Based on the latest available data we've collected, the following solutions are the top data analytics software: Compare up to **2 products** at a time below: Why Trust SelectHub We focus on providing you with accurate and transparent data so you can make clear, confident decisions about which product will best meet your needs. Our analyst scores are based on our evaluation of products across 100+ features. See the full methodology below for what we scored and how we weighted it. We also offer an analyst-led evaluation program that vendors can purchase to receive direct analyst collaboration, a comprehensive product audit, and request for information (RFI) validation. The program doesn't allow vendors to pay for a specific score, though verification informs final placement. Full details on how verification affects rankings are in the methodology. Product User Sentiment i The percentage of users who would recommend this product based on user reviews collected from popular reviews sites. Company Size Start Price Free Trial 1\. [ Google Analytics ](#product-google-analytics) #### 87% Great Any company size $0 Free 2\. [ Sisense ](#product-sisense) #### 84% Great Any company size $1,500 Monthly, Freemium 3\. [ NVivo ](#product-nvivo) #### 82% Great Any company size $99 Per User, Monthly 4\. [ Adobe Analytics ](#product-adobe-analytics) #### 84% Great Large companies Custom Quote i Adobe Analytics doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. 5\. [ Teradata ](#product-teradata) #### 90% Excellent Large companies $4,800 Monthly 6\. [ Sisense For Cloud Data Teams ](#product-sisense-for-cloud-data-teams) #### 87% Great Any company size Custom Quote i Sisense For Cloud Data Teams doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. 7\. [ ThoughtSpot ](#product-thoughtspot) #### 89% Great Large companies $95 Monthly 8\. [ RapidMiner ](#product-rapidminer) #### 91% Excellent Any company size $10 Annually, Quote-Based 9\. [ Chartio ](#product-chartio) #### 89% Great Small & medium companies $4,800 Quote-Based 10\. [ Unsupervised ](#product-unsupervised) #### 100% Excellent Medium & large companies Custom Quote i Unsupervised doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. Compare Products Compare [See All Data Analytics Software ](#view-products) #### Methodology: How We Score Products For our analysis of data analytics software, our research and content teams gather information from multiple sources including user reviews from leading reviews sites, the vendor website, and supplemental vendor materials such as help articles, case studies, spec sheets, and product videos on YouTube. This multi-source approach helps eliminate bias and gives you the full picture of what to expect from each product. [ ](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [Google Analytics](https://www.selecthub.com/p/data-analytics-software/google-analytics/) Compare User Sentiment: 87% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $0Free ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Google%2BAnalytics&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd%2Fresources%2Fnormal%2Flogo.png%3F1746808656&price=1) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Google+Analytics&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd/resources/normal/logo.png?1746808656)) Good For: Any company size * Pros & Cons * Review * Key Features * Media * **Free and Accessible:** Google Analytics offers a robust free version (GA4), making it budget-friendly, especially for small to medium-sized businesses. * **User-Friendly Interface:** User reviews consistently highlight its ease of use and intuitive interface, even for those new to analytics. * **Comprehensive Insights:** It provides a holistic view of user behavior, encompassing traffic sources, conversion paths, and engagement metrics, which are fundamental for optimizing websites and apps. * **Seamless Integration:** It seamlessly integrates with other Google services like Google Ads and Google Search Console, streamlining marketing efforts and data analysis. * **Steep Learning Curve:** The platform's complexity and significant changes from its predecessor, Universal Analytics, can be overwhelming for some users, demanding more time and effort to adapt and effectively utilize its features. * **Limited Historical Data:** GA4's inability to import historical data from Universal Analytics creates a disconnect for businesses that rely on past data for trend analysis and long-term performance evaluation. * **Less Intuitive Reporting Interface:** Many users find GA4's reporting interface less intuitive compared to Universal Analytics, making it challenging to locate familiar metrics and requiring adjustments to the new data presentation style. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [Visit Site](https://marketingplatform.google.com/about/analytics/) Is Google Analytics still the analytics gold standard, or has it lost its shine? Google Analytics remains a dominant force in the website analytics arena, especially for its accessible price point (free!) and integration with other Google tools like Google Ads. Users consistently highlight its comprehensive tracking capabilities, providing a treasure trove of data on website traffic, user demographics, and behavior flow. For instance, businesses can see which pages are most popular, where users are coming from, and even track specific events like button clicks or form submissions. This granular data empowers businesses to make informed decisions about their website and marketing strategies. For example, if a business notices a high bounce rate on a particular landing page, they can investigate why users are leaving and make necessary adjustments to improve its performance. However, Google Analytics isn't without its drawbacks. Users often point to its steep learning curve, particularly for those unfamiliar with analytics platforms. The sheer volume of data and reports can be overwhelming, making it challenging to extract meaningful insights without investing significant time and effort. Additionally, Google Analytics' reliance on third-party cookies for tracking has raised privacy concerns, especially in light of evolving data regulations. Despite these limitations, Google Analytics remains a powerful tool for businesses of all sizes, particularly those seeking a free and feature-rich solution to understand their online audience and optimize their digital presence. Its suitability is most apparent for small to medium-sized businesses that may not have the resources for more advanced (and often expensive) analytics platforms. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [Visit Site](https://marketingplatform.google.com/about/analytics/) * **Real-Time Data:** Monitor live user activity on your website, including current page views, traffic sources, and geographical locations. * **Audience Reports:** Gain insights into user demographics, interests, and behaviors to better understand your audience. * **Acquisition Channels:** Track how users arrive at your site through various channels like organic search, paid ads, or social media. * **Behavior Flow:** Visualize the path users take through your site, helping identify popular pages and potential drop-off points. * **Conversion Tracking:** Set up goals to measure specific user actions, such as form submissions or product purchases. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [Visit Site](https://marketingplatform.google.com/about/analytics/) ![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [Visit Site](https://marketingplatform.google.com/about/analytics/) [ ](https://www.selecthub.com/p/data-analytics-software/sisense/) [Sisense](https://www.selecthub.com/p/data-analytics-software/sisense/) Compare User Sentiment: 84% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $1,500Monthly, Freemium ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Sisense&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40%2Fresources%2Fnormal%2Flogo.png%3F1736794142&price=5) Free Trial: No Good For: Any company size * Pros & Cons * Review * Key Features * Media * **Customer Service and Support :** More than 92% of users mentioning customer support said that responses to their queries were prompt and informative, and that there’s good access to online user communities. * **Data Integration:** Approximately 92% of users who mention data source integrations express satisfaction with its ability to import, blend and streamline data from multiple sources into a cohesive database. * **Data Visualization:** Citing stunning dashboards with a range of visually powerful visual tools like widgets, graphs and scattergrams, 85% of users who mention data visualization say it’s a strong feature of Sisense. * **Ease of Use:** More than 93% of users mentioning the platform’s ease of use praise it as user-friendly, citing self-service BI features such as interactive dashboards and data visualizations. * **Cost:** Among users who comment on its pricing, more than 85% said that Sisense offers great value for its cost, with some reviews coming from long-time customers. **What Users Like** * A few really strong points of Sisense are: Easy to learn, super quick development, great support. — [Vishal Bhomia](https://www.linkedin.com/in/vishal-bhomia/), Lead BI Engineer, Perch Insights * Funraise embeds Sisense functionality into our fundraising and donor management platform. We love that we are able to provide our customers with prebuilt, embedded, and high quality data visualizations. This is a great benefit to our customers who may not have the resources to build these data visualizations themselves. Sisense allows us to provide nonprofit organizations with important data about the health of their fundraising programs. We find that our customers who use our Sisense-backed functionality are actually raising more donations online. — Tony Sasso, Founder & Chief Product Officer, [Funraise Inc](http://funraise.org/) * **Data Preparation and Modeling:** About 50% of users who mentioned data modeling say that it is not as intuitive for non-technical staff, requiring strong IT support. * **Training:** More than 60% of users who write about learning how to use the platform say that with frequent new releases, a lack of sufficient documentation, coupled with the difficulty of using a programming language make this a tricky tool to master. **What Users Dislike** * A few areas where I see scope of improvement are around the range of visualizations available and native customization options within available widgets. — Vishal Bhomia, Lead BI Engineer, Perch Insights * Sisense is incredibly powerful, so it does require a decent amount of development effort to provide the richness and quality of data intelligence we desire for our customers. While actually building reports and dashboards is intuitive, the development effort required to get (it) setup on the backend is significant. — Tony Sasso, Founder & Chief Product Officer, Funraise Inc [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense/) [Visit Site](https://www.sisense.com/) [ ![Ritinder Kaur](https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-96x96.png) Written By Ritinder Kaur, Senior Technical Content Writer ](https://www.selecthub.com/author/ritinder-kaur/) Since I didn’t have trial access, I went through online product reviews extensively. These included partner documentation and user reviews for Sisense on G2, Gartner and Reddit. For this summary, I also called upon my experience of testing other tools in this category, including [Power BI](https://www.selecthub.com/p/business-intelligence-tools/power-bi/), [Domo](https://www.selecthub.com/p/business-intelligence-tools/domo/), [Tableau](https://www.selecthub.com/p/business-intelligence-tools/tableau/), Qlik Sense and [Cognos Analytics](https://www.selecthub.com/p/business-intelligence-tools/cognos-analytics/). Users appreciated how Sisense derives actionable insights from large data volumes, graphs, charts and maps, with 85% praising its visualizations. It comes equipped with a data dictionary, quality monitoring and metadata for lineage. The platform uses AI for data cleansing and exploration and fully supports date-time, string, numeric, financial, math and statistical data types. Our analysts give Sisense a perfect 100 score for data preprocessing, at par with Qlik Sense and Oracle Analytics. Funraise1, a nonprofit platform, saved 40 engineering hours weekly and boosted its annual fundraising by 7% after partnering with Sisense. They were also able to increase annual donor retention by 12%. According to a Reddit review, as a solutions vendor, you can monitor all your Sisense tenants from the Fusion command center. At the individual level, viewers can modify native filters, log out and come back to see the same filter still applied to the data. I was impressed by the vendor’s attention to detail for every user role. Users mentioned that the implementation of this solution, though easy for basic setup, can be quite demanding in terms of scripting and configuration setup, especially for advanced analytics. On the front end, dashboard customization and formatting of visualizations can be tricky as these require basic knowledge of CSS, Javascript and development. ElastiCubes are the vendor’s flagship features, but most users were critical of them, saying they’re resource-intensive and expensive. Around half of the users citing data modeling