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Data Catalog Software with AI/Machine Learning (2026)

Last updated: January 2026

Data Catalog Software Key Features

    Based on 38 user opinions, we identified 6 features that are important for any product in Data Catalog Software
  • Data Discovery

    Discover and connect variety of data sources to the application for analysis

    Average user rating

    4.4
  • Metadata Management

    Collect and maintain structured information that describes data or content

    Average user rating

    4.8
  • Natural Language Search

    Ability to interact with the application using human languages such as English

    Average user rating

    4.8
  • Collaboration Tools

    Provides a channel for team members to share media files, communicate, and work together

    Average user rating

    5.0
  • Drag & Drop

    Assemble applications and processes by dragging over and arranging pre-built components

    Average user rating

    5.0
  • Third-Party Integrations

    Set up connections to third-party platforms to improve business processes

    Average user rating

    4.6
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13 software options

decube logo

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Dataedo is a data catalog and database documentation tool. It supports metadata management and data governance through data dictionaries, business glossaries, database diagrams, data profiling, data lineage, and more.

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Simplify data governance & accelerate digital transformation

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With Phoenix Data Catalog, identify, understand, and visualize your data within an efficient and collaborative data catalog.

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data catalog and management solution

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Metaphor is a data management solution that streamlines the data journey by providing full compatibility with the modern stack. With Metaphor, users can experience enhanced agility and scalability in their data operations. The software integrates with various collaboration platforms like Slack and MS Teams, facilitating communication and teamwork among team members.

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Effortless access to the right files at the right time.

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Shinydocs crawls your content repositories and then uses rules to identify and classify your files, documents, records, and media to create a regularly updated data catalog. It is invisible to your employees and works in the background while your team focuses on their day jobs.

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Reliable Data Quality for your Company

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- Unified Catalog, make all your data accesible
- Automatic Validation of your Business Rules
- Find Anomalies using our Propietary AI
- Notify your team members automatically, in Slack or Microsoft Teams
- Trace data's journey with Lineage analysis
- Google Chrome extension

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Foursquare Places is a cloud-based location intelligence solution that helps businesses gather location data from multiple territories and countries. Key features include site selection, competitive intelligence, and more. Foursquare Places also provides data sourced from proprietary machine-learning algorithms, user-generated content, and verified sources.

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Data catalog, discovery, governance, and quality solution

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erwin Data Intelligence is a data catalog solution that helps enterprises discover, analyze, govern, and share data. Key features include data mapping, reporting, metadata harvesting, and glossary management.

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DataGalaxy logo

Unify, Govern & Activate Your Data for AI-Driven Success

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DataGalaxy is a collaborative data catalog that helps organizations map, document, and activate their data for governance and AI readiness.

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