to interpret those requirements, for coding boring, repetitive and time consuming scripts. This process is done with friction, and is very difficult to maintain over time, so Rudol bypasses this process by giving Business Stakeholders easy to build Validations that require no coding background and are extremely easy to configure. Choose from more than 15 Business Rules Validations or let Rudol parse your Data to pre configure some of them, the process takes less than 3 minutes and you can massively configure Validations to all your Assets in an instant. Releasing your Data Team from this repetitive tasks is crucial for optimizing their work and getting more value out of the practice, that's why Rudol also offers AI Validations to detect Anomalies where no business rules are defined. Use one of our 3 models to detect inconsistencies where not even Business Stakeholders can notice, and proactively notify your interested roles to identify hidden problems or false positives, because the models learn and improve with your feedback. Rudol also offers Lineage level traceability for Root Cause and Impact Analysis, allowing you to trace data from source to destination across data pipelines. Understand the upstream and downstream implications of any data issue, promoting accountability and transparency, or copy Validations accross your pipeline flow for higher quality coverage. With Rudol, Data Quality becomes accesible and easy to execute. It's designed for all levels of technical expertise, allowing everyone in your organization to participate in maintaining data quality. Rudol enhances decision-making, reduces infrastructure costs, and empowers organizations to make the most out of their data. Don't let poor data quality hinder your success. Choose Rudol and enable the real power of your Data.

Average Rating: 5.0/5.0

Total Reviews: 1

Waterline Data Catalog

Waterline Data Fingerprinting works by analyzing the data values in each data set and profiling the data. Waterline Data then uses that information to create a fingerprint for each column of data—using machine learning to intelligently and automatically tag and match data fingerprints to glossary terms and populate the data catalog. Users can then refine matched terms, and remaining unmatched terms, through crowdsourcing.

Average Rating: 5.0/5.0

Total Reviews: 1

Zaloni Data Governance

At Zaloni, we believe in the unrealized power of data. Our data management software, Arena, provides an augmented catalog that enables self-service data enrichment and consumption. We work with the world's leading companies, delivering exceptional data governance built on an extensible, machine-learning platform that both improves and safeguards enterprises’ data assets. To find out more visit www.zaloni.com.

Average Rating: 4.0/5.0

Total Reviews: 1

Accurity Software Suite

With Accurity, the all-in-one data intelligence platform, you get company-wide understanding and complete trust in your data - speed up business-critical decision making, increase your revenue, reduce your costs, and ensure your company’s data compliance. Accurity supports multiple solutions across the entire project life cycle from the definition of data requirements to data quality checks by data stewards. Accurity offers comprehensive solutions covering data harmonization, quality and lineage including business glossary, data catalog, and reference data management. You can describe and provide a company-wide and company-specific common language of business terms and get a complete overview of all technical metadata related to your business “projects” that covers all layers of your data architecture. And break down your business terms to a structured, consistent, and more granular model that allows you to achieve data lineage. Accurity platform is available on-premises or as a SaaS. It is built in a way to help beginners easily start managing their data with the ability to scale up the range of services according to your needs, up to large-scale enterprise environments with specialist requirements. Anyone can get started with Data Catalog and Business Glossary SaaS right now, absolutely free.

Average Rating: 5.0/5.0

Total Reviews: 1

Binary Demand

Binary Demand provides custom solutions to prevent wastage of your data by making up for its natural degradation. Its customised data solutions include standardisation, de-duping, cleansing, verification etc. This helps in creating a list of probable customers based of criterias such as geography, company size, job titles, industry, etc.