Best Data Analysis Software for Cloud
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Compare the Top Data Analysis Software for Cloud as of December 2025
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What is Data Analysis Software for Cloud?
Data analysis software is software used to collect, process, and interpret large datasets to identify patterns, trends, and insights. It allows users to visualize data through interactive charts, graphs, and dashboards, making complex information more accessible. These tools often incorporate statistical, predictive, and machine learning features to support informed decision-making. Data analysis software is utilized across various industries, including finance, healthcare, marketing, and research, to enhance strategic planning and operational efficiency. By transforming raw data into actionable insights, it empowers organizations to make data-driven decisions. Compare and read user reviews of the best Data Analysis software for Cloud currently available using the table below. This list is updated regularly.
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1
Teradata VantageCloud
Teradata
Teradata VantageCloud is a cloud-native platform designed for advanced data analysis at enterprise scale. It unifies structured and semi-structured data across multi-cloud and hybrid environments, enabling users to run complex SQL queries, perform statistical analysis, and deploy AI/ML models—all within a single, scalable system. VantageCloud supports open-source tools like Python, R, and Jupyter, and integrates with popular BI platforms for visualization. Its high-performance engine and open architecture make it ideal for organizations seeking deep insights, operational intelligence, and real-time decision-making from diverse data sources. -
2
Harmoni
Infotools
A powerful data analysis and visualization platform purpose-built for market research data. From data processing through to analysis, reporting, visualization, dashboards, distribution, and data alerts, Harmoni is for you. Spend less time processing data, and more time analyzing it. Harmoni uses automation to make your job easier. With Harmoni, it's easy to provide valuable, actionable insights to stakeholders. Market research budgets are shrinking, but expectations are ramping up. With Harmoni, you can slice and dice your data as the questions are asked, on the go. Bring your data sources together with Harmoni to form one usable set. Harmoni supports a wide range of data sources, including IBM SPSS®, SQL, Microsoft Excel, CSV, tab-delimited files, Dimensions, and more. Integrated with popular market research platforms, Harmoni supports data collection leaders such as Voxco, FocusVision Decipher, and Qualtrics. -
3
icCube
icCube
icCube is a Swiss embeddable analytics solution designed for B2B SaaS product and development teams to deeply embed analytic capabilities inside their applications. Dashboards will seamlessly blend into the SaaS solution’s UI and UX experience, while resting on top of icCube’s robust analytical engine, allowing to consume complex data models needing sophisticated data security. With a dev2dev approach, icCube's team accompanies clients to successfully and quickly get into production. At icCube, we understand that navigating the complexities of data can be daunting. That’s why we’re excited to introduce also our Data Analytics Boutique Services, designed to empower both existing and new clients in achieving seamless data integration, robust data security, insightful analytics, effective decision automation and dashing reports. We partner with our clients at all stages and all phases of their projects and product roadmaps. From a quick review up to a full project and productStarting Price: $20,000/year -
4
Composable DataOps Platform
Composable Analytics
Composable is an enterprise-grade DataOps platform built for business users that want to architect data intelligence solutions and deliver operational data-driven products leveraging disparate data sources, live feeds, and event data regardless of the format or structure of the data. With a modern, intuitive dataflow visual designer, built-in services to facilitate data engineering, and a composable architecture that enables abstraction and integration of any software or analytical approach, Composable is the leading integrated development environment to discover, manage, transform and analyze enterprise data.Starting Price: $8/hr - pay-as-you-go -
5
Kochava
Kochava
Kochava is a real-time data solutions company offering a comprehensive growth stack of solutions for data-driven advertisers. We empower advertisers to measure what matters with tools that deliver better insights and actionable data in one operational platform. Advertisers can map their growth journey with Kochava, leveraging mobile measurement partner (MMP) services, a next-generation marketing mix modeling (MMM) SaaS platform, and a premium platform for search ads automation and app store optimization (ASO). Kochava's MMM SaaS and search ads automation/ASO platforms work with advertisers using Kochava or any other MMP. With a culture of customer-driven innovation, dedication to data security, and the most powerful tools in the ecosystem, Kochava is trusted by top brands to harness their data for growth. Headquartered in Sandpoint, ID, the company has offices globally.Starting Price: FREE -