said it’s not everyone’s cup of tea, and there’s a considerable learning curve to mastering the platform. However, once set up, its data models were flexible enough to cover most use cases without needing adjustments. Additionally, customer support got full marks, with users stating they were satisfied with the help they got. Though a large number of users found it to be cost-effective, smaller businesses and startups might find it expensive. Overall, Sisense has strong data capabilities, though businesses may require strong IT support for the implementation and formatting of visualizations. It is certainly worth considering for enterprise BI needs if the price is right! [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense/) [Visit Site](https://www.sisense.com/) * **In-Chip Analytics:** Free up processing power for other tasks, improve the speed of processing and reduce downtime caused by overworked RAM or disks. Combine a columnar database with smart algorithms in an in-chip cache. Choose between either disk or RAM, rather than solely disk or RAM, as an alternative to in-memory processing. * **Data Connectivity:** Draw from many different data sources and formats with hundreds of built-in connectors with cloud applications such as [Zendesk](https://www.selecthub.com/p/help-desk-software/zendesk/) and [Salesforce](https://www.selecthub.com/p/crm-software/salesforce/). Drag and drop to import from databases and spreadsheets. Pull directly from CRMs or embed the BI interface into the CRM, providing versatility in workflow options. * **Data Blending:** Blend huge datasets from a range of sources instantly into one centralized location, and receive a holistic view of all data. Investigate further through slicing, dicing and exploration of data via a simple, accessible interface. * **Data Visualizations:** Organize user data into easy-to-understand visualizations like bar charts, scattergrams, pie charts, line graphs, interactive maps, etc. Access a rich library of prebuilt graphics and widgets or open source designs, and easily manipulate them from within an intuitive UI. * **Interactive Dashboards:** Drag-and-drop to build interactive dashboards that encourage deeper data exploration. Help users to build widgets and filters, and leverage AI-assisted exploration and automatic analysis to provide further insight. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense/) [Visit Site](https://www.sisense.com/) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense/) [Visit Site](https://www.sisense.com/) [ ](https://www.selecthub.com/p/data-analytics-software/nvivo/) [NVivo](https://www.selecthub.com/p/data-analytics-software/nvivo/) Compare User Sentiment: 82% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $99Per User, Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=NVivo&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fd5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347%2Fresources%2Fnormal%2Flogo.png%3F1717782248&price=2) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=NVivo&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/d5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347/resources/normal/logo.png?1717782248)) Good For: Any company size * Pros & Cons * Review * Key Features * Media * **Data Management:** Organize and store various data types (text, audio, video, images) in one secure location. * **Flexible Coding:** Employ diverse coding approaches (tree, auto and query) to categorize and analyze data based on research questions. * **Relationship Exploration:** Uncover connections and hierarchies between codes using visual network maps and relationship coding. * **Advanced Querying:** Search coded data for specific terms, patterns or code combinations to identify key themes and trends. * **Visualizations:** Generate various visualizations (word clouds and concept maps) to present complex data findings clearly. * **Collaboration:** Share and collaborate on projects with other researchers using cloud-based options or file exports (depending on the version). * **Support & Resources:** Benefit from extensive online resources, tutorials, and user communities for troubleshooting and learning best practices. * **Steep Learning Curve:** New users often report difficulty in mastering NVivo's features quickly, which impacts their productivity and project timelines. * **High Cost:** Some users find NVivo's pricing to be prohibitive, particularly those from smaller institutions or independent researchers with limited budgets. * **Limited Cross-Platform Support:** NVivo's limited compatibility with non-Windows operating systems can be a barrier for Mac or Linux users, who may have to seek alternatives or use virtual machines. * **Resource Intensiveness:** NVivo can be demanding on computer resources, leading to performance issues on less powerful machines, which can frustrate users when handling large data sets. * **Occasional Software Bugs:** Users occasionally encounter bugs that can disrupt workflow and require waiting for patches or updates, affecting the software’s dependability. * **Rigid Licensing Policy:** NVivo's licenses can be inflexible, and transferring a license to another computer can be problematic, causing inconvenience to users who need mobility. * **Complex Data Importation:** Some users find importing data from various sources into NVivo cumbersome, which could lead to a time-consuming setup process. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/nvivo/) [Visit Site](https://lumivero.com/products/nvivo/) [ ![Ritinder Kaur](https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-96x96.png) Written By Ritinder Kaur, Technical Content Writer ](https://www.selecthub.com/author/ritinder-kaur/) NVivo is qualitative data analysis software that received positive reviews from users. They appreciate its user-friendly interface, powerful features and ability to handle large datasets. However, some users complained about lax customer support and the occasional bug. NVivo is popular but not as robust as some of the other options. It’s also expensive. However, many users believe that the extra cost is worth it for the additional features and functionality. It has robust coding features to analyze large amounts of data quickly. Overall, NVivo is a user-friendly qualitative data analysis software that can be expensive and complex for individual users but is a handy assistant for teams. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/nvivo/) [Visit Site](https://lumivero.com/products/nvivo/) * **Data Import:** Pull data from mobile apps like Evernote and organize it using folders, sets or file classifications. It supports transcripts, articles, audio/video recordings and social media content. * **Qualitative Analysis:** Uncover hidden insights using powerful search tools. It turns interviews, surveys and documents into charts, word clouds and maps. * **Thematic Analysis:** Understand findings after digging deep into gathered data and spot emerging themes. * **Integrations:** Combine research materials in one place. Allows direct imports from Microsoft Office. Plus, it can use data from [SurveyMonkey](https://www.selecthub.com/p/customer-experience-software/surveymonkey-enterprise/) and social media platforms. * **Sharing and Publishing:** Export results, models and charts to various formats, including Excel, Word, text, rich-text and PDF files. Use the system clipboard to copy and paste graphics into reports and presentations. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/nvivo/) [Visit Site](https://lumivero.com/products/nvivo/) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/nvivo/) [Visit Site](https://lumivero.com/products/nvivo/) [ ](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [Adobe Analytics](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) Compare User Sentiment: 84% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ Custom Quote i Adobe Analytics doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Adobe%2BAnalytics&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3%2Fresources%2Fnormal%2Flogo.png%3F1746811001&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Adobe+Analytics&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3/resources/normal/logo.png?1746811001)) Good For: Large companies * Pros & Cons * Review * Key Features * Media * **Real-Time Data Processing:** Adobe Analytics offers real-time data processing, empowering businesses with immediate insights into customer behavior and campaign performance. This allows for agile decision-making and rapid response to emerging trends. * **Advanced Segmentation:** The platform facilitates highly specific audience segmentation based on demographics, behaviors, and engagement patterns. This granular approach enables targeted campaigns and personalized experiences, leading to higher conversion rates. * **Multi-Channel Data Analysis:** Adobe Analytics excels in collecting and integrating data from various online channels, including websites, mobile apps, and even offline sources. This comprehensive view of the customer journey provides a holistic understanding of customer interactions across all touchpoints. * **Customizable Reporting and Analysis:** The platform offers robust reporting and analysis tools, including a drag-and-drop interface for building custom dashboards and visualizations. This empowers users to tailor their data exploration and gain deeper insights based on specific business needs. * **Steep Learning Curve:** User reviews highlight that Adobe Analytics has a complex interface that can be challenging for new users to learn, requiring significant time and effort to master its functionalities. * **Performance Issues:** Some users have reported that Adobe Analytics can experience slow performance when handling large datasets, leading to delays in data processing and analysis. * **High Cost:** Adobe Analytics is a premium analytics solution with a higher price point compared to some competitors, which can be a barrier for smaller businesses or those with limited budgets. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [Visit Site](https://business.adobe.com/products/adobe-analytics.html) Is Adobe Analytics the "key" to unlocking your data's potential? Adobe Analytics is a powerful tool for large enterprises with significant data analytics needs, particularly those already entrenched in the Adobe ecosystem. Its strengths lie in its robust data insights, advanced data modeling capabilities, and seamless integration with other Adobe products, allowing for a comprehensive view of the customer journey. For instance, users rave about its ability to create custom metrics, dimensions, and segments, providing granular insights into user behavior. However, this intricacy comes at a cost, both literally and figuratively. Users consistently point out the steep learning curve and high cost as significant drawbacks, making it less suitable for smaller organizations or those with limited budgets. Some users have reported performance issues when handling massive datasets, further highlighting the need for implementation partners and technical expertise. While Adobe Analytics offers a deep well of analytical capabilities, its complexity and cost make it a better fit for enterprises that can fully invest in its utilization. Smaller organizations may find more user-friendly and affordable alternatives on the market more appealing. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [Visit Site](https://business.adobe.com/products/adobe-analytics.html) * **Real-Time Data Analysis:** Provides immediate insights into user behavior, allowing businesses to make timely decisions based on current data. * **Customizable Dashboards:** Offers flexible dashboard configurations that enable users to tailor their analytics view to specific business needs and KPIs. * **Advanced Segmentation:** Allows for detailed audience segmentation, enabling businesses to target specific user groups with precision. * **Predictive Analytics:** Utilizes machine learning algorithms to forecast future trends and user behaviors, aiding in strategic planning. * **Cross-Device Tracking:** Tracks user interactions across multiple devices, providing a comprehensive view of the customer journey. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [Visit Site](https://business.adobe.com/products/adobe-analytics.html) ![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [Visit Site](https://business.adobe.com/products/adobe-analytics.html) [ ](https://www.selecthub.com/p/data-analytics-software/teradata/) [Teradata](https://www.selecthub.com/p/data-analytics-software/teradata/) Compare User Sentiment: 90% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $4,800Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Teradata&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9%2Fresources%2Fnormal%2Flogo.png%3F1746564844&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Teradata&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9/resources/normal/logo.png?1746564844)) Good For: Large companies * Pros & Cons * Review * Key Features * Media * **High Speed Data Processing:** User reviews consistently praise Teradata, particularly VantageCloud, for its speed in processing massive data volumes, a crucial aspect of data analytics and warehousing. * **Intuitive Workload Management:** Users appreciate the robust workload management capabilities of Teradata, enabling efficient resource allocation and prioritization for various data operations. * **Easy Database Management:** Teradata is recognized for its user-friendly approach to database management, simplifying complex tasks and enhancing user experience. * **High Cost:** User reviews frequently mention the high cost of Teradata, particularly regarding implementation and scaling. This cost can be a significant barrier for some businesses, especially when considering alternative solutions. * **Integration Challenges:** Some user reviews express concern about the need for Teradata to embrace newer technologies more rapidly. This slower integration might pose challenges for businesses heavily reliant on cutting-edge data analytics tools and integrations. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/teradata/) [Visit Site](https://www.teradata.com/) User reviews from the past year reveal a nuanced perspective. Teradata VantageCloud earns praise for its exceptional performance in processing massive datasets, often described as "absurdly fast." Its robust workload management and query tuning capabilities empower organizations to handle complex analytical tasks efficiently. For instance, users highlight its ability to manage concurrent user data manipulation and meet demanding service-level agreements (SLAs). This makes Teradata a top contender for industries like finance and telecommunications that require high-performance analytics on large datasets. However, while Teradata excels in traditional data warehousing, some users point out that newer cloud-native platforms like Snowflake are gaining traction. They cite Snowflake's greater flexibility, scalability, and cost-effectiveness, particularly for organizations with fluctuating workloads. Some users express concerns about Teradata's cloud integration, noting occasional issues with AWS uptime and capacity limits. Despite these challenges, Teradata remains a powerful solution for organizations seeking a mature, high-performance data warehousing platform, particularly those with existing on-premises infrastructure. Its strengths lie in its proven track record, comprehensive data management capabilities, and exceptional customer support, making it a suitable choice for large enterprises with mission-critical data analytics needs. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/teradata/) [Visit Site](https://www.teradata.com/) * **Massively Parallel Processing (MPP):** Teradata's architecture is designed to handle large-scale data processing by distributing tasks across multiple nodes, ensuring efficient data management and query execution. * **Shared Nothing Architecture:** Each node operates independently with its own memory and disk, minimizing bottlenecks and enhancing system performance and scalability. * **Linear Scalability:** As data volumes grow, Teradata can scale linearly by adding more nodes, maintaining performance without significant reconfiguration. * **Advanced SQL Engine:** Teradata supports ANSI SQL, allowing complex queries and analytics to be performed with ease, leveraging familiar syntax for database professionals. * **Integrated Data Warehousing:** Teradata provides a unified platform for storing and analyzing structured and semi-structured data, facilitating comprehensive business intelligence. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/teradata/) [Visit Site](https://www.teradata.com/) ![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/teradata/) [Visit Site](https://www.teradata.com/) [ ](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) [Sisense For Cloud Data Teams](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) Compare User Sentiment: 87% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ Custom Quote i Sisense For Cloud Data Teams doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Sisense%2BFor%2BCloud%2BData%2BTeams&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1d3b7f1f8a7625f8d5e700dcf0d9ae68-19ed1622072a6ff724e41d59ad64eb1b%2Fresources%2Fnormal%2Flogo.png%3F1693317587&price=3) Free Trial: No Good For: Any company size * Pros & Cons * Review * Key Features * Media * **Data Querying:** Almost 77% of users who mentioned data querying and data modeling said that this solution allows them to perform data queries of almost any kind. * **Data Visualization:** Of the users who mentioned data visualization, about 75% said that this tool excels at creating easily understandable graphics and visuals. * **Sharing and Collaboration:** Approximately 88% of users who mentioned this feature said that this solution facilitates strong collaboration on data analysis internally, while allowing for easy external sharing. * **Implementation:** In reference to setting up the platform, about 90% of users said that the process was smooth and quick. * **Reliance on SQL:** While it excels in data querying, around 78% of users said that SQL knowledge is necessary to use this platform. * **Self-Service Analytics:** About 80% of users reviewing this feature said that data analysis is not truly self-service, requiring the involvement of a hands-on IT or analyst team. * **Cost:** Of the users who reviewed the cost of this tool, almost 86% of them found it too expensive, especially for smaller companies. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) [Visit Site](https://periscopedata.com) Sisense for Cloud Data Teams is a powerful BI tool that excels in the hands of data analysts with coding knowledge. These analysts will be able to model, manage, prepare, manipulate and analyze data with ease. As the platform supports SQL, Python and R programming languages, the sky's the limit when it comes to extensibility, development and coding support. The platform allows for strong collaboration within an organization, designed to alleviate the time-consuming burden of reporting and data visualization on IT teams while allowing business users to access insights on their own time. Most of the features are built around making the analytics team’s job easier, with reusable code, built-in collaboration and more. The support team earned universal praise from users who contacted them, citing their swift, in-depth and informative answers as immensely helpful in resolving any issues they had with the solution. In addition to hands-on support, a speedy implementation process ensures that customers can get the platform up and running in no time. We found that users’ opinions of the platform’s functionality and ease of use differed significantly based on their own roles; analysts generally praised its robust data visualization and data querying features, while decision-makers often found it hard to use, due to the SQL language barrier. SQL is necessary for most functions, and even though there is a visual query editor that attempts to make SQL more accessible, some users said that the platform doesn’t do enough in this regard. Overall, users did agree that the tool makes it easy to collaborate with each other to bridge that gap, with most of the analytics being done on the technical end, letting business users simply access those results. Still, it’s difficult to accurately call Sisense for Cloud Data Teams a self-service analytics tool, as it requires an IT or analyst team’s involvement to truly shine. Additionally, the cost can be prohibitive to smaller businesses. Overall, Sisense for Cloud Data Teams can be extremely powerful in the right hands - for those who know SQL and how to use it, it’s a dream for querying data and delivering analytics, but for those who don’t have the necessary IT resources, it could prove difficult to fully maximize the value of this data solution. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) [Visit Site](https://periscopedata.com) * **Native Data Connectors:** Blend data together into a single accessible database via an ecosystem of native data connectors and ETL partners. * **Cloud Data Pipelines:** Control when and how often data is refreshed and what the flow of information looks like. Gain visibility and control over data pipelines with a flexible, low maintenance solution. * **Data Discovery:** Directly access CSVs and data sets curated by analysts and interact with these insights through a drag-and-drop interface that does not require fluency in SQL. * **Git Integration:** Grant developers complete control over their analytics environment through Git integration, sophisticated version control, release management workflows as well as file-level access to all user-generated content, like reports. Create, edit, sync and delete all settings through Git. * **Model-as-You-Go:** Perform ad-hoc analysis to answer crucial questions at the click of a button by generating custom, on-the-fly data models. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) [Visit Site](https://periscopedata.com) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) [Visit Site](https://periscopedata.com) [ ](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [ThoughtSpot](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) Compare User Sentiment: 89% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $95Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=ThoughtSpot&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa%2Fresources%2Fnormal%2Flogo.png%3F1693317000&price=2) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=ThoughtSpot&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa/resources/normal/logo.png?1693317000)) Good For: Large companies * Pros & Cons * Review * Key Features * Media * **Data Analysis:** Citing the power of AI-driven natural language searches, approximately 86% of users say that this platform enables efficient self-service data visualization and analysis for better insights into business data. * **Data Integration:** Around 77% of users who review data source connectivity say that the solution integrates well with databases and data warehouses, both on-premise and cloud-based. * **Functionality:** Approximately 80% of users say that they are satisfied with the platform’s capabilities for fast and accurate self-service data analysis to display actionable insights. * **Ease of Use:** Approximately 94% of users reviewing its ease of use say that this solution is user-friendly and intuitive. * **Speed and Performance:** Citing speed and efficiency in handling large amounts of data, 96% of users say that they are satisfied with the tool’s performance. * **Service and Support:** Around 87% of users who mention customer support say that they are responsive and knowledgeable, and that the vendor is receptive to user feedback on new features and improvements. * **Data Visualization:** Around 61% of users reviewing this feature say that customization options for features such as fonts, layouts, colors and graphs are limited. * **Training:** Around 50% of users who mention training say that additional learning tools and best practices documentation would help in driving user onboarding and retention. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [Visit Site](https://www.thoughtspot.com/) ThoughtSpot is a powerful and reliable solution with the capability to deep-dive into data with an impressive level of granularity to perform business data analysis. With its AI-powered offering, SpotIQ, this platform enables easy data querying with intuitive drop-downs and suggestions to retrieve relevant business data for analysis and presentation. In addition, users can save and share their queries with other users with one simple click. In-memory data caching makes for faster data retrieval and creation of data visualizations on the fly, though some users feel that the platform should have more formatting options for better dashboard customization. With the capability to transform massive amounts of data sets into real-time analytics in seconds, this platform has a user-friendly interface that affords even non-technical users the autonomy to use data to discover anomalies and trends with minimal effort. Astutely recognizing the latency inherent in moving data between data sources and analytics platforms, the solution now offers direct querying into the in-cloud data warehouse Snowflake via its offering - Embrace. Users praise the pricing model of this tool since the cost incurred depends on the storage space consumed, not the number of users. The solution does have its limitations, though. Quite a few users say that implementing natural language processing (NLP) requires a lot of pre-work and that AI-powered searches can slow systems down. Data models have to be specifically tailored to the platform, which makes them inflexible for reuse. Though the tool is supported by all major browsers, users can face UI or performance issues with using it on Internet Explorer. As uploading Excel files is still the best way to push data into the platform, data import can be time consuming. Users feel that updated technical documentation and reporting tool tips for the dashboard UI could help shorten the learning curve. Deployment can be challenging for small businesses without IT support. Some users who reviewed it based on cost feel that this tool can be expensive for mid-level businesses. To summarize, businesses can leverage ThoughtSpot’s excellent AI-powered capabilities to share dynamic, real-time data analyses with employees and clients to drive effective decision-making within their organizations. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [Visit Site](https://www.thoughtspot.com/) * Data Connectors: Draw data from a range of data sources via native connectors or by leveraging an existing ETL solution. Load large datasets at speeds of up to 1 terabyte per hour. * Embeddability: Deploy as a stand-alone platform or embed into other business software applications, such as CRMs or ERPs. Draw data and interact with it without switching interfaces to a separate login page. * Distributed Cluster Manager: Optimize workload distribution and scale it as the organization grows. Retain data and system usability at all times with built-in replication features, data redundancy assurances, as well as automated backups and node failovers. * Visualization Suggestions: Offers suggestions for best-fit visualizations based on data characteristics. Create intuitive graphics that help communicate patterns and draw insights. * Automatic Search Index: Indexes search history and data, then caches it for easier search performance. Provides search suggestions based on each character typed into the search feature. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [Visit Site](https://www.thoughtspot.com/) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [Visit Site](https://www.thoughtspot.com/) [ ](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [RapidMiner](https://www.selecthub.com/p/data-analytics-software/rapidminer/) Compare User Sentiment: 91% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $10Annually, Quote-Based ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=RapidMiner&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129%2Fresources%2Fnormal%2Flogo.png%3F1693318079&price=1) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=RapidMiner&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129/resources/normal/logo.png?1693318079)) Good For: Any company size * Pros & Cons * Review * Key Features * Media * **Online Community:** Around 95% of the users who reviewed support said that the online communities are helpful, proactive and knowledgeable. * **Ease of Use:** Citing its great layout and design, approximately 93% of users said that the interface offers a no-programming, user-friendly experience. * **Training:** Around 78% of the users who reviewed training resources said that a plethora of tutorials, videos and guides are readily available online. * **Data Management:** According to 77% of the users who discussed data management, the platform has built-in functions for fast and intuitive data cleaning and data preparation. * **Data Analysis:** Around 70% of the users who reviewed analytics said that the platform has powerful machine learning capabilities with a multitude of built-in algorithms for advanced predictive analysis. * **Functionality:** Mentioning a wide range of add-ons and toolboxes, approximately 55% users said that the solution is versatile, with regular updates and powerful data processing capabilities. * **Performance and Speed:** Around 88% of the users who reviewed its performance said that the platform is resource-hungry and slows down when processing complex datasets. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [Visit Site](https://rapidminer.com/products/) Rapidminer is an end-to-end data science platform that performs a wide range of functions, from data prep to machine learning to predictive modeling. According to most of the users who reviewed the tool’s support, online communities are responsive in answering queries and helping resolve issues. Many of the users who discussed the interface said that, with an intuitive layout and great design, the UI offers easy drag-and-drop functionality for rapid prototyping - no programming experience needed. A majority of the users who mentioned online resources said that crisp and informative tutorials and videos are readily available online, and that the vendor’s website offers up-to-date information on the tool. According to many users who discussed data management, the platform works well for clustering, fast cleaning and data preparation with its built-in functions and algorithms. Many of the users who reviewed its analytic capabilities said that the solution uses machine learning for data exploration and visualization to derive insights from almost any source of data, though some users said that more statistical models are needed. With new functionalities being introduced from time to time, many users said that the platform stays versatile and has powerful data processing capabilities. On the flip side, many users who reviewed speed and performance said that the platform is resource-intensive and slows down when running complex data models. Reviewing adoption, some users said that there is an initial learning curve and tutorials should be built within the tool for prompt troubleshooting. Quite a few users who reviewed the tool’s data prep capabilities said that better ETL features are needed, especially for plots and graphs, and extensive dataset modeling may require higher computing power that can slow down the platform. In summary, RapidMiner, with its rich libraries, functions and algorithms, helps in AI-driven data exploration and mining for self-service data model development to drive advanced predictive analytics for enterprises. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [Visit Site](https://rapidminer.com/products/) * **Visual Workflow Designer:** Create an end-to-end analytic workflow through a drag-and-drop, singular interface that requires little coding. * **Data Visualization:** It has an internal framework for producing more than 30 interactive data visualizations, with the capability to add more. Explore and drill down into data to digest trends and patterns more easily. * **Data Management:** Use the Turbo Prep app to streamline data preparation. Ingest, load and store data from more than 40 file types, and scrape data from URLs, NoSQL databases, business applications and cloud storage. * **Automatic Modeling and Validation:** Deploy data models without coding. Automatically generate models and compare them to similar models to predict the best possible direction for a project to take. * **Apache Integration:** RapidMiner Radoop is a user-friendly interface for connecting and utilizing Apache Hadoop for distributed analytics and scaling, without having to program in Spark. Increase processing limits and tap into advanced processes like machine learning without leaving the RapidMiner interface. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [Visit Site](https://rapidminer.com/products/) ![Screenshots]()![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [Visit Site](https://rapidminer.com/products/) [ ](https://www.selecthub.com/p/data-analytics-software/information-builders/) [ibi](https://www.selecthub.com/p/data-analytics-software/information-builders/) Compare User Sentiment: 87% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $1,500Per User, Annually ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=ibi&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F40b5f25a228570053bc64a043c3f1833-942528a8ad2ff594ae05e41a6bd2d8b0%2Fresources%2Fnormal%2Flogo.png%3F1693316737&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=ibi&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/40b5f25a228570053bc64a043c3f1833-942528a8ad2ff594ae05e41a6bd2d8b0/resources/normal/logo.png?1693316737)) Good For: Medium & large companies * Pros & Cons * Review * Key Features * Media * **Support:** All of the users who mentioned the vendor’s support praised their responsive, helpful support team and dedication to customer success. * **Reporting:** Around 96% of users who mentioned reporting said that this tool works well for report creation and scheduled distribution. * **Data Visualization:** About 90% of users who reviewed the tool for data visualization said that it excels in dashboard and chart creation. * **Functionality:** This is a robust, feature-rich tool with a great degree of flexibility and frequent updates, according to around 76% of users who reviewed the tool’s functionality. * **Ease of Use:** According to about 63% of users who reviewed the platform’s ease of use, its intuitive drop-and-drop interface simplifies data analysis and visualization. * **User Interface:** Of the users who mentioned this solution’s UI, approximately 87% said that it looks outdated, especially compared to those of competitors. * **Cost:** About 83% of users who reviewed it for price said that this solution is expensive, especially when considering add-on modules. * **Performance:** All of the users who reviewed the platform’s performance and speed mentioned bugs, lag and crashes, among other issues. * **Learning Curve:** It takes some time to learn this platform, according to about 60% of users who reviewed its learning curve. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/information-builders/) [Visit Site](https://www.ibi.com/) [ ![Grace Savides](https://secure.gravatar.com/avatar/325a4725a6f855d11144b5667811ee98c1a70f09400af42b2b3afa2ad716258c?s=96&d=mm&r=g) Written By Grace Savides, Technical Content Writer ](https://www.selecthub.com/author/grace-savides/) Information Builders Inc. (ibi) offers a feature-rich business intelligence data and analytics platform that unlocks actionable insights and the power of decision-making for users throughout an organization. Rated highly for ease of use by most reviewers, it empowers self-service data discovery with a user-friendly UI that enables drag-and-drop data analysis and visualization; some users noted that this UI looks outdated, especially compared to those of competitors. The platform offers a wide range of prebuilt data visualizations that users can further customize if necessary. This platform excels at creating and designing reports, then distributing them either at-will or through the automated scheduling tool, as noted by a majority of users who reviewed reporting. Most notably, the platform has an outstanding support team — all of the users who reviewed its support expressed satisfaction with their proactive, responsive assistance, citing the vendor’s dedication to the success of their customers as notably apparent. Customers can tailor the platform to their needs, as its flexibility allows for customized solutions. Frequent updates add value over time, though some users remarked that these sometimes break features from older versions. Other performance issues noted in reviews include lags when performing complex queries, infrequent crashes, slow load times and issues when accessing the platform from specific devices or browsers. While easy to pick up and use, especially for the end-user, some reviewers said that there is a learning curve to master the many features of this tool — a few users noted that this learning curve lasted a few months for some team members in their organizations. Overall, ibi data and analytics is a worthy pick for self-service data visualization and reporting, especially in the hands of an organization willing to invest the resources and time to make it shine. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/information-builders/) [Visit Site](https://www.ibi.com/) * **Data Preparation:** Connect to, join, blend and cleanse data through streamlined, automated processes. Improve data through quality indicators, data enrichment, built-in cleansing tools and more. * **Data Integration:** Integrate information from all kinds of data sources — real-time, batch, streaming, big data, social media, mainframes and more. Retrieve structured and unstructured data from multiple sources, including databases, cloud and on-premises applications, files and spreadsheets. * **Data Management:** Easily manage information with out-of-the-box components that give a more complete, holistic perspective of an organization’s data. * **Data Governance:** Instill an organization-wide trust in data that leads to better understanding overall. Establish references and standardize processes with centralized data collaboration, data lineage support and a formalized glossary of accepted terms. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/information-builders/) [Visit Site](https://www.ibi.com/) ![Screenshots]()![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/information-builders/) [Visit Site](https://www.ibi.com/) [ ](https://www.selecthub.com/p/data-analytics-software/chartio/) [Chartio](https://www.selecthub.com/p/data-analytics-software/chartio/) Compare User Sentiment: 89% of users recommend this product i Based on user reviews collected from popular reviews sites. Start Price: [ $4,800Quote-Based ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Chartio&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F2b64c2f19d868305aa8bbc2d72902cc5-ec2cfc6c2d4f081b802cfaf9b94bbdd5%2Fresources%2Fnormal%2Flogo.png%3F1693317005&price=5) Free Trial: No Good For: Small & medium companies * Pros & Cons * Review * Key Features * Media * **Data Analysis:** All of the users who reviewed this platform for data analysis said that it delivers valuable, accurate insights and a variety of options for digging deeper. * **Ease of Use:** Of the reviews which mentioned ease of use, more than 88% said that this is an excellent tool for non-technical users, with an intuitive user interface. * **Data Visualization:** About 80% of users who reviewed this feature said that the solution does a good job of visualizing data and metrics to facilitate easy understanding. * **Navigation:** It is easy to navigate through different tools and options in the system; as observed by 60% of users who talked about navigation. * **Collaboration:** Of the reviews which referenced its sharing and collaboration features, more than 91% said it excels in bringing users together and empowering a data-driven culture. * **Short Learning Curve:** According to 82% of users who reviewed its learning curve, this solution is quick and easy to pick up, especially thanks to the resources provided by the vendor. * **Support:** Support is both helpful and proactive, and the vendor incorporates feedback into future updates, according to 88% of users who reviewed their support offerings. * **Speed:** Of the users who mentioned its speed, approximately 83% said that it loads too slowly, with timeouts for especially large queries. * **Price:** About 63% of users who reviewed its cost said that it’s too expensive, especially when adding the embedding feature to their plan. * **No Mobile App:** All of the users looking for a mobile app said that there currently is no application for mobile devices available. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/chartio/) [Visit Site](https://chartio.com/product/why-chartio) [ ![Hsing Tseng](https://secure.gravatar.com/avatar/9f5a984573ea50b5cafe39e56c06dd8aab5ed4d3eab96e2b516ef5098ad0f95c?s=96&d=mm&r=g) Written By Hsing Tseng, Technical Content Writer ](https://www.selecthub.com/author/hsing-tseng/) Chartio is a SaaS BI tool that rates quite highly with its user base, thanks to a myriad of unique benefits and features that help companies save time and increase productivity. Most significantly, many reviews focused on its ease of use — not only is the platform user-friendly and intuitive, with a clean, drag-and-drop interface, but it’s also designed to help users build SQL queries without coding knowledge. Easy to pick up, it’s also easy to master, with a remarkably short learning curve due to built-in tools and tips, as well as an abundance of vendor-provided documentation, online resources and proactive customer support. Many users reported that this tool increased organization-wide data literacy and reduced reliance on their IT, R&D and analyst departments by providing truly self-service BI. In addition, it facilitates smooth collaboration and painless sharing of insights. Users also praised its data analysis functionality, which gives insight into overarching trends while inviting deeper exploration at a granular level through flexible filters, slice-and-dice tools and drill-down capabilities. This tool’s data visualization and dashboarding features, while lacking in some customization compared to competitors, help users track KPIs and see metrics from all of their data sources in one place. However, some reviews mentioned that this solution suffers from slow loading times and refresh rates, especially with larger data sets. Another con cited by several users is its cost: while some say that it’s affordable, others say that it’s too expensive for what it provides and that the price hike associated with adding embedding to pricing plans is too high. For businesses specifically looking for a mobile app, this tool may not be the right fit, as there is currently no mobile app. Though it lacks some advanced features needed by power users or provided by other alternatives, some reviews said that this is a trade-off for its ease of use with business users. Overall, Chartio is a great fit for businesses seeking to empower all their employees with data-driven decision making and encourage them to discover their own insights, while reducing the burden on their IT department. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/chartio/) [Visit Site](https://chartio.com/product/why-chartio) * **Data Connectivity:** Integrates directly with most major sources, including Amazon Redshift, Google BigQuery, Google Sheets, MySQL, PostgreSQL, Snowflake, Amazon Athena, Amazon Aurora, Amazon RDS, CSV file uploads, Microsoft Azure, Microsoft SQL Server, Oracle and more. Databases remain secure as the solution maintains read-only access either through direct, encrypted cloud connections or SSH tunneled connections to cloud, hybrid or on-premise environments. * **Data Blending:** Draws data from multiple data sources to a single central database without altering the source data. * **Visual SQL:** Anyone can have the power of an analyst and form SQL queries with an intuitive drag-and-drop interface — no coding necessary. Explore, transform and visualize data. Makes data analysis more accessible for all while making more complex SQL analysis easier for pros, who can toggle to the raw text-based SQL editor at any point. * **Data Visualizations:** Build visually appealing charts and graphics that identify trends, patterns and outliers within datasets. Customize visualizations in any way, with chart options including area charts, bubble maps, bar charts, line charts, maps, pie charts, funnel charts, scatter plots, tables and more. * **Auto Chart Wand:** Click the wand icon to auto-select the most suitable chart type for the data. [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/chartio/) [Visit Site](https://chartio.com/product/why-chartio) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [ Read Full Review](https://www.selecthub.com/p/data-analytics-software/chartio/) [Visit Site](https://chartio.com/product/why-chartio) #### Filter Products (43) Pricing $10 or less $10 - $100 $100 - $500 $500 - $1,000 $1,000 or more Company Size Small Medium Large Deployment Cloud On-Premise Platform Linux MacOS Windows Free Trial Apply Reset filters ## All Data Analytics Software Showing 1 - 20 of 43 Products Sort by Most Popular Starting Price (Low to High) Starting Price (High to Low) User Sentiment [ Google Analytics by Google ](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/google-analytics/) Start Price: [ $0Free ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Google%2BAnalytics&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd%2Fresources%2Fnormal%2Flogo.png%3F1746808656&price=1) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Google+Analytics&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd/resources/normal/logo.png?1746808656)) Good For: Any company size Deployment: Cloud User Sentiment: 87% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://marketingplatform.google.com/about/analytics/) Comparethe top leaders [ Sisense by Sisense ](https://www.selecthub.com/p/data-analytics-software/sisense/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/sisense/) Start Price: [ $1,500Monthly, Freemium ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Sisense&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40%2Fresources%2Fnormal%2Flogo.png%3F1736794142&price=5) Free Trial: No Good For: Any company size Deployment: Cloud, On-Premise User Sentiment: 84% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.sisense.com/) Comparethe top leaders [ NVivo by Lumivero ](https://www.selecthub.com/p/data-analytics-software/nvivo/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/nvivo/) Start Price: [ $99Per User, Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=NVivo&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fd5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347%2Fresources%2Fnormal%2Flogo.png%3F1717782248&price=2) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=NVivo&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/d5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347/resources/normal/logo.png?1717782248)) Good For: Any company size Deployment: Cloud, On-Premise User Sentiment: 82% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://lumivero.com/products/nvivo/) Comparethe top leaders [ Adobe Analytics by Adobe ](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) Start Price: [ Custom Quote i Adobe Analytics doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Adobe%2BAnalytics&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3%2Fresources%2Fnormal%2Flogo.png%3F1746811001&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Adobe+Analytics&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3/resources/normal/logo.png?1746811001)) Good For: Large companies Deployment: Cloud, On-Premise User Sentiment: 84% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://business.adobe.com/products/adobe-analytics.html) Comparethe top leaders [ Teradata by Teradata Corporation ](https://www.selecthub.com/p/data-analytics-software/teradata/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/teradata/) Start Price: [ $4,800Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Teradata&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9%2Fresources%2Fnormal%2Flogo.png%3F1746564844&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Teradata&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9/resources/normal/logo.png?1746564844)) Good For: Large companies Deployment: Cloud, On-Premise User Sentiment: 90% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.teradata.com/) Comparethe top leaders [ Sisense For Cloud Data Teams by Periscope Data ](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) Start Price: [ Custom Quote i Sisense For Cloud Data Teams doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Sisense%2BFor%2BCloud%2BData%2BTeams&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1d3b7f1f8a7625f8d5e700dcf0d9ae68-19ed1622072a6ff724e41d59ad64eb1b%2Fresources%2Fnormal%2Flogo.png%3F1693317587&price=3) Free Trial: No Good For: Any company size Deployment: Cloud User Sentiment: 87% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://periscopedata.com) Comparethe top leaders [ ThoughtSpot by ThoughtSpot ](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) Start Price: [ $95Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=ThoughtSpot&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa%2Fresources%2Fnormal%2Flogo.png%3F1693317000&price=2) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=ThoughtSpot&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa/resources/normal/logo.png?1693317000)) Good For: Large companies Deployment: Cloud, On-Premise User Sentiment: 89% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.thoughtspot.com/) Comparethe top leaders [ RapidMiner by RapidMiner ](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/rapidminer/) Start Price: [ $10Annually, Quote-Based ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=RapidMiner&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129%2Fresources%2Fnormal%2Flogo.png%3F1693318079&price=1) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=RapidMiner&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129/resources/normal/logo.png?1693318079)) Good For: Any company size Deployment: Cloud, On-Premise User Sentiment: 91% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://rapidminer.com/products/) Comparethe top leaders [ ibi by Information Builders Inc ](https://www.selecthub.com/p/data-analytics-software/information-builders/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/information-builders/) Start Price: [ $1,500Per User, Annually ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=ibi&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F40b5f25a228570053bc64a043c3f1833-942528a8ad2ff594ae05e41a6bd2d8b0%2Fresources%2Fnormal%2Flogo.png%3F1693316737&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=ibi&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/40b5f25a228570053bc64a043c3f1833-942528a8ad2ff594ae05e41a6bd2d8b0/resources/normal/logo.png?1693316737)) Good For: Medium & large companies Deployment: Cloud, On-Premise User Sentiment: 87% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.ibi.com/) Comparethe top leaders [ Chartio by Chartio ](https://www.selecthub.com/p/data-analytics-software/chartio/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/chartio/) Start Price: [ $4,800Quote-Based ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Chartio&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F2b64c2f19d868305aa8bbc2d72902cc5-ec2cfc6c2d4f081b802cfaf9b94bbdd5%2Fresources%2Fnormal%2Flogo.png%3F1693317005&price=5) Free Trial: No Good For: Small & medium companies Deployment: Cloud User Sentiment: 89% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://chartio.com/product/why-chartio) Comparethe top leaders [ Unsupervised by Unsupervised ](https://www.selecthub.com/p/data-analytics-software/unsupervised/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/unsupervised/) Start Price: [ Custom Quote i Unsupervised doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Unsupervised&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fa322852ce0df73e204b7e67cbbef0d0a-a029984b882278184de0c8c2d68c6e63%2Fresources%2Fnormal%2Flogo.png%3F1693318309&price=3) Free Trial: No Good For: Medium & large companies Deployment: Cloud User Sentiment: 100% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://unsupervised.com/) Comparethe top leaders [ Qlik Cloud Analytics by QLIK TECHNOLOGIES INC. ](https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/) Start Price: [ $2,500Per User, Annually ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Qlik%2BCloud%2BAnalytics&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F9dfcd5e558dfa04aaf37f137a1d9d3e5-dafb46ccbc34410f1e66d4389201cef5%2Fresources%2Foriginal%2Flogo.svg%3F1746236861&price=5) Free Trial: No Good For: Any company size Deployment: Cloud, On-Premise User Sentiment: 82% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.qlik.com/us/products/qlikview) Comparethe top leaders [ DataBox by DataBox ](https://www.selecthub.com/p/data-analytics-software/databox/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/databox/) Start Price: [ $47Monthly, Freemium ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=DataBox&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F72c25197b6a491816d9a84b42d7205f0-8ddd7bce6f6905a3ce3b65d75c9b5ffc%2Fresources%2Fnormal%2Flogo.png%3F1693318096&price=2) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=DataBox&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/72c25197b6a491816d9a84b42d7205f0-8ddd7bce6f6905a3ce3b65d75c9b5ffc/resources/normal/logo.png?1693318096)) Good For: Any company size Deployment: Cloud User Sentiment: 94% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://databox.com/) Comparethe top leaders [ Chata by Chata Technologies ](https://www.selecthub.com/p/data-analytics-software/chata/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/chata/) Start Price: [ Custom Quote i Chata doesn't have a fixed starting price. For pricing details, you'll need to request a custom quote. Factors that can influence final pricing for Data Analytics Software typically include number of users, chosen modules or features, level of support, services like implementation, and add-ons. ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Chata&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fb71cad1aa2846b5979cb84c34f7ca880-f7a9560584d741acc7a3e86ade6cde92%2Fresources%2Fnormal%2Flogo.png%3F1740573722&price=2) Free Trial: No Good For: Any company size Deployment: Cloud User Sentiment: 60% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://chata.ai) Comparethe top leaders [ Redash by Redash ](https://www.selecthub.com/p/data-analytics-software/redash/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/redash/) Start Price: [ $29Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Redash&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F3e1953b572576cc82887d4100a29a02c-71ab0e6a81f3c83a9dc5ccac237203a0%2Fresources%2Fnormal%2Flogo.png%3F1740576025&price=2) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Redash&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/3e1953b572576cc82887d4100a29a02c-71ab0e6a81f3c83a9dc5ccac237203a0/resources/normal/logo.png?1740576025)) Good For: Any company size Deployment: Cloud, On-Premise User Sentiment: 90% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://redash.io/) Comparethe top leaders [ SAS Viya by SAS Institute ](https://www.selecthub.com/p/data-analytics-software/sas-viya/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/sas-viya/) Start Price: [ $10,000Annually ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=SAS%2BViya&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fa376033f78e144f494bfc743c0be3330-3148bd763fa33d8a70241e6f9a8d2834%2Fresources%2Fnormal%2Flogo.webp%3F1749060516&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=SAS+Viya&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/a376033f78e144f494bfc743c0be3330-3148bd763fa33d8a70241e6f9a8d2834/resources/normal/logo.webp?1749060516)) Good For: Medium & large companies Deployment: Cloud User Sentiment: 85% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.sas.com/en%5Fus/software/viya.html) Comparethe top leaders [ 1010data by 1010data, Inc. ](https://www.selecthub.com/p/data-analytics-software/1010data/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/1010data/) Start Price: [ $12,000Per User, Annually ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=1010data&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fcbef46321026d8404bc3216d4774c8a9-086fddff9e082376142dcce72f0e003b%2Fresources%2Fnormal%2Flogo.jpg%3F1693316640&price=5) Free Trial: No Good For: Medium companies Deployment: Cloud, On-Premise User Sentiment: 78% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.1010data.com/) Comparethe top leaders [ Tellius by Tellius ](https://www.selecthub.com/p/data-analytics-software/tellius/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/tellius/) Start Price: [ $495Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Tellius&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Ffc5a29b5d423c94cdfacb0f706eecdb7-018c07d098be66a7361c6cc8354ec045%2Fresources%2Fnormal%2Flogo.png%3F1693319035&price=3) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Tellius&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/fc5a29b5d423c94cdfacb0f706eecdb7-018c07d098be66a7361c6cc8354ec045/resources/normal/logo.png?1693319035)) Good For: Medium & large companies Deployment: Cloud, On-Premise User Sentiment: 91% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.tellius.com/) Comparethe top leaders [ Alteryx Designer by Alteryx ](https://www.selecthub.com/p/data-analytics-software/alteryx-designer/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/alteryx-designer/) Start Price: [ $4,950Annually ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Alteryx%2BDesigner&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Ff69041d874533096748e2d77480c1fea-cdb8aeb555e57add783cdd391e2c58cd%2Fresources%2Fnormal%2Flogo.png%3F1693317457&price=5) Free Trial: Yes ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Alteryx+Designer&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/f69041d874533096748e2d77480c1fea-cdb8aeb555e57add783cdd391e2c58cd/resources/normal/logo.png?1693317457)) Good For: Any company size Deployment: Cloud User Sentiment: 90% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.alteryx.com/) Comparethe top leaders [ Oracle Analytics Cloud by Oracle America ](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) [View Product Details ](https://www.selecthub.com/p/data-analytics-software/oracle-analytics-cloud/) Start Price: [ $16Per User, Monthly ](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product%5Fname=Oracle%2BAnalytics%2BCloud&origin%5Furl=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product%5Flogo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093%2Fresources%2Fnormal%2Flogo.png%3F1723059279&price=2) Free Trial: 30 Days ([Request for Free](https://pmo.selecthub.com/free-trial/?product%5Fname=Oracle+Analytics+Cloud&category=Data+Analytics+Software&product%5Flogo=https://cdn.selecthub.com/products/2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093/resources/normal/logo.png?1723059279)) Good For: Any company size Deployment: Cloud User Sentiment: 83% of users recommend this product i Based on user reviews collected from popular reviews sites. [Visit Site](https://www.oracle.com/analytics/) Comparethe top leaders * < * 1 * [2](https://www.selecthub.com/c/data-analytics-software/?page=2) * [3](https://www.selecthub.com/c/data-analytics-software/?page=3) * [ \> ](https://www.selecthub.com/c/data-analytics-software/?page=2) ### Guide Contents * [Executive Summary](#bg-heading-1) * [Primary Benefits](#bg-heading-2) * [Implementation Goals](#bg-heading-3) * [Basic Features](#bg-heading-4) * [Advanced Features & Functionality](#bg-heading-5) * [Current & Upcoming Trends](#bg-heading-6) * [Software Comparison Strategy](#bg-heading-7) * [Cost & Pricing Considerations](#bg-heading-8) * [Questions To Ask Yourself](#bg-heading-9) * [Questions to Ask Vendors](#bg-heading-10) * [Next Steps](#bg-heading-11) Related Categories [Big Data Analytics Tools](https://www.selecthub.com/c/big-data-analytics-tools/) [Data Management Tools](https://www.selecthub.com/c/data-management-tools/) [Data Preparation Software](https://www.selecthub.com/c/data-preparation-software/) ▼ [Data Warehouse Tools](https://www.selecthub.com/c/data-warehouse-tools/) ▲ List Your Product Thousands of buyers are researching their next purchase. Ensure they find you by claiming your product profile now. [Claim Product Listing]( https://pmo.selecthub.com/claim-your-product/) ## Data Analytics Software Buyer's Guide ## What is Data Analytics Software? Data analytics software acts like a powerful magnifying glass for your information, revealing hidden patterns and trends. Its importance lies in enabling informed decision-making and identifying growth opportunities, solving problems of overwhelming raw data and missed insights. Key functionalities include data visualization, statistical analysis, and predictive modeling. Emerging capabilities often involve AI-driven automated insights and natural language processing for queries. Business analysts, marketing professionals, and researchers across all industries benefit immensely. However, a limitation can be the need for clean, accurate data and skilled interpretation. Ultimately, this software offers immense value by transforming complex data into actionable intelligence, driving strategic growth, and improving operational efficiency. ### What are the Key Benefits of Data Analytics Software? * Clean Data Insights * Identify Trends * Predict Customer Behavior * Improved Decision Making * Targeted Marketing * Product Development * Operational Efficiency * Risk Management * Fraud Detection **Data Analysis Software is All About Informed Decision-Making** By Ritinder Kaur, Market Analyst at SelectHub ![Data Analytics Software BG Intro]() Is your [business intelligence system](https://www.selecthub.com/c/business-intelligence-tools/) fast enough to analyze information as it arrives? Anything less and you risk being stuck with dated information. Picture this: it feeds your business-critical analytics processes, and the reports don’t add up. What can you do? If you’re struggling with data management and analytics, this buyer’s guide is for you. It includes a lowdown of what data analysis software means for your business, with handy tips and tricks to succeed at platform selection. ### Executive Summary * Data analysis software solutions are decision-support systems that derive helpful insight from organizational information. * [Supply chain](https://www.selecthub.com/category/supply-chain-management/), [human resources](https://www.selecthub.com/category/hris/), customer services, [marketing automation](https://www.selecthub.com/category/marketing-automation/) and accounting are key areas benefiting from data analytics platforms. * [Data management](https://www.selecthub.com/big-data-analytics/data-management/), visualization and reporting are primary capabilities to consider when purchasing analytics tools. * Sophisticated calculations, [natural language processing](https://www.ibm.com/topics/natural-language-processing), machine learning and mobile BI are nice-to-have features. * User autonomy, data fabric, hybrid cloud, prescriptive analytics and automation are significant system analytics software trends. * Prepare a questionnaire to ask vendors about the software and their services. **What This Guide Covers:** * [Primary Benefits](#2) * [Implementation Goals](#3) * [Basic Features](#4) * [Advanced Features & Functionality](#5) * [Current & Upcoming Trends](#6) * [Software Comparison Strategy](#7) * [Cost & Pricing Considerations](#8) * [Questions to Ask Yourself](#10) * [Questions to Ask Vendors](#11) * [Next Steps](#12) ### Primary Benefits Your organization holds oodles of data with the potential to drive success and growth. ![Data Analytics Software Benefits]() #### Manage Production Every Cheetos piece looks the same — PepsiCo makes sure of it. The food and beverage giant [partnered with Microsoft](https://blogs.microsoft.com/ai-for-business/pepsico-perfect-cheetos/) to train AI models that monitor every Cheetos piece for perfect shape, size, curl and crunch, giving you value for your money. Besides quality assurance, data drives production scheduling, resource allocation and goals tracking. Rich visualization libraries, ready-to-go dashboard templates and robust source connectivity assist in analysis and decision-making. #### Streamline Supply Chain The gut feeling doesn’t work when determining how much inventory to maintain, as a [major manufacturer](https://www.strategytitan.com/supply-chain-analytics-case-study.html) found. Unable to aggregate data from siloed POS (point-of-sale) systems, they were flying blind, being in the dark about how channels drove sales. Shifting to a [POS system](https://www.selecthub.com/resources/pos-system/) that fed data to analytics helped them achieve record sales. But POS isn’t the only data source for [inventory management](https://www.selecthub.com/category/inventory-management/). Tracking demand and supply requires pulling data from [eCommerce](https://www.selecthub.com/c/ecommerce-platforms/) and sales systems. [Supply chain management systems](https://www.selecthub.com/c/supply-chain-management-software/) enable demand forecasting, supplier performance analysis, cost reduction and risk management. #### Conduct FP&A ERP financial management systems give accurate data on demand for [financial planning and analysis (FP&A)](https://corporatefinanceinstitute.com/resources/career/financial-planning-and-analysis-fpa/). They generate business-critical financial reports for budget and capital allocation. Predicting revenue, cash flow and expenses sets you at an advantage — you can harness opportunities and avoid risks. It tells you when to diversify or hire more people and when to take calculated risks. Watch this case study about how [Honda](https://www.youtube.com/watch?v=LG3vP8F5KXU) uses [BOARD](https://www.selecthub.com/p/erp-software/board-com/) to