getapp-logo

App comparison

Add up to 4 apps below to see how they compare. You can also use the "Compare" buttons while browsing.

Software categoriesBlog & researchAbout us

GetApp offers objective, independent research and verified user reviews. We may earn a referral fee when you visit a vendor through our links. 

Big Data Software with Metadata Management (2026)

Last updated: April 2026

Filter results

Features

Integrated with

Pricing model

Devices supported

Organization types

User rating

51 software options

Google Cloud logo
Category Leaders

Modular platform for computing, hosting, storage and more

learn more
Google Cloud Platform is a modular-based platform providing multiple build and scale services to businesses of any size within any industry. It offers tools for document storage, data warehousing, security key enforcement, app creation, API management, AI and machine learning, live chat, and more.

Read more about Google Cloud

Users also considered
Tableau logo
Category Leaders

Visual analytics platform for data exploration

learn more
Tableau is a business intelligence and analytics platform that enables users to connect to databases, create data visualizations, and share insights. The platform offers deployment options including cloud-based, self-hosted, and desktop environments with drag-and-drop functionality for building interactive dashboards. It features AI-based analytics capabilities, integration with Salesforce CRM, and supports visual storytelling and collaboration across organizations.

Read more about Tableau

Users also considered
IBM SPSS Statistics logo
Category Leaders

Business intelligence and statistical analysis software

learn more
IBM SPSS Statistics is a business intelligence software that helps businesses of all sizes conduct statistical analysis utilizing big data, machine learning algorithms, open-source extensibility, and other methodologies from within a unified platform.

Read more about IBM SPSS Statistics

Users also considered
Qlik Sense logo
Category Leaders

End-to-end data analytics platform

learn more
Qlik Sense is a business intelligence (BI) and visual analytics platform that supports a range of analytic use cases. It supports a full range of users and use-cases across the life-cycle from data to insight.

Read more about Qlik Sense

Users also considered
Snowflake logo

Cloud data platform for tech professionals and businesses

learn more
Snowflake is a cloud data platform that can enable critical data workloads and secure collaboration. This solution can be used to run data across multiple regions for a single, unified experience across a business ecosystem. Using a multi-cluster shared data architecture, Snowflake provides access to the same data without affecting business performance. The platform can scale to any volume of data and number of users.

Read more about Snowflake

Users also considered
Matillion logo

Extract, transform, load platform for cloud data warehouses

learn more
Matillion is an extract, transform, load (ETL) solution for cloud data warehouses including Amazon Redshift, Snowflake and Google BigQuery. It enables users to gather data from various sources & deliver them in structured and semi-structured frameworks using data transformation capabilities.

Read more about Matillion

Users also considered
IBM Cognos Analytics logo

Business intelligence suite

learn more
IBM Cognos is a suite of business intelligence and performance management software, that includes dashboards, reports, forecasting, visualization & automation.

Read more about IBM Cognos Analytics

Users also considered
CRM Analytics logo

Cloud-based and on-premise data analysis solution.

learn more
CRM Analytics is a cloud-based and on-premise data analysis platform, which helps small to large businesses in finance, healthcare, life sciences, communications, manufacturing, consumer goods, and other sectors extract, visualize, connect, share, and clean data. Features include machine learning (ML), natural language processing (NLP), artificial intelligence (AI), forecasting, predictive modeling, and drag-and-drop data visualization.

Read more about CRM Analytics

Users also considered
Sigma Computing logo

Collaborative business intelligence and data analytics tool

learn more
Sigma is an award-winning modern business intelligence (BI) and analytics platform purpose-built for the cloud. It features a familiar spreadsheet-like interface which delivers the full power of SQL into the hands of any user while keeping data fresh and secure within cloud data warehouses.

Read more about Sigma Computing

Users also considered
Spotfire logo

Visual data science to make smart people smarter

learn more
Spotfire is a visual data science solution, combining advanced analytics with industry-specific visualizations.