6
Q.Shop
QDataHub
Q.Shop, formerly known as Quince Shop Floor Data Collector, is a manufacturing software solution that is specifically designed for those in the repair and overhaul industry. Repair and overhaul manufacturing can be labour intensive and complex. Q.Shop is a unified data collection system that brings together shop floor inspection plans, process manuals, work instructions, and machinery inputs in one place. Q.Shop platform facilitates traceability and simplifies collaboration among technicians, supervisors, and managers. Q.Shop manufacturing solution also offers a complete job and employee scheduler. It maximizes process efficiency, in regard to not only machine operation but also personnel placement. Operators are scheduled based on their shift hours, experiences, skill levels and amount of achieved certifications/ licenses. Q.Shop increases productivity by providing the most suitable schedule for your current workforce, machinery, inventory and sales volume. -
7
Grow
Epicor Software
Grow is a no-code full-stack business intelligence (BI) platform that empowers everyone in your organization to make data-driven decisions. By combining ETL, data warehousing and visualization in one easy-to-use platform, any organization can connect and explore its data to surface insights. And our unlimited-user license model gives everyone access to the answers they need without waiting in line for an analyst. Now everyone can make great decisions in real-time to accelerate their growth. Plus: - Unlimited Users - 100+ Integrations - No SQL needed (but available to use) - Support from BI Consultants - Simple ETL - Dynamic Dashboards -
8
Looker
Google
Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and governed BI, to build custom applications with trusted metrics, or to bring Looker modeling to their existing environment. The result is improved data engineering efficiency and true business transformation. Looker is reinventing business intelligence for the modern company. Looker works the way the web does: browser-based, its unique modeling language lets any employee leverage the work of your best data analysts. Operating 100% in-database, Looker capitalizes on the newest, fastest analytic databases—to get real results, in real time. -
9
Zuar Portal
Zuar, Inc.
The first customer portal built to change as often as your customers' requirements do. Easily create, personalize, update, and maintain a data-driven customer experience with Zuar. Behind every “adoption” problem is a series of issues with UI/UX design, slow response times, limited functionality, manual processes, and a lean overworked team tasked with increasing retention KPIs and OKRs. We know it is essential to provide a consistent, omnichannel experience across various platforms and devices. Zuar is the cornerstone of a data-driven customer experience strategy, which aims to empower businesses by leveraging interconnected data to build trust and transparency. Zuar integrates with business intelligence leaders, like Tableau, Power BI, and ThoughtSpot, and cloud database providers, like Snowflake, Google Cloud, Redshift, and Databricks. -
10
Pentaho
Hitachi Vantara
With an integrated product suite providing data integration, analytics, cataloging, optimization and quality, Pentaho+ enables seamless data management, driving innovation and informed decision-making. Pentaho+ has helped customers achieve a 3x increase in improved data trust, a 7x increase in impactful business results and most importantly, a 70% increase in productivity. -
11
Megaladata
Megaladata
Megaladata is the fastest low-code platform for advanced analytics, enabling business users to design and run end-to-end data workflows—ù, from ETL to ML, without coding or IT support. With visual design tools and ready-made components, it simplifies data integration, cleansing, and deep analysis. The platform supports both self-service and enterprise-grade systems, handling big data with high performance. IT has integrations with more then 50 of the main databases' software and online datasets, other then native compatibility with Micrsoft ecosystem and Python. Available as a desktop, server, or cloud solution, Megaladata is used across industries like banking, retail, logistics, and healthcare. Free, interactive training online courses help users solve real business problems efficiently.Starting Price: Free, Community Edition -
12
Windsor.ai
Windsor.ai
Connecting all marketing data. See the value and ROAS of every marketing touchpoint. Multi-touch marketing attribution models. Get all your marketing data and metrics into any tool. Optimize marketing ROI for all channels. Connecting all marketing data with our marketing attribution platform give marketers an increase in marketing ROI of 15-44%. Measure ROI for every channel, campaign, keyword and creative. Take into account cancellations, returns and offline conversions from CRM. Automate collecting all marketing data and minimize time spent on preparing and formatting. Focus instead on insights. With our advanced marketing attribution software, you can easily use all your data where and when you need. With our connectors and APIs it's easy to consume the data in any tool. Analyze and optimize customer journeys across all touch-points. Our marketing attribution software and budget optimiser helps you save time when optimising budgets.Starting Price: $19 per month -
