--- description: Find the best Data Analytics Software for your company. Compare top Data Analytics Software vendors. Get FREE price quotes, demos, and analyst reviews and recommendations! --- 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 $399 Monthly 3\. [NVivo](#product-nvivo) #### 82% Great Any company size $520 Annually 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 Any company size $4.80 Hourly 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 Any company size $25 Per User, Monthly 8\. [RapidMiner](#product-rapidminer) #### 91% Excellent Any company size $10 Annually, Quote-Based 9\. [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. 10\. [Qlik Cloud Analytics](#product-qlik-cloud-analytics) #### 82% Great Any company size $2,500 Per User, Annually Compare Products Compare Compare the top leaders [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. [![Google Analytics](<> "Google Analytics")](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [Google Analytics](https://www.selecthub.com/p/data-analytics-software/google-analytics/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/google-analytics/) User sentiment 87% of users recommend this product, based on 18 reviews i Based on user reviews collected from popular reviews sites. Start price $0 Free [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Google%2BAnalytics&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd%2Fresources%2Fnormal%2Flogo.png%3F1746808656&price=1) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Google+Analytics&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd/resources/normal/logo.png?1746808656) - Pros & Cons - Review - Key Features - Media **Pros** - A free tier gives small and mid-size teams full web analytics without the cost - An easy, intuitive interface makes it approachable even if you're new to analytics - Deep tracking covers traffic sources, conversion paths, and engagement in one place - It connects with Google Ads and Search Console to tie your marketing data together **Cons** - A steep learning curve means the volume of data and reports can overwhelm newcomers - GA4 can't import historical data from Universal Analytics, breaking long-term trend analysis - Many users find GA4's reporting interface less intuitive than the older version [Read Full Review](https://www.selecthub.com/p/data-analytics-software/google-analytics/)        [Visit Site](https://marketingplatform.google.com/about/analytics/) **Bottom line:** Google Analytics is the go-to pick if you want deep web analytics without paying for it. It's built for small and mid-size businesses that need to understand their traffic but don't have the budget for pricey platforms. It's less ideal if you depend on years of historical data. The real draw is how much it tracks. You get traffic sources, user behavior, conversion paths, and engagement all in one place. It also ties into Google Ads and Search Console, so your marketing data lives together. The catch is the learning curve. The sheer volume of reports can overwhelm you at first, and GA4's reliance on third-party cookies has raised privacy questions as data rules keep shifting. One more thing to weigh if you're moving over from Universal Analytics — GA4 won't import your old data, so you start fresh. The core product stays free, with premium features sold separately. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/google-analytics/)        [Visit Site](https://marketingplatform.google.com/about/analytics/) - **Real-time data** – Watch live activity as it happens, including current page views, traffic sources, and visitor locations. - **Audience reports** – See who's visiting through demographics, interests, and behavior data so you can shape content around real users. - **Conversion tracking** – You can set goals to measure specific actions, like form submissions or product purchases. - **Behavior flow** – Visualize the path visitors take through your site to spot popular pages and where people drop off. - **Attribution modeling** – Compare marketing touchpoints across models to see which channels actually drive your conversions. [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/) [![Sisense](<> "Sisense")](https://www.selecthub.com/p/data-analytics-software/sisense/) [Sisense](https://www.selecthub.com/p/data-analytics-software/sisense/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/sisense/) User sentiment 84% of users recommend this product, based on 2,464 reviews i Based on user reviews collected from popular reviews sites. Start price $399 Monthly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Sisense&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40%2Fresources%2Fnormal%2Flogo.png%3F1736794142&price=3) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Sisense&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40/resources/normal/logo.png?1736794142) - Pros & Cons - Review - Key Features - Media **Pros** - Connects to over 160 data sources through live queries or ETL and blends them into one place - In-chip technology runs thousands of queries on large datasets fast, even from slower sources - Strong visualization tools like widgets, graphs and scattergrams turn big datasets into clear dashboards - Self-service, interactive dashboards make core BI approachable for non-technical users **Cons** - Data modeling and customization need real technical skills, so you'll want IT support on hand - ElastiCubes can be resource-intensive and pricey to run at larger scale - A steep learning curve and thin documentation make the platform hard to master [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/) **Bottom line:** Sisense is a strong pick if you need to pull large, messy data into one place and get real analysis out of it. It works best when you have technical help on hand. It's built for companies of any size, but it really lands as an enterprise-grade, embedded analytics tool. If you're a small team or startup, the cost can feel steep for what you'll actually use. You can connect to over 160 sources through live queries or ETL, then blend it all into Sisense's own analytics engine. Its in-chip technology keeps queries fast, even on big or slower data sets. You can run it in the cloud, on-premise, or on Linux, so it fits most setups. The catch is setup. Building models and formatting dashboards often needs scripting and some CSS or JavaScript, so plan for IT involvement. Pricing starts around $399 per month with an annual commitment, which is fair for enterprise BI but worth weighing if budgets are tight. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/sisense/)        [Visit Site](https://www.sisense.com/) - **In-chip analytics** – A columnar database paired with an in-chip cache lets you run heavy queries on either disk or RAM, freeing up processing power. - **Data connectivity** – You can pull from hundreds of built-in connectors or drag and drop from databases and spreadsheets to bring data in. - **Data blending** – Combine large datasets from many sources into one view, then slice, dice and explore them through a single interface. - **Augmented intelligence** – Sisense Pulse uses machine learning to watch your KPIs and send proactive alerts when it spots anomalies or unusual shifts. - **Embedded analytics** – Turn your data into white-label data products so you can deliver BI directly inside the apps your own customers use. [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/) [![NVivo](<> "NVivo")](https://www.selecthub.com/p/data-analytics-software/nvivo/) [NVivo](https://www.selecthub.com/p/data-analytics-software/nvivo/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/nvivo/) User sentiment 82% of users recommend this product, based on 179 reviews i Based on user reviews collected from popular reviews sites. Start price $520 Annually [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=NVivo&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fd5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347%2Fresources%2Fnormal%2Flogo.png%3F1717782248&price=4) Good for Any company size Free trial 14 Days [Request for free](https://pmo.selecthub.com/free-trial/?product_name=NVivo&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/d5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347/resources/normal/logo.png?1717782248) - Pros & Cons - Review - Key Features - Media **Pros** - Flexible coding tools (tree, auto and query) organize data around your research questions - Advanced querying surfaces terms, patterns and code combinations to reveal key themes - Network maps and word clouds turn complex findings into clear, shareable output - Handles text, audio, video and images from many sources in one place **Cons** - A steep learning curve slows new users and can stretch project timelines - Pricing runs high, which is tough for small institutions or independent researchers - Large datasets can strain less powerful machines and cause performance issues - Limited support for Mac and Linux forces workarounds like virtual machines [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/) **Bottom line:** NVivo is built for research teams doing serious qualitative analysis on interviews, surveys and documents. It's a strong fit if you need to code large amounts of unstructured data and back up your findings — less so if you're an individual running a small, simple project. Plan for a ramp-up. NVivo packs a lot of coding and query power, and new users often need time to get comfortable. If your work calls for structured, repeatable analysis, that investment usually pays off. It slots into how you already work, with direct imports from Microsoft Office and SurveyMonkey, plus a Collaboration Cloud so several researchers can co-author one project. Just know it leans Windows-first, so Mac and Linux users may hit friction. Cost is the main sticking point. Pricing starts at $520 per year, and individuals can find it steep — though student and academic licensing options soften the blow if you qualify. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/nvivo/)        [Visit Site](https://lumivero.com/products/nvivo/) - **Coding and query tools** – You can tag interviews, surveys and documents with tree, auto and query coding, then search that coded data for patterns and themes. - **Thematic and sentiment analysis** – Automatic sentiment analysis and thematic tools help you dig into gathered data and spot emerging themes without manual tallying. - **Data import** – Pull in transcripts, articles, audio, video and social media, plus direct imports from Microsoft Office and SurveyMonkey. - **Auto transcription** – NVivo Transcription auto-transcribes uploaded audio in 28 languages, so you can tag speakers and analyze the text. - **Collaboration Cloud** – Your team can co-author a project by uploading a master copy, working offline, then merging edits back into the main file. [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/) [![Adobe Analytics](<> "Adobe Analytics")](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [Adobe Analytics](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/adobe-analytics/) User sentiment 84% of users recommend this product, based on 2,577 reviews 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Adobe%2BAnalytics&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3%2Fresources%2Fnormal%2Flogo.png%3F1746811001&price=5) Good for Large companies Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Adobe+Analytics&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3/resources/normal/logo.png?1746811001) - Pros & Cons - Review - Key Features - Media **Pros** - Real-time data processing gives immediate insight into customer behavior and campaign performance - Advanced segmentation targets audiences by demographics, behavior, and engagement patterns - Multi-channel tracking pulls data from websites, mobile apps, and offline sources - Drag-and-drop reporting lets you build custom dashboards and visualizations **Cons** - Steep learning curve means new users need significant time to master the interface - Performance can slow when processing very large datasets - Premium pricing is a barrier for smaller teams 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) **Bottom line:** Adobe Analytics is built for large enterprises with heavy data analytics needs, especially if you're already using other Adobe products. If you have the budget and technical staff to run it, you get deep, granular insight into customer behavior across channels. If you're a smaller shop, look elsewhere. Its real strength is depth. You can build custom metrics, dimensions, and segments, then pull real-time insights across websites, mobile apps, and even offline sources. It fits well if you need to understand the full customer journey and have the data governance to back it up. The tradeoff is complexity and cost. Users point to a steep learning curve, and getting up to speed takes real time and effort. Handling massive datasets can slow things down too, so plan for implementation partners and in-house expertise. Pricing runs premium, starting around $1,000 per month, so budget accordingly. [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 analysis** – Surfaces immediate insight into user behavior so you can make decisions on current data instead of waiting for reports. - **Advanced segmentation** – You can build detailed audience segments by behavior and demographics to target specific groups with precision. - **Predictive analytics** – Machine learning forecasts future trends and user behaviors to support strategic planning. - **Cross-device tracking** – Follows user interactions across multiple devices for a unified view of the customer journey. - **Customer journey analytics** – Maps the full path from first contact to conversion across every touchpoint. [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) [![Teradata](<> "Teradata")](https://www.selecthub.com/p/data-analytics-software/teradata/) [Teradata](https://www.selecthub.com/p/data-analytics-software/teradata/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/teradata/) User sentiment 90% of users recommend this product, based on 966 reviews i Based on user reviews collected from popular reviews sites. Start price $4.80 Hourly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Teradata&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9%2Fresources%2Fnormal%2Flogo.png%3F1746564844&price=1) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Teradata&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9/resources/normal/logo.png?1746564844) - Pros & Cons - Review - Key Features - Media **Pros** - High-speed processing of massive data volumes gives you fast insights on large datasets - Robust workload management prioritizes resources so concurrent analytical jobs stay efficient - User-friendly database management simplifies complex administration tasks **Cons** - High implementation and scaling costs can be a barrier for smaller budgets - Slower adoption of newer cloud-native technologies may frustrate teams needing the latest integrations [Read Full Review](https://www.selecthub.com/p/data-analytics-software/teradata/)        [Visit Site](https://www.teradata.com/) **Bottom line:** Teradata is built for large enterprises with complex, high-performance data needs, especially in finance, telecom, retail, and healthcare. If you're running massive datasets and can't afford slow queries, it's a strong fit. Smaller teams on tight budgets should look elsewhere. It really shines at scale. Users describe it as remarkably fast at processing huge data volumes, and its workload management keeps concurrent analytical jobs running smoothly even under demanding service-level agreements. The tradeoff is cost and cloud momentum. Pricing is consumption-based, starting around $4.80 hourly billed annually, and some users find newer cloud-native platforms more flexible for fluctuating workloads. A few also note occasional cloud uptime and capacity limits. You'll get the most value if you already run on-premises infrastructure and need a mature, proven platform for mission-critical analytics. If your workloads swing widely or you want the newest cloud-native tooling, weigh your options first. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/teradata/)        [Visit Site](https://www.teradata.com/) - **Massively parallel processing** – distributes query work across nodes so large-scale jobs run efficiently - **In-database analytics** – run predictive modeling and machine learning where the data lives, cutting data movement - **Teradata QueryGrid** – query across sources like Hadoop and cloud platforms without moving the data - **Workload management** – prioritizes and allocates resources automatically so heavy loads stay performant - **Advanced SQL engine** – supports ANSI SQL so your team can run complex analytics with familiar syntax [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/) [![Sisense For Cloud Data Teams](<> "Sisense For Cloud Data Teams")](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/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/) User sentiment 87% of users recommend this product, based on 140 reviews 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Sisense%2BFor%2BCloud%2BData%2BTeams&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1d3b7f1f8a7625f8d5e700dcf0d9ae68-19ed1622072a6ff724e41d59ad64eb1b%2Fresources%2Fnormal%2Flogo.png%3F1693317587&price=3) Good for Any company size Free trial No - Pros & Cons - Review - Key Features - Media **Pros** - **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. **Cons** - **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) [![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/) 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) [![ThoughtSpot](<> "ThoughtSpot")](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [ThoughtSpot](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) User sentiment 89% of users recommend this product, based on 492 reviews i Based on user reviews collected from popular reviews sites. Start price $25 Per User, Monthly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=ThoughtSpot&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa%2Fresources%2Fnormal%2Flogo.png%3F1693317000&price=2) Good for Any company size Free trial 14 Days [Request for free](https://pmo.selecthub.com/free-trial/?product_name=ThoughtSpot&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa/resources/normal/logo.png?1693317000) - Pros & Cons - Review - Key Features - Media **Pros** - Search-driven natural language querying lets non-technical users analyze data without writing code - AI engine SpotIQ surfaces anomalies and trends with minimal manual effort - Connects to on-premise and cloud databases and warehouses for real-time analysis - In-memory engine caches results and returns queries on large datasets almost instantly **Cons** - Dashboard customization is limited for fonts, layouts, colors and chart formatting - Setting up natural language processing takes heavy upfront work and can slow searches - Data models must be tailored to the platform, so they don't reuse easily - Deployment is tough for small teams without dedicated IT support [Read Full Review](https://www.selecthub.com/p/data-analytics-software/thoughtspot/)        [Visit Site](https://www.thoughtspot.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/) **Bottom line:** ThoughtSpot is a strong pick if you want to open up self-service analytics to people who don't write SQL. You type questions in plain language and get charts back, so most of your team can dig into business data on their own. If you need heavy visual polish or run lean on IT, look closely before you commit. It fits best when you're trying to spread data access across departments rather than keep it locked with a few analysts. The AI engine, SpotIQ, points out trends and anomalies, and you can share saved queries with one click. It handles scale well. The in-memory engine caches results and returns answers on large datasets fast, and it connects to warehouses like Snowflake through Embrace for direct querying. The tradeoffs are real. Dashboard formatting options are thin, standing up NLP takes prep work, and deployment can stall smaller teams. Pricing runs steep for mid-sized use, though the storage-based model means cost tracks data volume, not headcount. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/thoughtspot/)        [Visit Site](https://www.thoughtspot.com/) - **Search-driven analysis** – You type questions in natural language and get answers back as charts, with suggestions appearing as you type each character. - **SpotIQ AI insights** – The AI engine digs through data to surface anomalies and trends automatically, so you spot patterns without building queries by hand. - **In-memory engine** – Runs calculations in-engine and caches search results, returning answers across sources and records almost instantly. - **Data connectors** – Pull from many sources through native connectors or an existing ETL tool, loading large datasets at up to 1 terabyte per hour. - **Visualization suggestions** – Recommends best-fit chart types based on your data so you can build graphics that make patterns clear. [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/) [![RapidMiner](<> "RapidMiner")](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [RapidMiner](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/rapidminer/) User sentiment 91% of users recommend this product, based on 1,039 reviews i Based on user reviews collected from popular reviews sites. Start price $10 Annually, Quote-Based [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=RapidMiner&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129%2Fresources%2Fnormal%2Flogo.png%3F1693318079&price=1) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=RapidMiner&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129/resources/normal/logo.png?1693318079) - Pros & Cons - Review - Key Features - Media **Pros** - A code-free visual designer