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Top Rated Big Data Software with Data Migration

Last updated: April 2026

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69 software options

SAS Viya logo

SAS Viya

Cloud native AI and analytics platform

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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.

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Altova MapForce logo

ETL and Data Mapping Tool

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Altova MapForce is a data mapping tool that enables users to define, execute, and manage complex data integration and mapping relationships.

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Open Automation Software logo

Industrial Internet of Things (IoT) solution

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Open Automation Software is an open-architecture industrial Internet of Things (IoT) solution that helps businesses connect any data source to Web, NET, databases, and other open data format destinations or applications. It provides several developer tools, APIs and SDKs, allowing administrators to build and customize integrations, tag configurations and data feeds.

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MarkLogic logo

Integrated NoSQL database for data storage and management

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MarkLogic is an on-premise and cloud-based data management software that helps businesses utilize operational and transactional NoSQL databases to integrate, store, and access data. It enables supervisors to collect information from multiple sources and index them for query and search purposes.

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BOEM logo

A data toolbox for business management & decision-making.

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BOEM is cloud-based software, specifically designed for managers, that collects, treats, and analyses data in real-time. Through KPI and artificial intelligence, it sends automatic reports and notifications to help businesses grow.

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Upsolver logo

Data lake platform, on-premises or in the cloud

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Upsolver’s data lake platform helps simplify the process for developers to integrate, manage and structure streaming data for analysis, whether on-premises or in the cloud, through a set of advanced stream processing algorithms and an intuitive drag & drop interface

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Mozart Data logo

The easiest and fastest way to set up a modern data stack.

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Backed by award-winning data analyst support, Mozart Data’s all-in-one modern data platform empowers anyone to centralize, organize, and analyze their data without engineering resources. Instead of piecing together tools, companies get everything needed to spin up a reliable data stack in an hour.

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Rulex logo

The ultimate platform for empowering your business with data

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

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Crashlytics logo

Crash reporting solution for iOS and Android developers

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Mobile developers have no visibility into how their apps perform in customers’ hands. Until now. Crashlytics is an elegant tool to a big data problem. Most powerful, yet lightest weight crash reporting solution, we find the needle in haystack, even the exact line of code that your app crashed on.

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Worksheet Systems logo

Build online databases & custom business applications

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Worksheet Systems enables users to build enterprise quality custom business applications for data management needs, without any coding knowledge required

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OpenText Analytics Database logo

Big data analytics and machine learning solution

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Vertica is a powerful big data analytics platform that enables organizations to analyze their data on-premises, in the cloud, or on Hadoop. The analytics capabilities are enhanced by machine learning and predictive analytics, which enable users to uncover insights and identify patterns in their data.

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4MDG logo

Master data management software

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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.

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Tugger logo

Ask your business data anything. No code. No faff.

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Tugger is the AI-powered data platform that connects Simpro, Xero, HubSpot, QuickBooks, and more to a secure managed warehouse. Ask your data anything in plain English using Claude, ChatGPT, or Gemini - or build Power BI and Tableau dashboards. No coding. No setup headaches. Just answers.

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Lobster Data World logo

Connecting People & Data for a Better Future.

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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.

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Alteryx Designer logo

The AI Platform for Enterprise Analytics

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Alteryx enables the preparation, blending and analysis of data using repeatable workflows, facilitating a faster reporting of analytics for deeper BI insights

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ZIPPYDOC logo

Data analysis and processing platform

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ZIPPYDOC is a web-based platform that can generate complex problem solutions for data analysis issues.

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Grepsr logo

Managed data acquisition, perfected at scale.

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Grepsr is a powerful Big Data service. We offer efficient and customizable data extraction, automation, and analysis solutions for businesses dealing with large datasets. With our user-friendly interface and robust functionality, Grepsr enables organizations to streamline data collection.

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Qrvey logo

AI-Native Embedded Analytics for SaaS Companies

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Qrvey is the AI-native embedded analytics platform designed specifically for SaaS companies.

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Numerik logo

Data-driven sales mastery at your fingertips

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Numerik harnesses big data to provide sales teams with deep, actionable insights. Our platform processes vast datasets, turning them into valuable intelligence for strategic decision-making.

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SCALUE logo

Business performance management software

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SCALUE is a business-performance management software that helps procurement teams gain real-time insight into total spending to discover hidden costs and inefficiencies across business processes. Administrators can categorize unstructured procurement data and monitor key performance indicators (KPIs).

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Zuar Runner logo

Take data from many systems into one analytics destination!

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Collect, transform, model, stage, report, monitor and distribute. Zuar Runner automates the flow of data from hundreds of potential sources into a single destination for analytics.

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Blossom Sky logo

Federated AI Learning and Data Analytics

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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.

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Hevo logo

No-code, data pipeline for advanced ETL, ELT and Reverse ETL

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Hevo is a no-code, bi-directional data pipeline technology designed specifically for advanced ETL, ELT, and Reverse ETL requirements.

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Google Cloud logo

Modular platform for computing, hosting, storage and more

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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.

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Hopsworks logo

Machine learning (ML) application building platform

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Hopsworks is an Open-source Enterprise Feature Store, a productivity platform for the development and operation of Machine Learning (ML) pipelines at scale. Users can easily manage their AI data for features and models for feature, training and inference pipelines.

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