reduce the financial model building and budgeting cycle time. #### Improve Onboarding Hiring and nurturing talent is effort-intensive, and onboarding and training gaps can cost you when employees leave, and you need to restart the hiring process. Managers struggle with maintaining high morale due to a lack of visibility into employee trends. [HR management software](https://www.selecthub.com/c/hr-management-software/) supports process improvement with hiring and employee performance data. Project management systems consume this data for resource allocation. Employee productivity metrics assist in realistic goal setting. #### Boost UX How full is your inbox with personalized emails asking you to watch this and buy that? They keep coming until one day, you open an email and click on a product that catches your eye. And just like that, you’ve entered the buying funnel. The customer is king, and your products are only as good as what buyers say. Customer analytics drives companies to success and decides marketing budgets and campaigns. And it leads to innovation — you learn what, when and where to sell. #### Calculate Risk Risk management weighs almost as much on every business owner’s mind as earnings. Data analytics helps identify metrics and events that block your company from achieving its financial, operational and compliance goals. With predictive analytics, you can forecast the likelihood of an adverse occurrence and the exact impact on your operations. With machine learning models, you can analyze the available data to decide the best way forward. ### Implementation Goals Clarity on stakeholder expectations at the onset helps you bat for your organization when approaching vendors. | **Goal 1** Stay Competitive | You want consumer analytics. It would be great to know when to diversify. You desire the primary market share in your industry. You want a data-backed roadmap. | | -------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Goal 2** Improve Performance | You want to track KPIs (key performance indicators). You hope to plug gaps and remove inefficiencies. You wish to boost morale by highlighting successes. | | **Goal 3** Boost Productivity | You want to hire best-fit employees. Your staff should be able to work independently with data. You want to optimize resource allocation. Tracking employee performance will help realize returns on your investment. | | **Goal 4** Manage Big Data | You want real-time data from all preferred sources. The system should be performant when analyzing large data volumes. | | **Goal 5** Streamline Operations | You want clear visibility into internal processes. [Ad hoc reporting](https://www.selecthub.com/business-intelligence/importance-ad-hoc-reporting/) should be possible on demand. The system should generate and share focused reports with clients and internal teams. | ### Basic Features Start your [requirements checklist](https://www.selecthub.com/business-intelligence/top-business-intelligence-requirements/) with these features. | Data Management | Built-in data preprocessing, cleansing, profiling and enrichment free you from manual data prep. Metadata indexing establishes data lineage and helps retrieve data. Data governance is a must to maintain data integrity. Python-R libraries and statistical visualization techniques enable deep-dive analysis. Data modeling helps identify trends by establishing source-destination mappings and dataset correlations. | | ---------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Data Querying | Complex queries allow open-ended exploration of relational, OLAP, CSV, XML and website data. In-memory analysis, parallel processing and scheduled querying accelerate insights. Batch updates and incremental refreshes keep dashboard data up-to-date. Live connectivity is excellent if it works with your databases and query systems. But it can be draining on sources, so some databases don’t open themselves up for a live connection. It’s advisable to ask vendors which databases respond to live queries. | | Dashboarding and [Data Visualization](https://www.selecthub.com/business-intelligence/data-visualization-tools/) | Dashboards are single-screen KPI views open to exploration and customization. Can you make them your own by adding brand logos, styles and colors? Check with the vendor if you can publish them on the web and allow external user access via shareable links. Which advanced features are available in visualizations? Are data refreshes available on demand or per schedule? There may be limitations on the daily refresh frequency. | | [Enterprise Reporting](https://www.selecthub.com/c/enterprise-reporting-system/) | Reports are the best representation of analytics results and should be easy to create. Your data analytics tools should allow downloading and sharing with others as links or PDFs in chats or emails. Advanced analytics software will let you collaborate live with your teams and clients within your reports. You should be able to conduct meaningful discussions with others by leaving comments, asking questions and tagging them within the reports. | ### Advanced Features & Functionality Identify the must-have and nice-to-have features during the requirements phase. Round off your checklist with these high-end capabilities. | Advanced Analytics | Complex calculations, dataset clustering and time series analysis help you do more with data. Model import-export enriches insights beyond what your data platform can do. Regression and what-if analysis enable anticipating trends with a fair degree of certainty. Sentiment analysis culls valuable customer insights from feedback and survey forms, support chats and social media platforms. | | --------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | Augmented Analytics | Machine learning accelerates insights by automatically selecting features for cluster analysis and algorithms to apply to the desired data. Automation drives reusable workflows — record and run processes with one click or per schedule. Automated data prep takes the grunt work out of getting data analysis ready. Voice searches can vary from current queries to questions about future trends. | | [Embedded Analytics](https://www.selecthub.com/c/embedded-analytics-tools/) | Interactive dashboards, professional reports and in-depth analysis within your app avoid logging in separately to a data solution. An embedded data app quietly feeds your system, staying in the background behind your brand name. As a vendor, a multitenant solution allows you to optimally allocate storage and computing resources. Some analytics dashboards allow triggering actions from visualizations. | | Geospatial Visualization and Analysis | Mapbox, Google Maps and Bing Maps integrations allow including location data in analysis. Additionally, web-based map servers assist in analyzing spatial file formats, provided your tool connects to them. Geographic map searches with forward and reverse geocoding remove the need to type in addresses and coordinates. | | Advanced Reporting | Login-free dashboard access allows clients to view results remotely. Extensive [BI](https://www.selecthub.com/business-intelligence/key-types-business-intelligence-tools/), reporting, analytics, CRM and [ERP](https://www.selecthub.com/c/erp-software/) software integrations enable comprehensive insights. Plain text searches allow data querying without SQL skills. | ### Current & Upcoming Trends [Big data integration](https://www.selecthub.com/big-data-analytics/big-data-integration/) drives development trends from user autonomy to cloud software, the data fabric and processing information at the edge. Machine learning and automation make business intelligence accessible and future-ready. ![Data Analytics Software Trends]() #### Composable Apps With big data, analytics moved from an IT task to a core business function. Another change was the shift from monolithic systems to composable apps. No-code software development kits allowed businesses to design modular task-centric apps they could patch onto their tech stack. The [Bayer](https://mymbas.microsoft.com/sessions/74724013-e5cb-4606-a210-88089a2c8fd2?source=sessions) team centralized financial insights by building a custom app with Power BI. A single-screen KPI view incorporated up to 13 critical metrics, keeping the display clutter-free with report linking. One-click root cause analyses helped the finance team get answers without asking for help. Flexible and scalable, composable architecture is a popular software development trend. #### Advanced Data Management Your software deployment is only as good as the data behind it. The data fabric, hybrid cloud deployments and edge analytics owe their origin to the demand for secure, real-time insight without switching apps. [Gartner](https://www.gartner.com/en/newsroom/press-releases/2021-03-16-gartner-identifies-top-10-data-and-analytics-technologies-trends-for-2021) recognized the [data fabric](https://www.talend.com/resources/what-is-data-fabric/) as a significant data and analytics trend in 2021. It’s a secure data-sharing network of sources and consumer applications on-premises and in the cloud. * A smooth transition was at the top of the mind of [Lenovo’s](https://www.talend.com/customers/lenovo/) team when scaling to a hybrid cloud architecture. Could they make the shift without impacting performance? The hardware giant developed LUCI Sky, short for Lenovo Unified Customer Intelligence, in partnership with [Talend Data Fabric](https://www.selecthub.com/p/data-management-tools/talend/) and AWS (Amazon Web Services). The company registered 10% ROI, with LUCI Sky running over 4,000 processes using 800 compute cores. * Academy Bank [migrated to a hybrid cloud solution](https://www.actian.com/wp-content/uploads/2023/07/Academy-Bank-Case-Study-v1.pdf) without deploying existing integrations from scratch, thanks to the Actian Data Platform. Now, customers can make payments and interact with banking services online. Big data management technologies will continue to make waves going ahead. #### Prescriptive Analytics Machine learning algorithms can cure analysis paralysis with intelligent recommendations for future action. Techniques include finding the best-fit solution, optimization, and simulation that involves replicating scenarios to study outcomes. Its applications include guided marketing, selling and pricing. While Netflix matches you with viewing content using a percentage-based score, eCommerce websites suggest products based on browsing and buying behavior. Internal prescriptive insights help companies design strategy, make line-of-business decisions and position their products better. Thanks to AI and machine learning, it’s a new trend with the potential for exciting innovations. #### Automation Insight to action to new insights is a fast closed loop with many moving parts. Workflows must run like well-oiled parts of a machine, or it all falls apart. Automation is the magic mantra that makes it happen. From reusable workflows to predictive maintenance, automation is a life-saver in business-critical scenarios. Automated workflows gather information from remote locations and send the results back to them. Schneider Electric [reduced maintenance costs and downtime](https://customers.microsoft.com/en-US/story/schneider-electric-power-utilities-azure) by creating a predictive IoT solution using Azure Machine Learning Service. At $20,000 per day, downtime in field maintenance doesn’t come cheap. With automated performance monitoring, Schneider’s team reduced the risks and costs associated with sending technicians to the field. For an in-depth look at where the industry is headed, check out our [Business Intelligence Trends 2023](https://www.selecthub.com/business-intelligence/business-intelligence-trends/) article. ### Software Comparison Strategy If software selection seems overwhelming, a systematic approach makes it manageable. * Start by establishing your needs — project managers, department leaders, budget owners and power users can add value to your requirements checklist. Who are the users? * Visit our [Jumpstart platform](https://pmo.selecthub.com/bi-software-analyst-report-site-vers/) to compare your shortlisted products by feature, scoring them on a scale from zero to 100. * Conduct in-depth online research to compare shortlisted products for scalability and compatibility with existing systems. Ease of use and accessibility go a long way in encouraging platform adoption. * Full-feature support plans include round-the-clock assistance on business days and, in some cases, over the weekend. A dedicated assistance manager and anytime support with instant response times is worth the cost. * Verify if data security and regulatory compliance are available to avoid legal and operational challenges later. * Reach out to the topmost vendor on your list for proofs-of-concept and demos. * Adjust vendor ranking based on how well the products performed during demos and contact the top vendors for further discussions. Read our [lean selection methodology](https://www.selecthub.com/miscellaneous/technology-selection/software-evaluation/) article to learn how to buy a suitable solution. ### Cost & Pricing Considerations Calculate the total cost of ownership (TCO) by including training and maintenance expenses in licensing fees. Small and mid-sized companies can expect to spend about [$10,000 to $25,000 