lets you build full analytics workflows without programming - Built-in machine learning and predictive modeling handle advanced analytics out of the box - In-database data prep and ETL speed up processing on large datasets - A free open-source Studio version lets you try core workflows before buying **Cons** - The platform is resource-hungry and slows down on complex datasets - There's an initial learning curve, and tutorials sit outside the tool - ETL features need improvement, especially for plots and graphs - Studio lacks native support for geo-spatial data analysis [Read Full Review](https://www.selecthub.com/p/data-analytics-software/rapidminer/)        [Visit Site](https://rapidminer.com/products/) [![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/) **Bottom line:** RapidMiner is a strong pick if you want end-to-end data analytics without writing much code. It covers the full workflow, from data prep to machine learning and predictive modeling, all in one visual, drag-and-drop environment. That makes it a good match for teams that mix analysts and non-programmers. It works across all industries and has built up a large user base, so you're not going in alone. Users like how quickly they can prototype and how helpful the online community is. The catch is performance. It's resource-hungry and slows down on complex datasets, and heavy modeling can push your compute needs higher. Expect an initial learning curve too, since the tutorials live outside the tool. On cost, you can start free with the open-source Studio version or a $10 freemium tier, but billing is annual or quote-based with no monthly option, so plan your budget around that. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/rapidminer/)        [Visit Site](https://rapidminer.com/products/) - **Visual workflow designer** – Build an end-to-end analytics pipeline in a single drag-and-drop interface that needs little to no coding. - **Interactive data visualization** – Produce more than 30 built-in visualizations and drill into them to spot trends and patterns faster. - **Automatic modeling** – Generate data models without coding, then compare them automatically to find the best direction for a project. - **Turbo Prep data prep** – Ingest data from 40-plus file types and clean, blend and wrangle it with changes visible in real time. - **Apache Radoop integration** – Connect to Hadoop and Spark for distributed analytics and scale without having to program in Spark. [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/) [![Unsupervised](<> "Unsupervised")](https://www.selecthub.com/p/data-analytics-software/unsupervised/) [Unsupervised](https://www.selecthub.com/p/data-analytics-software/unsupervised/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/unsupervised/) User sentiment 100% of users recommend this product, based on 1 review i Based on user reviews collected from popular reviews sites. 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Unsupervised&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fa322852ce0df73e204b7e67cbbef0d0a-a029984b882278184de0c8c2d68c6e63%2Fresources%2Fnormal%2Flogo.png%3F1693318309&price=3) Good for Medium & large companies Free trial No - Pros & Cons - Review - Key Features - Media **Pros** - **Automated Analysis:** Unsupervised automates the data analysis process, eliminating the need for manual intervention and saving valuable time for users. - **KPI Identification:** The software excels at identifying the most critical key performance indicators (KPIs) within complex datasets, allowing users to focus on the most impactful metrics. - **ROI Tracking:** Unsupervised provides mechanisms for tracking the return on investment (ROI) over time, enabling users to measure the effectiveness of their strategies and demonstrate the value of their data-driven decisions. **Cons** - **Limited User Feedback:** User reviews suggest that potential users should seek additional feedback due to the limited number of reviews. - **Unsupervised Learning Challenges:** As Unsupervised leverages unsupervised learning, it may result in unexpected outcomes or be challenging to measure its performance. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/unsupervised/)        [Visit Site](https://unsupervised.com/) Is Unsupervised really ready to fly solo, or does it need a helping hand? While Unsupervised claims to automate data analysis and uncover hidden growth opportunities, user reviews from the past year are limited. G2 shows a perfect 5.0 rating, but this is based on a single review, which isn't enough to draw definitive conclusions. A small sample size makes it difficult to provide a comprehensive analysis of strengths, weaknesses, and differentiating factors compared to competitors like Microsoft Power BI or Google Data Studio. Without more user feedback, it's impossible to say with certainty which specific features users find valuable or lacking. However, if Unsupervised delivers on its promises, it could be a good fit for businesses seeking to streamline data analysis and identify growth opportunities without extensive data science expertise. Further investigation is needed to determine if the software lives up to its claims and how it truly stacks up against competitors in a real-world setting. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/unsupervised/)        [Visit Site](https://unsupervised.com/) - **Data Connectivity:** Utilize all data across systems and silos, without needing to choose which data to include in analysis. - **Semantic Understanding:** Unsupervised harnesses the power of augmented analytics with a semantic layer that analyzes millions of data features and attributes simultaneously. - **Automatically Find Patterns:** Through unsupervised learning, the platform’s AI identifies statistically significant trends and patterns, analyzing subgroups of data to uncover further information. - **Review and Prioritize:**  Users can review the AI-discovered patterns, with the ability to filter and sort to prioritize based on which metrics impact the business most.  - **Built-In Actionable Workflows:** The solution’s built-in workflow drives users towards conversations, actions and decisions. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/unsupervised/)        [Visit Site](https://unsupervised.com/) ![Screenshots]()![Screenshots]()![Screenshots]() [Read Full Review](https://www.selecthub.com/p/data-analytics-software/unsupervised/)        [Visit Site](https://unsupervised.com/) [![Qlik Cloud Analytics](<> "Qlik Cloud Analytics")](https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/) [Qlik Cloud Analytics](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/) User sentiment 82% of users recommend this product, based on 1,859 reviews i Based on user reviews collected from popular reviews sites. Start price $2,500 Per User, Annually [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Qlik%2BCloud%2BAnalytics&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F9dfcd5e558dfa04aaf37f137a1d9d3e5-dafb46ccbc34410f1e66d4389201cef5%2Fresources%2Foriginal%2Flogo.svg%3F1746236861&price=5) Good for Any company size Free trial No - Pros & Cons - Review - Key Features - Media **Pros** - **Data Visualization:** Approximately 80% of users who review its data visualization capabilities are satisfied with its intuitive drag-and-drop feature, rich libraries and its range of aesthetically appealing data representation options. - **Data Preparation:** Of users who mention data processing, 83% appreciate the platform’s seemingly limitless data transformation capabilities that help them deep-dive into all possible data relationships to glean actionable insights. - **Functionality:** Among users who share their views on this platform, around 68% say that they are satisfied with the power of its associative query engine that enables faster on-the-fly calculations and analytics aggregation at the speed of thought. - **Sharing and Collaboration:** About 83% of users who comment on sharing capabilities appreciate its multi-tier permissions capabilities and easy sharing of reports with clients via external sharing options. - **Setup:** Around 66% of users who mention ease of setup say that Qlik Cloud Analytics has a fast implementation cycle. **Cons** - **Cost:** Pricing plans are inflexible and can be cost-prohibitive for small organizations and startups, though large organizations may find that it offers high value, as stated by 93% of users who mention its cost. - **Performance:** Approximately 42% of users say that performance-wise, this platform is resource-hungry and liable to slow down when crunching large amounts of data on local machines. - **User Interface and Graphics:** Of users who mention user interface, around 44% say that it needs improvement in deep-dive capabilities, as well as its quality of graphics. - **Reporting:** Of users who mention reporting, approximately 46% say that it lacks ad-hoc reporting and built-in reporting capabilities, requiring paid plugins to enhance the graphics quality of reports. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/)        [Visit Site](https://www.qlik.com/us/products/qlikview) Qlik Cloud Analytics is one of the foremost BI solutions in the market today, mainly due to the power of its associative query engine to link data from multiple sources that drives its visually impressive dashboards. With its strong data visualization capabilities, users can perform search and filter through data on-the-fly and conduct deep-dives to glean insights that matter to them. With a fast setup, users can have their first data model up and running in very little time. The software resides in-memory and houses data in RAM for quicker retrieval. With multi-tier access permissions for in-organization users, it enables users to view executive summaries at a glance, while allowing them to drill-down into data to find out more. Sadly, Qlik is now scaling back on improvements and updates for Qlik Cloud Analytics and focusing on promoting QlikSense instead, a possible reason why its filter and search functions, ad-hoc reporting and graphics are lagging in terms of quality, as mentioned in many user reviews. Also, this platform can prove to be resource-heavy for databases housed on local machines, especially when performing batch update jobs. In addition to inflexible pricing plans and the cost of licensing, quite a few necessary add-ons are paid. In summary, Qlik Cloud Analytics is one of the leading in-memory BI tools available in the market today and rates excellently with users in terms of data aggregation and visualization capabilities; however, buyers should factor in its pricing plans and other limitations when searching for the perfect BI solution for their enterprise. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/)        [Visit Site](https://www.qlik.com/us/products/qlikview) - **Direct Data Source Connection:** Connect to almost any data source, including cloud, big data, file-based and on-premise data. Pull information from many services (Salesforce, Hive, Teradata) and combine intel seamlessly into unique and intuitive dashboards. - **Intelligent Visualization:** Offer interactive displays and represent data in multiple ways for better data analysis. Flexible visualizations allow users to change and adjust graphics according to screen size. - **Enterprise Collaboration:** Facilitate collaboration for users to share the same dashboard, look at the same view or track one another as they navigate the application. - **Strong Associations:** Leverage the strength of the platform’s built-in association engine to conduct direct and indirect searches across data or within a single field. Identify data that is related and not associated. - **Self-Service App Building:** Build apps and files via the drag-and-drop function. Create individual lists with their visualization while managing and sharing across organizations. [Read Full Review](https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/)        [Visit Site](https://www.qlik.com/us/products/qlikview) ![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]()![Screenshots]() [Read Full Review](https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/)        [Visit Site](https://www.qlik.com/us/products/qlikview) #### Filter Products (42) 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   Analyst Verified Apply Reset filters ## All Data Analytics Software Showing 1 - 20 of 42 Products Sort by Most Popular Starting Price (Low to High) Starting Price (High to Low) User Sentiment [![Google Analytics](<> "Google Analytics") 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/) User sentiment 87% of users recommend this product, based on 18 reviews i Based on user reviews collected from popular reviews sites. Start price $0 Free [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Google%2BAnalytics&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd%2Fresources%2Fnormal%2Flogo.png%3F1746808656&price=1) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Google+Analytics&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd/resources/normal/logo.png?1746808656) Deployment Cloud [Visit Site](https://marketingplatform.google.com/about/analytics/) [![Sisense](<> "Sisense") Sisense by Sisense](https://www.selecthub.com/p/data-analytics-software/sisense/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/sisense/) User sentiment 84% of users recommend this product, based on 2,464 reviews i Based on user reviews collected from popular reviews sites. Start price $399 Monthly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Sisense&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40%2Fresources%2Fnormal%2Flogo.png%3F1736794142&price=3) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Sisense&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40/resources/normal/logo.png?1736794142) Deployment Cloud, On-Premise [Visit Site](https://www.sisense.com/) [![NVivo](<> "NVivo") NVivo by Lumivero](https://www.selecthub.com/p/data-analytics-software/nvivo/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/nvivo/) User sentiment 82% of users recommend this product, based on 179 reviews i Based on user reviews collected from popular reviews sites. Start price $520 Annually [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=NVivo&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fd5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347%2Fresources%2Fnormal%2Flogo.png%3F1717782248&price=4) Good for Any company size Free trial 14 Days [Request for free](https://pmo.selecthub.com/free-trial/?product_name=NVivo&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/d5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347/resources/normal/logo.png?1717782248) Deployment Cloud, On-Premise [Visit Site](https://lumivero.com/products/nvivo/) [![Adobe Analytics](<> "Adobe Analytics") 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/) User sentiment 84% of users recommend this product, based on 2,577 reviews 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Adobe%2BAnalytics&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3%2Fresources%2Fnormal%2Flogo.png%3F1746811001&price=5) Good for Large companies Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Adobe+Analytics&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3/resources/normal/logo.png?1746811001) Deployment Cloud, On-Premise [Visit Site](https://business.adobe.com/products/adobe-analytics.html) [![Teradata](<> "Teradata") 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/) User sentiment 90% of users recommend this product, based on 966 reviews i Based on user reviews collected from popular reviews sites. Start price $4.80 Hourly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Teradata&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9%2Fresources%2Fnormal%2Flogo.png%3F1746564844&price=1) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Teradata&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9/resources/normal/logo.png?1746564844) Deployment Cloud, On-Premise [Visit Site](https://www.teradata.com/) [![Sisense For Cloud Data Teams](<> "Sisense For Cloud Data Teams") Sisense For Cloud Data Teams by Sisense](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/) User sentiment 87% of users recommend this product, based on 140 reviews 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Sisense%2BFor%2BCloud%2BData%2BTeams&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F1d3b7f1f8a7625f8d5e700dcf0d9ae68-19ed1622072a6ff724e41d59ad64eb1b%2Fresources%2Fnormal%2Flogo.png%3F1693317587&price=3) Good for Any company size Free trial No Deployment Cloud [Visit Site](https://periscopedata.com) [![ThoughtSpot](<> "ThoughtSpot") ThoughtSpot by ThoughtSpot](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/thoughtspot/) User sentiment 89% of users recommend this product, based on 492 reviews i Based on user reviews collected from popular reviews sites. Start price $25 Per User, Monthly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=ThoughtSpot&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa%2Fresources%2Fnormal%2Flogo.png%3F1693317000&price=2) Good for Any company size Free trial 14 Days [Request for free](https://pmo.selecthub.com/free-trial/?product_name=ThoughtSpot&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa/resources/normal/logo.png?1693317000) Deployment Cloud, On-Premise [Visit Site](https://www.thoughtspot.com/) [![RapidMiner](<> "RapidMiner") RapidMiner by RapidMiner](https://www.selecthub.com/p/data-analytics-software/rapidminer/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/rapidminer/) User sentiment 91% of users recommend this product, based on 1,039 reviews i Based on user reviews collected from popular reviews sites. Start price $10 Annually, Quote-Based [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=RapidMiner&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129%2Fresources%2Fnormal%2Flogo.png%3F1693318079&price=1) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=RapidMiner&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129/resources/normal/logo.png?1693318079) Deployment Cloud, On-Premise [Visit Site](https://rapidminer.com/products/) [![Unsupervised](<> "Unsupervised") Unsupervised by Unsupervised](https://www.selecthub.com/p/data-analytics-software/unsupervised/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/unsupervised/) User sentiment 100% of users recommend this product, based on 1 review i Based on user reviews collected from popular reviews sites. 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Unsupervised&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fa322852ce0df73e204b7e67cbbef0d0a-a029984b882278184de0c8c2d68c6e63%2Fresources%2Fnormal%2Flogo.png%3F1693318309&price=3) Good for Medium & large companies Free trial No Deployment Cloud [Visit Site](https://unsupervised.com/) [![Qlik Cloud Analytics](<> "Qlik Cloud Analytics") 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/) User sentiment 82% of users recommend this product, based on 1,859 reviews i Based on user reviews collected from popular reviews sites. Start price $2,500 Per User, Annually [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Qlik%2BCloud%2BAnalytics&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F9dfcd5e558dfa04aaf37f137a1d9d3e5-dafb46ccbc34410f1e66d4389201cef5%2Fresources%2Foriginal%2Flogo.svg%3F1746236861&price=5) Good for Any company size Free trial No Deployment Cloud, On-Premise [Visit Site](https://www.qlik.com/us/products/qlikview) [![DataBox](<> "DataBox") DataBox by DataBox](https://www.selecthub.com/p/data-analytics-software/databox/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/databox/) User sentiment 94% of users recommend this product, based on 328 reviews i Based on user reviews collected from popular reviews sites. Start price $47 Monthly, Freemium [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=DataBox&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F72c25197b6a491816d9a84b42d7205f0-8ddd7bce6f6905a3ce3b65d75c9b5ffc%2Fresources%2Fnormal%2Flogo.png%3F1693318096&price=2) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=DataBox&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/72c25197b6a491816d9a84b42d7205f0-8ddd7bce6f6905a3ce3b65d75c9b5ffc/resources/normal/logo.png?1693318096) Deployment Cloud [Visit Site](https://databox.com/) [![Chata](<> "Chata") 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/) User sentiment 60% of users recommend this product, based on 1 review i Based on user reviews collected from popular reviews sites. 