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DataClarity Unlimited Analytics
DataClarity
DataClarity Unlimited Analytics is the only free modern embeddable data and analytics platform in the world that provides a self-service, powerful, secure and seamless end-to-end experience. Highlights: SIMPLIFIED DATA INTEGRATION – Easily connect, join, curate, cache and catalog diverse data through drag and drop, custom SQL builder & AI-powered data profiling. | INTERACTIVE DASHBOARDS – craft compelling reports using 80 stunning visualizations, geospatial maps and flexibility to bring your own charts. | REAL-TIME ANALYSIS – Perform advanced analysis & data exploration using drill-down, drill-through, filters, built-in statistical & predictive models, or your own Python and R code. | SEAMLESS APPLICATION INTEGRATION – Achieve smooth integration with versatile APIs, tailor-made configurations & flexible embedding features. | SECURITY & GOVERNANCE – Ensure adherence to your security guidelines, governance standards, multitenancy, row-level data protection, and Single Sign-On (SSO).Starting Price: FREE -
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Improvado
Improvado
Improvado is an AI-powered marketing intelligence platform that enables marketing and analytics teams to unlock the full potential of their data for impactful business decisions. Designed for medium to large enterprises and agencies, Improvado seamlessly integrates, simplifies, governs, and attributes complex data from various sources, delivering a unified view of marketing ROI and performance. With 500+ ready-made connectors extracting over 40,000 data fields from virtually every marketing platform you use, Improvado seamlessly: - Integrates all your marketing and sales data into a unified dashboard - Normalizes disparate data structures into consistent, usable formats - Generates instant reports that previously took days to compile manually - Delivers real-time cross-channel performance insights - Automatically updates your visualization tools like Tableau, Looker, or Power BI -
15
Germain UX
Germain UX
No need to talk to the users to know what they experienced (replay, behavior insights, etc). End-2-end Transaction Insights (business, technology, etc). User interface design or technology issues may contribute to poor user experience. Germain UX identifies use cases and root-cause of issues down to the user click and scenario and technology (network request, code, sql, etc). Lack of training, poor organization, attrition may contribute to ineffective business operations. Germain UX identifies main gaps and their root-cause, in real-time and 24×7. Overloaded call center, lack of expertise, hard to find information on a website may all contribute to low prospect conversion rate. Germain UX helps identify actionable insights. Ineffective product or service, lack of support, hard-to-find online material, may all contribute to a poor customer experience and attrition. Germain UX identifies actionable insights around that, 24×7 and in real-time.Starting Price: $460 per month -
16
SAS/STAT
SAS Institute
SAS/STAT includes exact techniques for small data sets, high-performance statistical modeling tools for large data tasks and modern methods for analyzing data with missing values. And because the software is updated regularly, you'll benefit from using the newest methods in the rapidly expanding field of statistics. With more than four decades of experience developing advanced statistical analysis software, SAS has an established reputation for delivering superior, reliable results. Our rigorous software testing and quality assurance program means you can count on the quality of each release. You can be confident that the code you produce with SAS/STAT is documented and verified to meet corporate and governmental compliance requirements. Hundreds of built-in, customizable charts and graphs ensure clear, consistent statistical output, so your analysis results are easy to understand. -
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AYTM
aytm
Whether you’re looking for a robust consumer insights platform or an experienced partner, aytm has the technology and the people you need to tap into your consumer's voice, collect actionable insights, and advance your market research initiatives. Put plainly, we’re an intech (insights technology) company. But we’re not all that plain. Some see us as their go-to research connoisseur. Others see us as a self-serve insights buffet. We like to think of ourselves as a complex, multifaceted organism that thrives on curiosity and spits out understanding. - A predictive sample engine to find and segment audiences with ultimate precision from a pool of over 100 million global respondents - A survey authoring tool that puts teams on the same page to design, edit, and collaborate on simple and sophisticated studies - An insights dashboard that delivers real-time results—allowing you to explore and analyze the platform, as well as easily share your findings with stakeholdersStarting Price: $150/month/user -
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Statice
Statice
