--- title: SAS Viya Reviews meta_title: 'SAS Viya Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 817 reviews by the users' company size, role or industry to find out how SAS Viya works for a business like yours. aggregate_rating: rating_value: 4.3 review_count: 817 scale: '5' date_modified: '2026-08-02' parent_category: name: Analytics Tools & Software url: https://www.g2.com/categories/analytics-tools-software --- # SAS Viya Reviews **Vendor:** SAS Institute Inc. **Category:** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) **Average Rating:** 4.3/5.0 **Total Reviews:** 817 ## About SAS Viya SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control. ## SAS Viya Pros & Cons **What users like:** - Users value the **ease of use** of SAS Viya, which simplifies data visualization and enhances decision-making efficiency. (234 reviews) - Users value the **sophisticated analytical capabilities** of SAS Viya, enabling easy deployment and real-time decision-making. (218 reviews) - Users appreciate the **advanced analytical methods** offered by SAS Viya, enhancing decision-making and logistical data analysis capabilities. (196 reviews) - Users value the **end-to-end data lifecycle tooling** of SAS Viya, enhancing business insight and strategic decision-making. (166 reviews) - Users love the **intuitive interface** of SAS Viya, making data analysis and model deployment effortless for all skill levels. (145 reviews) - Efficiency (143 reviews) - Users value the **high performance efficiency** of SAS Viya, noting its speed and effectiveness in handling large data sets. (127 reviews) - Flexibility (119 reviews) - Visualization (119 reviews) - Users value the **powerful data visualization** capabilities of SAS Viya, enhancing insights and decision-making in their organizations. (116 reviews) **What users dislike:** - Users find SAS Viya to have a **learning difficulty** , making it challenging for non-technical individuals to navigate effectively. (151 reviews) - Users find the **learning curve steep** , making it challenging for non-technical users to navigate SAS Viya effectively. (144 reviews) - Users find the **visualization complexity** in SAS Viya challenging, particularly for non-technical users and beginners. (143 reviews) - Users struggle with the **difficult learning curve** of SAS Viya, particularly for new and non-technical users. (117 reviews) - Users find the **expensive pricing** of SAS Viya to be a significant barrier to entry for potential adoption. (108 reviews) - Users find SAS Viya to be **not user-friendly** , especially for non-technical users accessing reports and dashboards. (103 reviews) - Steep Learning Curve (96 reviews) - Complex Implementation (60 reviews) - Complex Usage (60 reviews) - User Difficulty (57 reviews) ## SAS Viya Reviews ### 1. Easy Setup, Effective Analysis but Limited Collaboration **Rating:** 4.0/5.0 stars **Reviewed by:** Saurabh P. | Project Consultant, Education Management, Small-Business (50 or fewer emp.) **Reviewed Date:** February 12, 2026 **What do you like best about SAS Viya?** I use SAS Viya for my University assignments and personal projects, and it makes my work easier because of its ease of use and simplicity, which saves me a lot of time. I particularly like how I can connect different nodes to see final results, which helps a lot with analysis. Connecting nodes allows me to see final results and different values like precision and F1 scores. Also, the initial setup is super easy and hassle-free. **What do you dislike about SAS Viya?** I personally do not like how SAS Viya does not have a way of working with a team together. If I'm working with my team and I need to share some ideas or connect my ideas with my teammates, I feel it is not possible because there are no cloud sharing options. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya makes my work easier with its ease of use and simplicity, saving me a lot of time. I like connecting different nodes to see final results, which aids my analysis. ### 2. Seamless Data Management with Robust Analytics **Rating:** 4.0/5.0 stars **Reviewed by:** Ria A. | Graduate Research Associate, Mid-Market (51-1000 emp.) **Reviewed Date:** February 05, 2026 **What do you like best about SAS Viya?** I like SAS Viya for its powerful analytics combined with a very intuitive interface, which lets me move seamlessly from data preparation to modeling to visualization all within the same environment, without having to constantly switch tools. This seamless transition keeps my workflow connected and reproducible, reducing errors and saving time as I don't need to export files or switch platforms. I also appreciate how it allows for efficient management and analysis of large datasets. The setup was relatively smooth because of its easy-to-navigate interface. **What do you dislike about SAS Viya?