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Chata&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fb71cad1aa2846b5979cb84c34f7ca880-f7a9560584d741acc7a3e86ade6cde92%2Fresources%2Fnormal%2Flogo.png%3F1740573722&price=2) Good for Any company size Free trial No Deployment Cloud [Visit Site](https://chata.ai) [![Redash](<> "Redash") Redash by Redash](https://www.selecthub.com/p/data-analytics-software/redash/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/redash/) User sentiment 90% of users recommend this product, based on 10 reviews i Based on user reviews collected from popular reviews sites. Start price $29 Monthly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Redash&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F3e1953b572576cc82887d4100a29a02c-71ab0e6a81f3c83a9dc5ccac237203a0%2Fresources%2Fnormal%2Flogo.png%3F1740576025&price=2) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Redash&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/3e1953b572576cc82887d4100a29a02c-71ab0e6a81f3c83a9dc5ccac237203a0/resources/normal/logo.png?1740576025) Deployment Cloud, On-Premise [Visit Site](https://redash.io/) [![SAS Viya](<> "SAS Viya") 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/) User sentiment 85% of users recommend this product, based on 203 reviews i Based on user reviews collected from popular reviews sites. Start price $10,000 Annually [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=SAS%2BViya&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fa376033f78e144f494bfc743c0be3330-3148bd763fa33d8a70241e6f9a8d2834%2Fresources%2Fnormal%2Flogo.webp%3F1749060516&price=5) Good for Medium & large companies Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=SAS+Viya&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/a376033f78e144f494bfc743c0be3330-3148bd763fa33d8a70241e6f9a8d2834/resources/normal/logo.webp?1749060516) Deployment Cloud [Visit Site](https://www.sas.com/en_us/software/viya.html) [![1010data](<> "1010data") 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/) User sentiment 78% of users recommend this product, based on 25 reviews i Based on user reviews collected from popular reviews sites. Start price $12,000 Per User, Annually [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=1010data&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Fcbef46321026d8404bc3216d4774c8a9-086fddff9e082376142dcce72f0e003b%2Fresources%2Fnormal%2Flogo.jpg%3F1693316640&price=5) Good for Medium companies Free trial No Deployment Cloud, On-Premise [Visit Site](https://www.1010data.com/) [![Tellius](<> "Tellius") Tellius by Tellius](https://www.selecthub.com/p/data-analytics-software/tellius/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/tellius/) User sentiment 91% of users recommend this product, based on 85 reviews i Based on user reviews collected from popular reviews sites. Start price $495 Monthly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Tellius&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Ffc5a29b5d423c94cdfacb0f706eecdb7-018c07d098be66a7361c6cc8354ec045%2Fresources%2Fnormal%2Flogo.png%3F1693319035&price=3) Good for Medium & large companies Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Tellius&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/fc5a29b5d423c94cdfacb0f706eecdb7-018c07d098be66a7361c6cc8354ec045/resources/normal/logo.png?1693319035) Deployment Cloud, On-Premise [Visit Site](https://www.tellius.com/) [![Hypersonix](<> "Hypersonix") Hypersonix by Hypersonix](https://www.selecthub.com/p/data-analytics-software/hypersonix/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/hypersonix/) User sentiment 96% of users recommend this product, based on 13 reviews i Based on user reviews collected from popular reviews sites. Start price Custom Quote  i Hypersonix 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Hypersonix&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F7269551457062ac80044ae5e0fb1b882-8e01fdc7122c97e5b05970bc4540a2b1%2Fresources%2Fnormal%2Flogo.png%3F1740596857&price=3) Good for Medium & large companies Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Hypersonix&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/7269551457062ac80044ae5e0fb1b882-8e01fdc7122c97e5b05970bc4540a2b1/resources/normal/logo.png?1740596857) Deployment Cloud, On-Premise [Visit Site](https://hypersonix.ai/) [![Alteryx Designer](<> "Alteryx Designer") 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/) User sentiment 90% of users recommend this product, based on 422 reviews i Based on user reviews collected from popular reviews sites. Start price $4,950 Annually [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Alteryx%2BDesigner&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2Ff69041d874533096748e2d77480c1fea-cdb8aeb555e57add783cdd391e2c58cd%2Fresources%2Fnormal%2Flogo.png%3F1693317457&price=5) Good for Any company size Free trial Yes [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Alteryx+Designer&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/f69041d874533096748e2d77480c1fea-cdb8aeb555e57add783cdd391e2c58cd/resources/normal/logo.png?1693317457) Deployment Cloud [Visit Site](https://www.alteryx.com/) [![Oracle Analytics Cloud](<> "Oracle Analytics Cloud") 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/) User sentiment 83% of users recommend this product, based on 947 reviews i Based on user reviews collected from popular reviews sites. Start price $16 Per User, Monthly [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=Oracle%2BAnalytics%2BCloud&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093%2Fresources%2Fnormal%2Flogo.png%3F1723059279&price=2) Good for Any company size Free trial 30 Days [Request for free](https://pmo.selecthub.com/free-trial/?product_name=Oracle+Analytics+Cloud&category=Data+Analytics+Software&product_logo=https://cdn.selecthub.com/products/2b45c629e577731c4df84fc34f936a89-3c4c6fb8508063b3d6f2ed03a5737093/resources/normal/logo.png?1723059279) Deployment Cloud [Visit Site](https://www.oracle.com/analytics/) [![AnswerRocket](<> "AnswerRocket") AnswerRocket by AnswerRocket](https://www.selecthub.com/p/data-analytics-software/answerrocket/) [View Product Details](https://www.selecthub.com/p/data-analytics-software/answerrocket/) User sentiment 92% of users recommend this product, based on 46 reviews i Based on user reviews collected from popular reviews sites. Start price Custom Quote  i AnswerRocket 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. [Get custom pricing](https://pmo.selecthub.com/get-product-pricing/?category=Data+Analytics+Software&product_name=AnswerRocket&origin_url=https%3A%2F%2Fwww.selecthub.com%2Fc%2Fdata-analytics-software%2F&product_logo=https%3A%2F%2Fd3uimxdj41cg3o.cloudfront.net%2Fproducts%2F90248d0a98105fa534cf2b0696ddd12f-da3ba97859bda800a3d63ca1566a93dc%2Fresources%2Fnormal%2Flogo.png%3F1693317856&price=2) Good for Medium & large companies Free trial No Deployment Cloud, On-Premise [Visit Site](https://www.answerrocket.com) - < - 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 - [Primary Benefits](#bg-heading-1) - [Implementation Goals](#bg-heading-2) - [Basic Features](#bg-heading-3) - [Advanced Features & Functionality](#bg-heading-4) - [Current & Upcoming Trends](#bg-heading-5) - [Software Comparison Strategy](#bg-heading-6) - [Cost & Pricing Considerations](#bg-heading-7) - [Questions To Ask Yourself](#bg-heading-8) - [Questions to Ask Vendors](#bg-heading-9) - [Next Steps](#bg-heading-10) 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? SelectHub is real people helping you find the best Data Analytics Software for your unique business needs while recognizing the true solution leaders who help make your decisions possible. 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. Key Takeaways - Data analysis software solutions are decision-support systems that derive helpful insight from organizational information. - [Supply chain](https://www.selecthub.com/research/supply-chain-management/), [human resources](https://www.selecthub.com/research/hr-management/), customer services, [marketing automation](https://www.selecthub.com/research/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. ### 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/research/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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Quality Management Software Quoting Software Real Estate Asset Management Software Real Estate CRM Software Real Estate Software Recruitment Software Relational Databases Remote Desktop Software Rental Property Management Software Reputation Management Software Resource Management Software Restaurant Management Software Restaurant POS Systems Restaurant Reservations Software Retail Management Software Retail POS Systems Revenue Cycle Management Software Risk Management Software RMM Software Routing Software RPA Software Sales Acceleration Software Sales Commission Software Sales Enablement Software Sales Engagement Software Sales Force Automation Software Sales Intelligence Tools Screen and Video Capture Software Secure Web Gateways Security Awareness Training Software Security Compliance Software Seed to Sale Software Self Storage Software Self-Service BI Tools Senior Living Software SEO Software Server Virtualization Software Shipping Software Shopping Cart Software SIEM Tools SMS Marketing Software Social Media Advertising Software Social Media Analytics Software Social Media Listening Tools Social Media Management Tools Social Media Marketing Software Social Networking Tools Spa Software Space Management Software SPC Software Spend Management Software SRM Software Statistical Analysis Software Strategic Planning Software Student Information Systems Subscription Billing Software Subscription Management Software Supply Chain Management Software Supply Chain Planning Software Supply Chain Risk Management Software Supply Chain Visibility Software Survey Software Takeoff Software Talent Acquisition Software Talent Assessment Tools Talent Intelligence Software Talent Management Systems Task Management Software Technical Assessment Tools Telehealth Platforms Telemedicine Software Therapy Note Software Therapy Software Time and Attendance Software Time Clock Software Time Tracking Software Timesheet Software TMS Software Training Management System Software Trucking 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 productCompare ### Additional Resources #### [Big Data](https://www.selecthub.com/research/big-data-analytics/) [The Top 6 Features of Big Data Analytics](https://www.selecthub.com/research/big-data-analytics-requirements/) [What is big data analytics? Why is it big? What are the key features of…](https://www.selecthub.com/research/big-data-analytics-requirements/) [![Payal Tikait](https://www.selecthub.com/wp-content/uploads/2022/02/cropped-Payal-Tikait-min-96x96.jpg) Payal Tikait](https://www.selecthub.com/author/payal-tikait/) Nov 02, 2026 #### [Big Data](https://www.selecthub.com/research/big-data-analytics/) [Big Data Integration: A Comprehensive Guide](https://www.selecthub.com/research/big-data-integration/) [So, you want to add big data tools to your business. And why wouldn’t you?