We offer data anonymization software that generates entirely anonymous synthetic datasets for our customers. The synthetic data generated by Statice contains statistical properties similar to real data but irreversibly breaks any relationships with actual individuals, making it a valuable and safe to use asset. It can be used for behavior, predictive, or transactional analysis, allowing companies to leverage data safely while complying with data regulations. Statice’s solution is built for enterprise environments with flexibility and security in mind. It integrates features to guarantee the utility and privacy of the data while maintaining usability and scalability. It supports common data types: Generate synthetic data from structured data such as transactions, customer data, churn data, digital user data, geodata, market data, etc We help your technical and compliance teams validate the robustness of our anonymization method and the privacy of your synthetic dataStarting Price: Licence starting at 3,990€ / m -
19
Oracle Analytics Cloud
Oracle
Oracle Analytics is a complete platform for every analytics user role. AI and ML are embedded throughout the platform to accelerate productivity and power better business decisions. Choose either Oracle Analytics Cloud, our cloud native service, or our on-premises solution, Oracle Analytics Server, both of which help you avoid compromising security and governance. Oracle Analytic addresses all needs of business users from data to decision. Oracle Analytics can help you solve your business problems with built in data preparation and enrichment, no-code machine learning and industry leading data visualization.Starting Price: $16 User Per Month - Oracle An -
20
FastCube VCL
Fast Reports
It is not just a new generation of “Decision Cube” and much more than Pivot Grid control, it is a powerful high-speed standalone OLAP-cube engine! Integrate FastCube OLAP-library to your application, prepare data (or several data sets) that will be necessary for your end-users, and bring Business Intelligence directly into your application! Give freedom of report creation to your end-users – support them in getting reasonable decisions! FastCube VCL is a set of components for implementation in-memory data cube, OLAP operations, can be used for creating pivot table reports. It supports Delphi 7-XE8, C++Builder 2005-XE8, Embarcadero RAD Studio 10 - 11 and Lazarus. Your customers will no longer need Excel-tables for multi-dimensional data analysis and cross-tab reporting! FastCube components can be built into the interface of host applications. FastCube end users do not require high programming skills to build reports. FastCube is a set of OLAP Desktop components for Delphi.Starting Price: $199.00/developer -
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FastCube .NET
Fast Reports
FastCube enables you to analyze data and to build summary tables (data slices) as well as create a variety of reports and graphs both easily and instantly. It's a handy tool for the efficient analysis of data arrays. FastCube is a set of OLAP Desktop components. It supports .NET Framework 4, ASP .NET Core, Mono Framework. - FastCube components can be built into the interface of host applications. - FastCube end users do not require high programming skills to build reports. - Instant downloading and handling of data arrays. - Ready-made templates can be built for summary tables. It is possible to prohibit users from modifying the schema. - All FastCube's settings may be accessed both programmatically and by the end user. - FastCube's data can be saved in a compact format for data exchange and data storage. - Data and settings can be saved into desirable format, compatible with FastCube VCL. - Export to Excel, Word, HTML.Starting Price: $199.00/developer -
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FastCube FMX
Fast Reports
FastCube enables you to analyze data and to build summary tables (data slices) as well as create a variety of reports and graphs both easily and instantly. It's a handy tool for the efficient analysis of data arrays. FastCube FMX is a set of OLAP Desktop components. It supports Embarcadero Delphi XE4-XE7, C++Builder XE4-XE7, RAD Studio XE4, Embarcadero RAD Studio 10.3 Rio and higher. You can integrate it to applications for MS Windows and Apple Mac OS X. This components can be built into the interface of host applications. FastCube FMX end users do not require high programming skills to build reports. FastCube FMX is a set of OLAP Desktop components for Delphi/C++Builder/Lazarus. Connection to data-bases can be not only through the standard ADO or BDE components but also through any component based on TDataSet. Instant downloading and handling of data arrays. Ready-made templates can be built for summary tables.Starting Price: $249.00/developer -
23
SnapStrat
SnapStrat
SnapStrat delivers a customized end-to-end software solution for recurring strategic decisions that enables executives to make more informed trade-offs and then connects the decision to its execution incorporating data ingestion and transformation, scenario modeling, workflow and more. Sephora and Frontier Communications are among our customers. Typically, our customers want to digitally transform a decision process and associated workflow that is currently manual and/or sub-optimized. The current strategic decision-making process is inefficient, costly in terms of both time and money, and doesn't deliver the sense of certainty decision makers want. This results in diminished business value, wasted time, and organizational backlash. -
24
Snowfly
Snowfly Performance Inc.