Read more about Spotfire

Users also considered
MicroStrategy Analytics logo

Intelligence Everywhere

learn more
MicroStrategy ONE integrates the power of generative AI with the precision of BI and Analytics.

Read more about MicroStrategy Analytics

Users also considered
Lobster Data World logo

Connecting People & Data for a Better Future.

learn more
Lobster is a 360° digital ecosystem that streamlines data integration, orchestration, and connectivity across enterprises.
The Lobster Data Platform, Data Network and a growing portfolio of plug-and-play Lobster Data Products build our Lobster Data World.

Read more about Lobster Data World

Users also considered
Gathr logo

Power AI with complete data context

learn more
Gathr.ai powers AI with complete data context for higher quality intelligence.

Read more about Gathr

Users also considered
Rulex logo

The ultimate platform for empowering your business with data

learn more
Rulex’s unique software helps people and organizations take the best possible decisions by seamlessly combining transparent data-driven knowledge with human expertise.

Read more about Rulex

Users also considered
Vantage logo

Web-based database and analytics tool for IoT enhancement

learn more
Teradata Database allows individuals to break down and distribute complex analytics workloads to improve performance. Key features include access control, data dictionary & workload management, programming languages support, data storage & analysis, reporting, fallback protection, and more.

Read more about Vantage

Users also considered
4MDG logo

Master data management software

learn more
4MDG is a master data management software designed to help medium and large companies unite robotic process automation, big data, and workflows to make data better.

Read more about 4MDG

Users also considered
Integrate.io logo

The Only Complete "No-Code" Data Pipeline Solution.

learn more
Integrate.io is the first platform with a complete set of tools & connectors for true data-driven decision making. Unify Your Data Stack: Become Clairvoyant.

Read more about Integrate.io

Users also considered
Byteplant Address Validator logo

Standardize, Validate and Correct Postal Addresses Worldwide

learn more
Address Validator provides accurate verification, standardization, and formatting of postal addresses from over 240+ countries worldwide in real-time.

Read more about Byteplant Address Validator

Users also considered
Blossom Sky logo

Federated AI Learning and Data Analytics

learn more
Blossom is a system designed to fully support cross-platform data processing: the platform enables users to run data analytics over multiple data processing platforms.

Read more about Blossom Sky

Users also considered
Talend Data Fabric logo

Talend, a leader in cloud data integration & data integrity

learn more
Talend Data Fabric offers a single suite of apps to help enterprises collect, govern, transform and share data, enabling users to shorten the time to trusted data.

Over 4,250 organizations across the globe have chosen Talend to help them turn all their raw data into trusted data.

Read more about Talend Data Fabric

Users also considered
Dataedo logo

Data catalog and database documentation tool

learn more
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.

Read more about Dataedo

Users also considered
Sesame Software logo

Stop paying per GB.

learn more
Sesame Software enables enterprises to harness large-scale data with secure replication and movement across multiple platforms. Our hybrid deployment model allows you to unify structured and unstructured data into one environment for modern analytics, AI initiatives, and compliance reporting.

Read more about Sesame Software

Users also considered
Panoply logo

Data warehousing and transformation

learn more
Panoply is a managed cloud data warehouse with ELT data connectors and dashboarding capabilities, all in one easy to use platform

Read more about Panoply

Users also considered
TimeXtender logo

Build Data Solutions 10X Faster.

learn more
TimeXtender is a cloud-based ETL solution that helps data teams eliminate manual, repetitive tasks. It automatically generates T-SQL code for data cleansing, transformation & validation – eliminating the need to manually write, review & debug countless lines of SQL code.

Read more about TimeXtender

Users also considered
SAS Viya logo

Cloud native AI and analytics platform

learn more
SAS Viya is a cloud-native data and artificial intelligence platform designed to support analytics workflows across organizations. The platform features data management capabilities that provide access to multiple data sources with built-in governance and lineage tracking. It includes machine learning, statistical modeling, and data mining tools accessible through both visual and code-based interfaces, along with SAS Viya Copilot for AI-assisted tasks.

Read more about SAS Viya

Users also considered