…](https://www.selecthub.com/research/big-data-integration/) [![Richard Allen](https://secure.gravatar.com/avatar/dbf7d5e85a73652bce6f38dc8265e4b08ea20a633980065ae4cb03fe2651b622?s=96&d=mm&r=g) Richard Allen](https://www.selecthub.com/author/richard-allen/) Nov 02, 2026 #### [Big Data](https://www.selecthub.com/research/big-data-analytics/) [Hadoop vs Spark: Who Is The Winner?](https://www.selecthub.com/research/hadoop-and-spark/) [Hadoop and Spark are open-source big data software meant to replace traditional information warehouses. They…](https://www.selecthub.com/research/hadoop-and-spark/) [![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/) Oct 29, 2026 #### [Business Analytics](https://www.selecthub.com/research/business-analytics/) [The Future of Business Analytics Trends in 2026](https://www.selecthub.com/research/business-analytics-trends/) [If you’re in the market for Business analytics software, the allure of new technologies can…](https://www.selecthub.com/research/business-analytics-trends/) [![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/) Oct 14, 2026 #### [Big Data](https://www.selecthub.com/research/big-data-analytics/) [A Comprehensive Crash Course in Big Data Basics](https://www.selecthub.com/research/crash-course-big-data/) [The future is here, and it comes in the form of data. For businesses of…](https://www.selecthub.com/research/crash-course-big-data/) [![Bergen Adair](https://secure.gravatar.com/avatar/b9985f5202fbae2efa5a566d409354bbe99c18f8fd579991494c86a2c184dc2b?s=96&d=mm&r=g) Bergen Adair](https://www.selecthub.com/author/bergen/) Oct 14, 2026 #### [Business Analytics](https://www.selecthub.com/research/business-analytics/) [Manufacturing Business Intelligence is Creating a New Era in Business Analytics](https://www.selecthub.com/research/business-analytics-creating-new-era-manufacturing-intelligence/) [Do you ever look around and realize we’re living in the future? Recent years have…](https://www.selecthub.com/research/business-analytics-creating-new-era-manufacturing-intelligence/) [![Louis Columbus](https://secure.gravatar.com/avatar/3d07956a519d5c4d98b3a22d5efa5a6f76a14015afbce4388179a36c8eab3914?s=96&d=mm&r=g) Louis Columbus](https://www.selecthub.com/author/louis-columbus/) Sep 30, 2026 ## About The Contributors The following expert team members are responsible for creating, reviewing, and fact checking the accuracy of this content. [![Ritinder]()](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/) [![Sagardeep]()](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/) [![Manan]()](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/) [![Hunter]()](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/research/business-analytics/" }, { "@type": "ListItem", "position": 3, "name": "Data Analytics Software" } ] } { "@context": "https://schema.org", "@type": "ItemList", "name": "Best Data Analytics Software of 2026", "itemListOrder": "https://schema.org/ItemListOrderDescending", "numberOfItems": 10, "itemListElement": [ { "@type": "ListItem", "position": 1, "url": "https://www.selecthub.com/c/data-analytics-software/#product-google-analytics", "item": { "@type": "SoftwareApplication", "name": "Google Analytics", "image": "https://cdn.selecthub.com/products/8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd/resources/normal/logo.png?1746808656", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/google-analytics/", "description": "Bottom line: Google Analytics is the go-to pick if you want deep web analytics without paying for it. It's built for small and mid-size businesses that need to understand their traffic but don't have the budget for pricey platforms. It's less ideal if you depend on years of historical data.The real draw is how much it tracks. You get traffic sources, user behavior, conversion paths, and engagement all in one place. It also ties into Google Ads and Search Console, so your marketing data lives ..." } }, { "@type": "ListItem", "position": 2, "url": "https://www.selecthub.com/c/data-analytics-software/#product-sisense", "item": { "@type": "SoftwareApplication", "name": "Sisense", "image": "https://cdn.selecthub.com/products/488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40/resources/normal/logo.png?1736794142", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/sisense/", "description": "Bottom line: Sisense is a strong pick if you need to pull large, messy data into one place and get real analysis out of it. It works best when you have technical help on hand.It's built for companies of any size, but it really lands as an enterprise-grade, embedded analytics tool. If you're a small team or startup, the cost can feel steep for what you'll actually use.You can connect to over 160 sources through live queries or ETL, then blend it all into Sisense's own analytics engine. Its in-..." } }, { "@type": "ListItem", "position": 3, "url": "https://www.selecthub.com/c/data-analytics-software/#product-nvivo", "item": { "@type": "SoftwareApplication", "name": "NVivo", "image": "https://cdn.selecthub.com/products/d5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347/resources/normal/logo.png?1717782248", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/nvivo/", "description": "Bottom line: NVivo is built for research teams doing serious qualitative analysis on interviews, surveys and documents. It's a strong fit if you need to code large amounts of unstructured data and back up your findings — less so if you're an individual running a small, simple project.Plan for a ramp-up. NVivo packs a lot of coding and query power, and new users often need time to get comfortable. If your work calls for structured, repeatable analysis, that investment usually pays off.It slo..." } }, { "@type": "ListItem", "position": 4, "url": "https://www.selecthub.com/c/data-analytics-software/#product-adobe-analytics", "item": { "@type": "SoftwareApplication", "name": "Adobe Analytics", "image": "https://cdn.selecthub.com/products/1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3/resources/normal/logo.png?1746811001", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/adobe-analytics/", "description": "Bottom line: Adobe Analytics is built for large enterprises with heavy data analytics needs, especially if you're already using other Adobe products. If you have the budget and technical staff to run it, you get deep, granular insight into customer behavior across channels. If you're a smaller shop, look elsewhere.Its real strength is depth. You can build custom metrics, dimensions, and segments, then pull real-time insights across websites, mobile apps, and even offline sources. It fits well..." } }, { "@type": "ListItem", "position": 5, "url": "https://www.selecthub.com/c/data-analytics-software/#product-teradata", "item": { "@type": "SoftwareApplication", "name": "Teradata", "image": "https://cdn.selecthub.com/products/3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9/resources/normal/logo.png?1746564844", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/teradata/", "description": "Bottom line: Teradata is built for large enterprises with complex, high-performance data needs, especially in finance, telecom, retail, and healthcare. If you're running massive datasets and can't afford slow queries, it's a strong fit. Smaller teams on tight budgets should look elsewhere.It really shines at scale. Users describe it as remarkably fast at processing huge data volumes, and its workload management keeps concurrent analytical jobs running smoothly even under demanding service-lev..." } }, { "@type": "ListItem", "position": 6, "url": "https://www.selecthub.com/c/data-analytics-software/#product-sisense-for-cloud-data-teams", "item": { "@type": "SoftwareApplication", "name": "Sisense For Cloud Data Teams", "image": "https://cdn.selecthub.com/products/1d3b7f1f8a7625f8d5e700dcf0d9ae68-19ed1622072a6ff724e41d59ad64eb1b/resources/normal/logo.png?1693317587", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/", "description": "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 dat..." } }, { "@type": "ListItem", "position": 7, "url": "https://www.selecthub.com/c/data-analytics-software/#product-thoughtspot", "item": { "@type": "SoftwareApplication", "name": "ThoughtSpot", "image": "https://cdn.selecthub.com/products/6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa/resources/normal/logo.png?1693317000", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/thoughtspot/", "description": "Bottom line: ThoughtSpot is a strong pick if you want to open up self-service analytics to people who don't write SQL. You type questions in plain language and get charts back, so most of your team can dig into business data on their own. If you need heavy visual polish or run lean on IT, look closely before you commit.It fits best when you're trying to spread data access across departments rather than keep it locked with a few analysts. The AI engine, SpotIQ, points out trends and anomalies,..." } }, { "@type": "ListItem", "position": 8, "url": "https://www.selecthub.com/c/data-analytics-software/#product-rapidminer", "item": { "@type": "SoftwareApplication", "name": "RapidMiner", "image": "https://cdn.selecthub.com/products/92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129/resources/normal/logo.png?1693318079", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/rapidminer/", "description": "Bottom line: RapidMiner is a strong pick if you want end-to-end data analytics without writing much code. It covers the full workflow, from data prep to machine learning and predictive modeling, all in one visual, drag-and-drop environment.That makes it a good match for teams that mix analysts and non-programmers. It works across all industries and has built up a large user base, so you're not going in alone. Users like how quickly they can prototype and how helpful the online community is.Th..." } }, { "@type": "ListItem", "position": 9, "url": "https://www.selecthub.com/c/data-analytics-software/#product-unsupervised", "item": { "@type": "SoftwareApplication", "name": "Unsupervised", "image": "https://cdn.selecthub.com/products/a322852ce0df73e204b7e67cbbef0d0a-a029984b882278184de0c8c2d68c6e63/resources/normal/logo.png?1693318309", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/unsupervised/", "description": "Is Unsupervised really ready to fly solo, or does it need a helping hand? While Unsupervised claims to automate data analysis and uncover hidden growth opportunities, user reviews from the past year are limited. G2 shows a perfect 5.0 rating, but this is based on a single review, which isn't enough to draw definitive conclusions. A small sample size makes it difficult to provide a comprehensive analysis of strengths, weaknesses, and differentiating factors compared to competitors like Microso..." } }, { "@type": "ListItem", "position": 10, "url": "https://www.selecthub.com/c/data-analytics-software/#product-qlik-cloud-analytics", "item": { "@type": "SoftwareApplication", "name": "Qlik Cloud Analytics", "image": "https://cdn.selecthub.com/products/9dfcd5e558dfa04aaf37f137a1d9d3e5-dafb46ccbc34410f1e66d4389201cef5/resources/original/logo.svg?1746236861", "applicationCategory": "BusinessApplication", "operatingSystem": "Web-based", "url": "https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/", "description": "Qlik Cloud Analytics is one of the foremost BI solutions in the market today, mainly due to the power of its associative query engine to link data from multiple sources that drives its visually impressive dashboards. With its strong data visualization capabilities, users can perform search and filter through data on-the-fly and conduct deep-dives to glean insights that matter to them. With a fast setup, users can have their first data model up and running in very little time. The software res..." } } ] } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/google-analytics/#software", "name": "Google Analytics", "image": "https://cdn.selecthub.com/products/8051a3c40561002834e59d566b7430cf-9ee74911eac1f85aa72385df896f74bd/resources/normal/logo.png?1746808656", "url": "https://www.selecthub.com/p/data-analytics-software/google-analytics/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Bottom line: Google Analytics is the go-to pick if you want deep web analytics without paying for it. It's built for small and mid-size