Our unique game-driven incentive, gamification, wellness, and engagement approach utilized in conjunction with our innovative software application, motivating rewards, and fully featured incentive services will enable your organization to create, implement, and manage an effective and engaging recognition, reward, and analytics program. Using features like badges, challenges, leaderboards, raffles, and a bunch of automation, you can create YOUR program. Snowfly provides industry module templates that allow you to take our decades of experience and make them your own. Then, add on our consulting and business services and have a program that not only engages your employees, automates your incentives, and provides Gamification but ALSO moves the needle and improves your bottom line. Don't settle on "checking the Gamification" box, use a program that will make a difference that your employees will use for YEARS. Come have some fun with Snowfly!Starting Price: $5.00/month/user -
25
Singular
Singular
Singular empowers marketers to futureproof their growth with next-gen attribution and analytics. We provide a holistic solution that combines mobile attribution with industry-leading cost aggregation, flexible ROI analytics, and automatic loading directly into your BI tools. With Singular you are able to - Measure and report on all the channels you work with - Analyze ROI by combining attribution with leading cost aggregation - Track and analyze across the entire user lifecycle - Block more fraud with best-in-class fraud prevention - Monitor a single managed pipeline with a plug-and-play solution to extract, transform and load analysis-ready marketing data into your chosen data warehouse Top marketers from LinkedIn, Rovio, Microsoft, Lyft, Twitter, EA, and more, rely on Singular for a complete view of their marketing performance. -
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Toucan
Toucan
Toucan is a customer-facing analytics platform that empowers organizations to drive engagement with the best end-user experience. From data connections to the distribution of insights anywhere they're needed, Toucan makes it easy. As a result, Toucan analytics are used 3x more than the industry average. Users can connect to any data, cloud-based or other, streaming or stored, with hundreds of connectors. Preparation of data is equally simple with data readiness features that lets business people perform tasks that would ordinarily require an expert. Visualization takes the form of “data storytelling” where every chart is accompanied by context, collaboration, and annotation so that users understand the “why” and not just the “what” of their data. Finally, deployment and management are made easy with one-touch deployment from staging to production, easy embedding, and publishing to any device. -
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Noteable
Noteable
Made by industry leaders. Battle tested at the world's largest tech companies. Connect your people and your data. Put data in the hands of every employee. Save by retiring on-prem infrastructure. Multiply your data team's productivity. We have a long history of supporting technical communities and open source initiatives. We value the energy, open standards, and exchange of ideas that emerge when passionate professionals come together for a common cause. That’s why Noteable’s committed to supporting technical communities and contributing back to open source wherever possible. Noteable is your data platform that transform how data teams work by delivering modern collaboration securely and cohesively across all your users. Multi-tenant cloud or deploy to a single-tenant virtual private cluster. You’re in complete control of geography, networking setup, and more. You define all the rules of your cloud.Starting Price: Free -
28
Keen
Keen Decision Systems
Keen is defining the future of marketing mix as the only system to deliver both historical measurement and predictive, prescriptive planning that continually optimize marketers’ spend choices across all channels, tied to financial impact. Begin making data-driven decisions quickly and add new data as you go. Keen’s marketing elasticity engine estimates help you consider all channels, even those you’ve not tried before. Then run scenarios to build a plan that balances your financial goals and risks. When you think about marketing metrics you probably think of marketing mix, multi-touch attribution and other ways to measure past performance. But how will you decide your next best opportunity, especially if it’s in a channel you’re not using? Or when uncertainty is high, like say, in a pandemic? Keen’s SaaS platform helps you accurately predict future performance across all channels so you can make smarter decisions about how to drive growth. -
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Trendalyze
Trendalyze
Decisions can't wait. Compress machine learning projects from months to minutes. Like Google, our AI search engine brings you insights instantly. Inaccuracy costs money. Patterns reveal what KPIs and averages miss. TRND uncovers the patterns that provide the early warning signs missing from the KPIs. Empower the decision maker. Trends are most relevant to decision-makers who want to know whether a threat or an opportunity is bubbling up. In the digital economy knowledge is money. TRND enables creation of sharable pattern libraries that facilitate fast learning and deployment for business improvement. If you can't monitor all, you monetize none. TRND doesn't just find needles in haystacks; it constantly monitors all needles for relevant information. If you can't afford it, you can't do it. It used to be that scale broke the bank. Our search-based approach makes micro monitoring at scale affordable. -
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Y42
Datos-Intelligence GmbH
Y42 is the first fully managed Modern DataOps Cloud. It is purpose-built to help companies easily design production-ready data pipelines on top of their Google BigQuery or Snowflake cloud data warehouse. Y42 provides native integration of best-of-breed open-source data tools, comprehensive data governance, and better collaboration for data teams. With Y42, organizations enjoy increased accessibility to data and can make data-driven decisions quickly and efficiently.
