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Big Data Software with Sentiment Analysis (2026)

Last updated: April 2026

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205 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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API Server logo

API Server

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Build enterprise-ready REST APIs from any database

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CData's API Server can be used to build REST APIs from any database including SQL Server, MySQL, DB2, Mongo, and others. API Server users can create fully-documented, discoverable APIs using existing enterprise data. This solution provides configuration options for database / data source connection plus authentication and permissions for increased security. It allows users to publish APIs locally or in the cloud. API Server can integrate with Microsoft Power BI and other popular systems.

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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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Trendalyze logo

Visualize, search & monitor for micro-trends in data

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Leverage Hadoop platforms and AWS, Azure, GCP and OCI big data cloud services

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Qubole Data Service logo

Big-data-as-a-service provider

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Qubole provides a managed Big Data service that makes it simple to prepare, integrate and explore Big Data in the cloud. It is trusted by the largest brands in social media, online advertising, gaming and other data-intensive companies such as Pinterest, Quora, MediaMath and TubeMogul.

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data.world logo

Cloud-based metadata management solution

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data.world is a cloud-based metadata management software that helps businesses in streamlining data discovery, governance, and analysis processes. The platform can be used to organize data into charts, graphs, and reports. It also allows users to search for specific terms within documents which is helpful when they want to find particular information right away without having to go through each document individually.

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DataFactory logo

Cloud-based data preparation software

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Dextrus is a cloud-based software that helps users develop, deploy, and orchestrate data pipelines and machine learning workflows on a unified platform. Key features include data analysis tools, ETL, data configuration, anomaly detection, and more.

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Oracle NoSQL Database logo

Database management software for designing web & mobile apps

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Oracle NoSQL Database helps developers design web and mobile applications using key-value, document, and columnar databases. The platform enables users to run applications on Oracle cloud, on-premises, or other external cloud environments.

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Riak logo

Open-source NoSQL database management solution

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Riak KV is an open-source NoSQL database solution designed to help businesses control, replicate, retrieve and distribute data across multiple servers. It includes Riak Control, which allows users to inspect and manage the health, nodes, associated rings and memory consumption for each cluster.

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MobiusFlow logo

Connect, Control, Communicate.

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Drive innovation, reduce costs and improve efficiencies with MobiusFlow and capitalise on the opportunities for connected data and automated device control using actionable insights. From initial concept through to full scale global deployment MobiusFlow Minimises risk, reduces time to market.

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Incorta logo

Real-time analytics on raw business data

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Incorta provides a unified data and analytics platform that makes it quick and easy to unlock the full potential of business data from multiple complex source systems. By eliminating traditional data transformation, modeling and aggregation steps, it makes 100% of data instantly ready for analysis.

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EspressReport ES logo

Cloud-based BI solution to monitor key performance metrics

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ERES Cloud offers enterprise BI reporting, on demand KPI and performance management dashboards, data visualization and actionable insights via desktop & mobile

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Zerve logo

Platform for managing data science and AI/ML development

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Zerve is the agentic data workspace designed for anyone who works with data, from solo analysts, data scientists, business users and teams alike. Zerve brings together exploration, advanced analysis, collaboration, and production deployment into a single AI-native environment.

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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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CoolPlanet logo

Business intelligence software designed for factories

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Clarity is business intelligence software designed specifically for factories. Clarity can help everyone from operators to plant managers, maintenance managers to CEOs understand their data and plant better.

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OpenText Analytics Cloud logo

Data visualization and analysis solution for business

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OpenText Magellan is a fully integrated AI & Analytics platform that lets business users access, blend, and explore data quickly, and apply advanced and predictive analytics techniques through a drag-and-drop experience that doesn't depend on IT or a data expert.

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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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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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Leadspace logo

Take back control of your sales and marketing data.

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Leadspace is the leading B2B Customer Data Platform. Innovative companies like Microsoft, AMEX and RingCentral use the Leadspace CDP to power more effective and high-performing inbound/outbound marketing, ABM, and sales ops efforts that increase revenue.

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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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Amazon EC2 Spot logo

Web-based software for increasing Amazon EC2 capacity

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Amazon EC2 Spot is designed to help software developers increase the compute capacity in AWS Cloud and resize instances as per the business requirement. Organizations can utilize spot instances to launch, run, and maintain various fault-tolerant applications including big data, CI/CD, stateless web servers, API endpoints, analytics tools, and rendering workloads.

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Wrench.ai logo

Personalization AI to acquire, grow, and retain customers

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Wrench.AI is a personalization platform that distills complex data into painless human insights. We automate research and behavioral analytics for data-driven organizations that want to understand “Who” their audience is, “What” they care about, and “How” to serve them better.

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Revenue AI logo

PaaS and virtual Center of Excellence for Revenue Management

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Cloud-based revenue management solution that provides actionable recommendations to optimize product portfolio and pricing/promo strategy to build profit margin and maximize ROI for CPG, Retail, Life Science, Medicine, and other sectors. The platform provides various features such as pricing management, strategy recommendations, notifications/alerts, artificial intelligence (AI), and predictive modeling.

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WinPure logo

Web-based email verification solution

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WinPure is a web-based solution that helps businesses across healthcare, banking, education, insurance, and other sectors validate and verify email addresses. It allows managers to manage email lists, highlight email addresses with fake or improper names, and upload files in CSV formats.

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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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