businesses that need to understand their traffic but don't have the budget for pricey platforms. It's less ideal if you depend on years of historical data.The real draw is how much it tracks. You get traffic sources, user behavior, conversion paths, and engagement all in one place. It also ties into Google Ads and Search Console, so your marketing data lives together.The catch is the learning curve. The sheer volume of reports can overwhelm you at first, and GA4's reliance on third-party cookies has raised privacy questions as data rules keep shifting.One more thing to weigh if you're moving over from Universal Analytics — GA4 won't import your old data, so you start fresh. The core product stays free, with premium features sold separately.", "featureList": [ "Real-time data – Watch live activity as it happens, including current page views, traffic sources, and visitor locations.", "Audience reports – See who's visiting through demographics, interests, and behavior data so you can shape content around real users.", "Conversion tracking – You can set goals to measure specific actions, like form submissions or product purchases.", "Behavior flow – Visualize the path visitors take through your site to spot popular pages and where people drop off.", "Attribution modeling – Compare marketing touchpoints across models to see which channels actually drive your conversions." ], "offers": { "@type": "Offer", "price": 0 } } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/sisense/#software", "name": "Sisense", "image": "https://cdn.selecthub.com/products/488c1e0332065eb80e1129139a67d6e0-9e986cb0c4c974dee72a6d2974da5f40/resources/normal/logo.png?1736794142", "url": "https://www.selecthub.com/p/data-analytics-software/sisense/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Bottom line: Sisense is a strong pick if you need to pull large, messy data into one place and get real analysis out of it. It works best when you have technical help on hand.It's built for companies of any size, but it really lands as an enterprise-grade, embedded analytics tool. If you're a small team or startup, the cost can feel steep for what you'll actually use.You can connect to over 160 sources through live queries or ETL, then blend it all into Sisense's own analytics engine. Its in-chip technology keeps queries fast, even on big or slower data sets. You can run it in the cloud, on-premise, or on Linux, so it fits most setups.The catch is setup. Building models and formatting dashboards often needs scripting and some CSS or JavaScript, so plan for IT involvement. Pricing starts around $399 per month with an annual commitment, which is fair for enterprise BI but worth weighing if budgets are tight.", "featureList": [ "In-chip analytics – A columnar database paired with an in-chip cache lets you run heavy queries on either disk or RAM, freeing up processing power.", "Data connectivity – You can pull from hundreds of built-in connectors or drag and drop from databases and spreadsheets to bring data in.", "Data blending – Combine large datasets from many sources into one view, then slice, dice and explore them through a single interface.", "Augmented intelligence – Sisense Pulse uses machine learning to watch your KPIs and send proactive alerts when it spots anomalies or unusual shifts.", "Embedded analytics – Turn your data into white-label data products so you can deliver BI directly inside the apps your own customers use." ], "offers": { "@type": "Offer", "price": 399, "priceCurrency": "USD" } } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/nvivo/#software", "name": "NVivo", "image": "https://cdn.selecthub.com/products/d5438e589313fc0036bbc291299c6fd4-a96647a217b5429b4f67ed93b7cc4347/resources/normal/logo.png?1717782248", "url": "https://www.selecthub.com/p/data-analytics-software/nvivo/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Bottom line: NVivo is built for research teams doing serious qualitative analysis on interviews, surveys and documents. It's a strong fit if you need to code large amounts of unstructured data and back up your findings — less so if you're an individual running a small, simple project.Plan for a ramp-up. NVivo packs a lot of coding and query power, and new users often need time to get comfortable. If your work calls for structured, repeatable analysis, that investment usually pays off.It slots into how you already work, with direct imports from Microsoft Office and SurveyMonkey, plus a Collaboration Cloud so several researchers can co-author one project. Just know it leans Windows-first, so Mac and Linux users may hit friction.Cost is the main sticking point. Pricing starts at $520 per year, and individuals can find it steep — though student and academic licensing options soften the blow if you qualify.", "featureList": [ "Coding and query tools – You can tag interviews, surveys and documents with tree, auto and query coding, then search that coded data for patterns and themes.", "Thematic and sentiment analysis – Automatic sentiment analysis and thematic tools help you dig into gathered data and spot emerging themes without manual tallying.", "Data import – Pull in transcripts, articles, audio, video and social media, plus direct imports from Microsoft Office and SurveyMonkey.", "Auto transcription – NVivo Transcription auto-transcribes uploaded audio in 28 languages, so you can tag speakers and analyze the text.", "Collaboration Cloud – Your team can co-author a project by uploading a master copy, working offline, then merging edits back into the main file." ], "offers": { "@type": "Offer", "price": 520, "priceCurrency": "USD" } } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/adobe-analytics/#software", "name": "Adobe Analytics", "image": "https://cdn.selecthub.com/products/1a56a7fdcd92b1520a3508d47cb5adbb-e3a666087afdbabb0a1d7c485b5df0b3/resources/normal/logo.png?1746811001", "url": "https://www.selecthub.com/p/data-analytics-software/adobe-analytics/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Bottom line: Adobe Analytics is built for large enterprises with heavy data analytics needs, especially if you're already using other Adobe products. If you have the budget and technical staff to run it, you get deep, granular insight into customer behavior across channels. If you're a smaller shop, look elsewhere.Its real strength is depth. You can build custom metrics, dimensions, and segments, then pull real-time insights across websites, mobile apps, and even offline sources. It fits well if you need to understand the full customer journey and have the data governance to back it up.The tradeoff is complexity and cost. Users point to a steep learning curve, and getting up to speed takes real time and effort. Handling massive datasets can slow things down too, so plan for implementation partners and in-house expertise.Pricing runs premium, starting around $1,000 per month, so budget accordingly.", "featureList": [ "Real-time analysis – Surfaces immediate insight into user behavior so you can make decisions on current data instead of waiting for reports.", "Advanced segmentation – You can build detailed audience segments by behavior and demographics to target specific groups with precision.", "Predictive analytics – Machine learning forecasts future trends and user behaviors to support strategic planning.", "Cross-device tracking – Follows user interactions across multiple devices for a unified view of the customer journey.", "Customer journey analytics – Maps the full path from first contact to conversion across every touchpoint." ] } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/teradata/#software", "name": "Teradata", "image": "https://cdn.selecthub.com/products/3a68abc388606a36771c8c8b8bf64129-e484f8d6fdad5ed4ba1e713c921db7b9/resources/normal/logo.png?1746564844", "url": "https://www.selecthub.com/p/data-analytics-software/teradata/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Bottom line: Teradata is built for large enterprises with complex, high-performance data needs, especially in finance, telecom, retail, and healthcare. If you're running massive datasets and can't afford slow queries, it's a strong fit. Smaller teams on tight budgets should look elsewhere.It really shines at scale. Users describe it as remarkably fast at processing huge data volumes, and its workload management keeps concurrent analytical jobs running smoothly even under demanding service-level agreements.The tradeoff is cost and cloud momentum. Pricing is consumption-based, starting around $4.80 hourly billed annually, and some users find newer cloud-native platforms more flexible for fluctuating workloads. A few also note occasional cloud uptime and capacity limits.You'll get the most value if you already run on-premises infrastructure and need a mature, proven platform for mission-critical analytics. If your workloads swing widely or you want the newest cloud-native tooling, weigh your options first.", "featureList": [ "Massively parallel processing – distributes query work across nodes so large-scale jobs run efficiently", "In-database analytics – run predictive modeling and machine learning where the data lives, cutting data movement", "Teradata QueryGrid – query across sources like Hadoop and cloud platforms without moving the data", "Workload management – prioritizes and allocates resources automatically so heavy loads stay performant", "Advanced SQL engine – supports ANSI SQL so your team can run complex analytics with familiar syntax" ], "offers": { "@type": "Offer", "price": 4.8, "priceCurrency": "USD" } } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/#software", "name": "Sisense For Cloud Data Teams", "image": "https://cdn.selecthub.com/products/1d3b7f1f8a7625f8d5e700dcf0d9ae68-19ed1622072a6ff724e41d59ad64eb1b/resources/normal/logo.png?1693317587", "url": "https://www.selecthub.com/p/data-analytics-software/sisense-for-cloud-data-teams/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "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.", "featureList": [ "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.", "Data Visualization: Create and share advanced, highly customizable data visualizations, including scatter plots, bar charts, bubble charts, bullet charts, funnel charts, waterfall charts, control charts, Gantt charts, radial bar charts and more.", "SQL Editor Tools: Shorten the amount of time necessary to go from query to answer with powerful SQL writing tools, such as query revision history, views, filters, autocomplete suggestions, formatting and more. ", "Learn SQL: Experiment with SQL programming language and data querying via drag-and-drop fields and see how the results change. Encourage users who aren’t fluent in SQL to become more familiar with it.", "Code Library: Reduce repetitive data entry tasks and save time for subsequent report generation. Store frequently used code in a common library via Snippets for easy access later. ", "Spaces: Manage data-level permissions to gate and restrict access to sensitive data and customize dashboards on a