annually](https://itrexgroup.com/blog/factors-behind-data-analytics-cost/) on data analytics. #### Licensing Costs Subscription models are billed monthly or annually and may include support, maintenance and updates. A [Tableau](https://www.selecthub.com/p/business-intelligence-tools/tableau/) Desktop subscription costs $70/month per user, while a [ThoughtSpot](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) subscription starts at [$95/month](https://www.thoughtspot.com/pricing). ##### Consumption-Based vs. Capacity-Based Pricing Usage-based payment models calculate the consumed storage and the number of API calls or transactions, so understanding consumption slabs and charges is essential for bill tracking. Capacity-based pricing is like a prepaid charge — there are no surprises. A **concurrent user license** will allow access to a certain number of simultaneous users, while a **named user license** is for exclusive use by individuals in the organization. #### Open-Source and Free Software Not all open-source software is free, but integration, customization and support costs remain. Some open-source software may incur charges when bundled with other software. * [Apache Spark](https://www.selecthub.com/p/big-data-analytics-tools/apache-spark/) has no license fees, but it’s chargeable when bundled with Cloudera, AWS and Azure. * [KNIME](https://www.selecthub.com/p/business-intelligence-tools/knime/) desktop is free to use, but the server is chargeable annually with user and core-based licensing. The personal plan is free, while the Team plan costs 250 euros per month. #### Scalability Costs At the onset, factor in the price of hardware upgrades, additional software licenses, extra storage and network expenses into your TCO as your business expands. #### Support and Maintenance Costs Don’t try to cut corners here. Go for round-the-clock support and faster response times if it gives you peace of mind and helps you deliver on your promises — it’s worth it. #### Discounts Some vendors sweeten the deal by offering long-term subscriptions at lower prices or free credits. [Looker](https://www.selecthub.com/p/business-intelligence-tools/looker/) by Google Cloud comes with $300 worth of free credits for new users. #### Additional Considerations Watch out for hidden costs like additional hardware or paid plugins, and don’t underestimate the usefulness of free trials. ### Questions To Ask Yourself To better understand your company’s requirements, ask these questions internally. * What challenges do we face with our current system? * Which are the must-have features? * Who will use the software? * Do we have the technical resources to deploy and maintain the new system? * Which system integrations are essential? ![Data Analytics Key Questions To Ask]() ### Questions to Ask Vendors Ask these questions to learn about the software and vendor. #### About the software * Is the software customizable? * What are its core strengths? * Is it regulation-compliant? #### About the vendor * How many years of expertise do you have in the industry? * What onboarding support and training do you offer? * How does your support team handle help requests? ### Next Steps Data analytics software offers business-critical decision support beyond reporting to enable open-ended data exploration. Intuitive technologies like machine learning and natural language querying do the rest. Don’t settle for anything less than what’s best for you — take the next step. Get our [requirements template](https://pmo.selecthub.com/bi-requirements-template-site-vers/) to list your business needs and start your software search systematically. ### Product Comparisons Compare other data analytics software products: Select a category 360 Degree Feedback Software 3D Design Software 3PL Software ABA Software Account-Based Marketing Software Accounting Practice Management Software Accounting Software Accounts Payable Software Accounts Receivable Software Agile Project Management Software AI Agent Builders AI Agent Frameworks AI Agent Orchestration Platforms AI Agents AI Assistants AI Chatbots AI Customer Service Agents AI Integration Solutions AI Marketing Agents AI Sales Agents AI Sales Assistant Software AI Video Generators AI Voice Agents AI Voice Assistants AI Workflow Automation Tools AI Writing Assistants Animation Software Antivirus Software Apparel ERP Software Applicant Tracking Systems Appointment Scheduling Software Assessment Software Asset Tracking 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Software UCaaS Providers UGC Platforms Unified Endpoint Management Tools User Research Tools Vacation Rental Software Vector Graphics Software Vendor Risk Management Software Vibe Coding Tools Video Conferencing Platforms Video Editing Software Video Interview Software Virtual Phone Systems Visual Collaboration Tools VoIP Providers Volunteer Management Software VPN Software Vulnerability Management Software Warehouse Management Software WCMS Software Web Design Software Website Builders Whiteboard Software Work Management Software Workflow Management Software Workforce Management Software XDR Software Choose a category to select a product VS Choose a category to select a product Compare ### Additional Resources #### [Big Data](https://www.selecthub.com/category/big-data-analytics/) [Business Analytics vs. Data Analytics: What’s the Difference?](https://www.selecthub.com/business-intelligence/web-analytics-and-business-analytics/) [Would you believe that over 100,000 business analytics jobs were posted in the U.S. as… ](https://www.selecthub.com/business-intelligence/web-analytics-and-business-analytics/) [ ![Ritinder Kaur](https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-96x96.png) Ritinder Kaur ](https://www.selecthub.com/author/ritinder-kaur/) May 12, 2026 #### [Business Analytics](https://www.selecthub.com/category/business-analytics/) [Business Analytics Implementation Planning Guide](https://www.selecthub.com/business-analytics/business-analytics-implementation/) [Believe it or not, just about everything produces actionable data for your business. Website clicks,… ](https://www.selecthub.com/business-analytics/business-analytics-implementation/) [ ![Jason Keller](https://secure.gravatar.com/avatar/0a70318abf570a91327f52af7dcd64ecdaa06bcc991260053e38c9c53317112a?s=96&d=mm&r=g) Jason Keller ](https://www.selecthub.com/author/jason-keller/) May 12, 2026 #### [Business Analytics](https://www.selecthub.com/category/business-analytics/) [The Top 6 Advanced Analytics Tools for 2026](https://www.selecthub.com/business-analytics/advanced-analytics-tools/) [This article discusses the top six advanced analytics tools based on our research team’s extensive… ](https://www.selecthub.com/business-analytics/advanced-analytics-tools/) [ ![Ritinder Kaur](https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-96x96.png) Ritinder Kaur ](https://www.selecthub.com/author/ritinder-kaur/) May 12, 2026 #### [Business Analytics](https://www.selecthub.com/category/business-analytics/) [Top Tips for Getting Data Democratization Right](https://www.selecthub.com/business-analytics/4-tips-for-getting-data-democratization-right/) [Data democracy provides businesspeople with the tools they need to independently understand data and make… ](https://www.selecthub.com/business-analytics/4-tips-for-getting-data-democratization-right/) [ ![Pete Reilly](https://secure.gravatar.com/avatar/fb05ccf9838c84e153a2102897321736a1fab5cde291014caeca16368046fe67?s=96&d=mm&r=g) Pete Reilly ](https://www.selecthub.com/author/pete-reilly/) May 12, 2026 #### [Business Analytics](https://www.selecthub.com/category/business-analytics/) [10 Ways Real-Time Business Intelligence Analytics is Driving Revenue](https://www.selecthub.com/business-analytics/10-ways-real-time-business-analytics-driving-revenue/) [In the coming years and beyond, real-time business intelligence and analytics will continue to drive… ](https://www.selecthub.com/business-analytics/10-ways-real-time-business-analytics-driving-revenue/) [ ![Jason Keller](https://secure.gravatar.com/avatar/0a70318abf570a91327f52af7dcd64ecdaa06bcc991260053e38c9c53317112a?s=96&d=mm&r=g) Jason Keller ](https://www.selecthub.com/author/jason-keller/) May 12, 2026 #### [Big Data](https://www.selecthub.com/category/big-data-analytics/) [What Are The Types Of Big Data?](https://www.selecthub.com/big-data-analytics/types-of-big-data-analytics/) [As the Internet age surges on, we create an unfathomable amount of data every second.… ](https://www.selecthub.com/big-data-analytics/types-of-big-data-analytics/) [ ![Richard Allen](https://secure.gravatar.com/avatar/dbf7d5e85a73652bce6f38dc8265e4b08ea20a633980065ae4cb03fe2651b622?s=96&d=mm&r=g) Richard Allen ](https://www.selecthub.com/author/richard-allen/) Apr 09, 2026 ## About The Contributors The following expert team members are responsible for creating, reviewing, and fact checking the accuracy of this content. [ ](https://www.selecthub.com/author/ritinder-kaur/) Written By [Ritinder Kaur](https://www.selecthub.com/author/ritinder-kaur/) Senior Technical Content Writer Ritinder Kaur is a Senior Technical Content Writer at SelectHub and has ten years of experience writing about B2B software and quality assurance. She has a Masters degree in English language and literature and writes about Business Intelligence and Data Science. Her articles on software testing have been published on Stickyminds. [See Full Bio](https://www.selecthub.com/author/ritinder-kaur/) [ ](https://www.selecthub.com/author/sagardeep-roy/) Technical Research By [Sagardeep Roy](https://www.selecthub.com/author/sagardeep-roy/) Senior Analyst Sagardeep is a Senior Research Analyst at SelectHub, specializing in diverse technical categories. His expertise spans Business Intelligence, Analytics, Big Data, ETL, Cybersecurity, artificial intelligence and machine learning, with additional proficiency in EHR and Medical Billing. Holding a Master of Technology in Data Science from Amity University, Noida, and a Bachelor of Technology in Computer Science from West Bengal University of Technology, his experience across technology, healthcare, and market research extends back to 2016\. As a certified Data Science and Business Analytics professional, he approaches complex projects with a results-oriented mindset, prioritizing individual excellence and collaborative success. [See Full Bio](https://www.selecthub.com/author/sagardeep-roy/) [ ](https://www.selecthub.com/author/manan-roy/) Technical Review By [Manan Roy](https://www.selecthub.com/author/manan-roy/) Principal Analyst Manan is a native of Tezpur, Assam (India), who currently lives in Kolkata, West Bengal (India). At SelectHub, he works on categories like CRM, HR, PPM, BI, and EHR. He has a Bachelor of Technology in CSE from The Gandhi Institute of Engineering and Technology, a Master of Technology from The Institute of Engineering and Management IT, and an MBA in Finance from St. Xavier's College. He's published two research papers, one in a conference and the other in a journal, during his Master of Technology. [See Full Bio](https://www.selecthub.com/author/manan-roy/) [ ](https://www.selecthub.com/author/hunter-lowe/) Edited By [Hunter Lowe](https://www.selecthub.com/author/hunter-lowe/) Content Editor Hunter Lowe is a Content Editor, Writer and Market Analyst at SelectHub. His team covers categories that range from ERP and business intelligence to transportation and supply chain management. Hunter is an avid reader and Dungeons and Dragons addict who studied English and Creative Writing through college. In his free time, you'll likely find him devising new dungeons for his players to explore, checking out the latest video games, writing his next horror story or running around with his daughter. [See Full Bio](https://www.selecthub.com/author/hunter-lowe/) ```json { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://www.selecthub.com/" }, { "@type": "ListItem", "position": 2, "name": "Business Analytics", "item": "https://www.selecthub.com/category/business-analytics/" }, { "@type": "ListItem", "position": 3, "name": "Data Analytics Software" } ] } { "@context": "https://schema.org", "@type": "Article", "headline": "Best Data Analytics Software of 2026", "author": [ { "@type": "Person", "name": "Ritinder Kaur", "url": "https://www.selecthub.com/author/ritinder-kaur/", "jobTitle":"Senior Technical Content Writer", "image": "https://www.selecthub.com/wp-content/uploads/2021/06/cropped-Ritinder-Kaur-v2-1-96x96.png" }, { "@type": "Person", "name": "Sagardeep Roy", "url": "https://www.selecthub.com/author/sagardeep-roy/", "jobTitle":"Senior Analyst", "image": "https://www.selecthub.com/wp-content/uploads/2025/01/Sagardeep-Roy-96x96.jpg" }, { "@type": "Person", "name": "Manan Roy", "url": "https://www.selecthub.com/author/manan-roy/", "jobTitle":"Principal Analyst", "image": "https://www.selecthub.com/wp-content/uploads/2024/02/cropped-Manan-Roy-96x96.png" }, { "@type": "Person", "name": "Hunter Lowe", "url": "https://www.selecthub.com/author/hunter-lowe/", "jobTitle":"Content Editor", "image": "https://www.selecthub.com/wp-content/uploads/2023/11/cropped-Hunter-Headshot-96x96.jpg" } ], "publisher":{ "@type": "Organization", "name": "SelectHub", "logo": { "@type":"ImageObject", "url": "https://www.selecthub.com/wp-content/uploads/2019/10/favicon.png" } }, "dateModified": "2026-05-15T00:00:00+00:00", "mainEntityOfPage": "https://www.selecthub.com/c/data-analytics-software/" } ```