per-organization basis." ] } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/thoughtspot/#software", "name": "ThoughtSpot", "image": "https://cdn.selecthub.com/products/6271faadeedd7626d661856b7a004e27-4770395907408ad234a01c495ed34cfa/resources/normal/logo.png?1693317000", "url": "https://www.selecthub.com/p/data-analytics-software/thoughtspot/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Bottom line: ThoughtSpot is a strong pick if you want to open up self-service analytics to people who don't write SQL. You type questions in plain language and get charts back, so most of your team can dig into business data on their own. If you need heavy visual polish or run lean on IT, look closely before you commit.It fits best when you're trying to spread data access across departments rather than keep it locked with a few analysts. The AI engine, SpotIQ, points out trends and anomalies, and you can share saved queries with one click.It handles scale well. The in-memory engine caches results and returns answers on large datasets fast, and it connects to warehouses like Snowflake through Embrace for direct querying.The tradeoffs are real. Dashboard formatting options are thin, standing up NLP takes prep work, and deployment can stall smaller teams. Pricing runs steep for mid-sized use, though the storage-based model means cost tracks data volume, not headcount.", "featureList": [ "Search-driven analysis – You type questions in natural language and get answers back as charts, with suggestions appearing as you type each character.", "SpotIQ AI insights – The AI engine digs through data to surface anomalies and trends automatically, so you spot patterns without building queries by hand.", "In-memory engine – Runs calculations in-engine and caches search results, returning answers across sources and records almost instantly.", "Data connectors – Pull from many sources through native connectors or an existing ETL tool, loading large datasets at up to 1 terabyte per hour.", "Visualization suggestions – Recommends best-fit chart types based on your data so you can build graphics that make patterns clear." ], "offers": { "@type": "Offer", "price": 25, "priceCurrency": "USD" } } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/rapidminer/#software", "name": "RapidMiner", "image": "https://cdn.selecthub.com/products/92c3b916311a5517d9290576e3ea37ad-e948cff6599fa2650a6ed391d9aa6129/resources/normal/logo.png?1693318079", "url": "https://www.selecthub.com/p/data-analytics-software/rapidminer/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Bottom line: RapidMiner is a strong pick if you want end-to-end data analytics without writing much code. It covers the full workflow, from data prep to machine learning and predictive modeling, all in one visual, drag-and-drop environment.That makes it a good match for teams that mix analysts and non-programmers. It works across all industries and has built up a large user base, so you're not going in alone. Users like how quickly they can prototype and how helpful the online community is.The catch is performance. It's resource-hungry and slows down on complex datasets, and heavy modeling can push your compute needs higher. Expect an initial learning curve too, since the tutorials live outside the tool.On cost, you can start free with the open-source Studio version or a $10 freemium tier, but billing is annual or quote-based with no monthly option, so plan your budget around that.", "featureList": [ "Visual workflow designer – Build an end-to-end analytics pipeline in a single drag-and-drop interface that needs little to no coding.", "Interactive data visualization – Produce more than 30 built-in visualizations and drill into them to spot trends and patterns faster.", "Automatic modeling – Generate data models without coding, then compare them automatically to find the best direction for a project.", "Turbo Prep data prep – Ingest data from 40-plus file types and clean, blend and wrangle it with changes visible in real time.", "Apache Radoop integration – Connect to Hadoop and Spark for distributed analytics and scale without having to program in Spark." ], "offers": { "@type": "Offer", "price": 10, "priceCurrency": "USD" } } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/unsupervised/#software", "name": "Unsupervised", "image": "https://cdn.selecthub.com/products/a322852ce0df73e204b7e67cbbef0d0a-a029984b882278184de0c8c2d68c6e63/resources/normal/logo.png?1693318309", "url": "https://www.selecthub.com/p/data-analytics-software/unsupervised/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Is Unsupervised really ready to fly solo, or does it need a helping hand? While Unsupervised claims to automate data analysis and uncover hidden growth opportunities, user reviews from the past year are limited. G2 shows a perfect 5.0 rating, but this is based on a single review, which isn't enough to draw definitive conclusions. A small sample size makes it difficult to provide a comprehensive analysis of strengths, weaknesses, and differentiating factors compared to competitors like Microsoft Power BI or Google Data Studio. Without more user feedback, it's impossible to say with certainty which specific features users find valuable or lacking. However, if Unsupervised delivers on its promises, it could be a good fit for businesses seeking to streamline data analysis and identify growth opportunities without extensive data science expertise. Further investigation is needed to determine if the software lives up to its claims and how it truly stacks up against competitors in a real-world setting.", "featureList": [ "Data Connectivity: Utilize all data across systems and silos, without needing to choose which data to include in analysis.", "Semantic Understanding: Unsupervised harnesses the power of augmented analytics with a semantic layer that analyzes millions of data features and attributes simultaneously.", "Automatically Find Patterns: Through unsupervised learning, the platform’s AI identifies statistically significant trends and patterns, analyzing subgroups of data to uncover further information.", "Review and Prioritize:  Users can review the AI-discovered patterns, with the ability to filter and sort to prioritize based on which metrics impact the business most. ", "Built-In Actionable Workflows: The solution’s built-in workflow drives users towards conversations, actions and decisions.", "Track ROI: Users can track the performance of their actions and patterns, improving their metrics, the accuracy of the platform’s algorithms and decision-making over time." ] } { "@context": "https://schema.org", "@type": "SoftwareApplication", "@id": "https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/#software", "name": "Qlik Cloud Analytics", "image": "https://cdn.selecthub.com/products/9dfcd5e558dfa04aaf37f137a1d9d3e5-dafb46ccbc34410f1e66d4389201cef5/resources/original/logo.svg?1746236861", "url": "https://www.selecthub.com/p/data-analytics-software/qlik-cloud-analytics/", "applicationCategory": "BusinessApplication", "applicationSubCategory": "Data Analytics Software", "operatingSystem": "Web-based", "description": "Qlik Cloud Analytics is one of the foremost BI solutions in the market today, mainly due to the power of its associative query engine to link data from multiple sources that drives its visually impressive dashboards. With its strong data visualization capabilities, users can perform search and filter through data on-the-fly and conduct deep-dives to glean insights that matter to them. With a fast setup, users can have their first data model up and running in very little time. The software resides in-memory and houses data in RAM for quicker retrieval. With multi-tier access permissions for in-organization users, it enables users to view executive summaries at a glance, while allowing them to drill-down into data to find out more. Sadly, Qlik is now scaling back on improvements and updates for Qlik Cloud Analytics and focusing on promoting QlikSense instead, a possible reason why its filter and search functions, ad-hoc reporting and graphics are lagging in terms of quality, as mentioned in many user reviews. Also, this platform can prove to be resource-heavy for databases housed on local machines, especially when performing batch update jobs. In addition to inflexible pricing plans and the cost of licensing, quite a few necessary add-ons are paid. In summary, Qlik Cloud Analytics is one of the leading in-memory BI tools available in the market today and rates excellently with users in terms of data aggregation and visualization capabilities; however, buyers should factor in its pricing plans and other limitations when searching for the perfect BI solution for their enterprise.", "featureList": [ "Direct Data Source Connection: Connect to almost any data source, including cloud, big data, file-based and on-premise data. Pull information from many services (Salesforce, Hive, Teradata) and combine intel seamlessly into unique and intuitive dashboards.", "Intelligent Visualization: Offer interactive displays and represent data in multiple ways for better data analysis. Flexible visualizations allow users to change and adjust graphics according to screen size.", "Enterprise Collaboration: Facilitate collaboration for users to share the same dashboard, look at the same view or track one another as they navigate the application.", "Strong Associations: Leverage the strength of the platform’s built-in association engine to conduct direct and indirect searches across data or within a single field. Identify data that is related and not associated.", "Self-Service App Building: Build apps and files via the drag-and-drop function. Create individual lists with their visualization while managing and sharing across organizations.", "Associative Indexing: Combine, transform and ingest data from multiple sources. Gathers data and indexes it to find logical associations. Explore and search big data repositories freely while keeping data intact.", "Interactive Dashboards: Provide visualization capabilities and improve interaction using tooltip, lasso selection, filtering and drill-down functions. Encourage viewers to explore data by creating smart dashboards and distributing them using interactive elements.", "In-Memory Application: House the software in memory, so conversions, queries and searches happen quicker and more efficiently. Eliminate problems that traditionally plague slow, on-disk applications. Locate all data in RAM.", "Web Connectors: Extract data from multiple social networking sites and web-based sources using web APIs. Built-in connectors easily connect to any URL and fetch data.", "Robust Data Controls: Enable meaningful data manipulation within the application by leveraging unique dashboards, reports and filter views." ], "offers": { "@type": "Offer", "price": 2500, "priceCurrency": "USD" } } { "@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": "2026-10-26T00:00:00+00:00", "mainEntityOfPage": "https://www.selecthub.com/c/data-analytics-software/" } ```