** One area that could be improved is flexibility compared to open-source tools. While SAS Viya is powerful, I sometimes feel it can be less customizable than environments like Python, especially when I want to implement very specific or cutting-edge methods. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helps me manage large complex datasets and offers tools for data cleaning, transformation, and advanced statistical analyses. It saves me time, reduces errors, and keeps my workflow connected from preparation to visualization. ### 3. Scalable Cloud Analytics with Powerful Integration **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Business Supplies and Equipment | Small-Business (50 or fewer emp.) **Reviewed Date:** October 23, 2025 **What do you like best about SAS Viya?** I use SAS Viya for end-to-end data management and deploying machine learning models to optimize business operations. It eliminates data silos by providing a unified cloud platform where our team can collaborate on large-scale analytics. I really appreciate the high-performance cloud analytics service (CAS) engine that allows for rapid processing of massive enterprise datasets. The seamless integration with Python and Microsoft Office makes it the perfect choice for my profession. We migrated from an older on-premise SAS environment to leverage the improved scalability and cloud-native architecture of SAS Viya. The deployment was managed by our IT team and was very efficient. **What do you dislike about SAS Viya?** The administrative side of managing user permissions and cloud resources can be overly complex for smaller IT teams. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya for end-to-end data management and deploying machine learning models. It eliminates data silos by providing a unified cloud platform, allowing my team to collaborate on large-scale analytics. ### 4. Fast, Cloud-Compatible, Yet Code-Heavy **Rating:** 4.0/5.0 stars **Reviewed by:** Nazmul R. **Reviewed Date:** February 06, 2026 **What do you like best about SAS Viya?** I use SAS Viya to teach my students analytics methods, and I really appreciate that it's a web-based platform, so we don't need to deal with software updates or admin approvals. It's also faster than the standard platform and can be accessed from the cloud. I think the main feature is that it is lightweight, fast, and can be used across a variety of device types. I find it student-friendly and relatively easy to learn, with a lot of helpful resources available to dive deeper into. **What do you dislike about SAS Viya?** It is still code-heavy and some students find it challenging. It would be nice to have some kind of code helper for the platform. The initial setup was not very hard but could have been easier. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya saves us from dealing with software updates and admin approvals, conserving our computing resources. It's faster than standard platforms, usable from the cloud, and student-friendly, making analytics methods easier to learn. ### 5. Effortless Data Management, Needs Better File Sharing **Rating:** 4.0/5.0 stars **Reviewed by:** Saurabh P. | Sales Advocate **Reviewed Date:** February 05, 2026 **What do you like best about SAS Viya?** I personally like how easy it is to log in and work on SAS Viya. It does not take a lot of coding, which makes the entire process very seamless. As a student, this ease of use helps me work on different projects effortlessly. I also appreciate how initially, the setup was super easy, and I was able to log in with my university email without any issues. SAS Viya has really helped me improve my skills, especially in uploading data and getting insights from it. This convenience and efficiency mean a lot to me. **What do you dislike about SAS Viya?** I see its file sharing option can be improved because that is something that only the week to be. So I feel if the file sharing option worked a bit easier or if the other file sharing options were available, that would actually help. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helps me improve my data upload skills, connect software, and gain insights from data, though file sharing could be easier. It's user-friendly, requiring little coding, making my work seamless and efficient. ### 6. SAS Viya **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Small-Business (50 or fewer emp.) **Reviewed Date:** September 26, 2025 **What do you like best about SAS Viya?** SAS Viya support multiple programming languages R, Python including with SAS. We can visualize Data by graph easily just click and drag method. SAS Viya user not required deep knowledge of sas programming. **What do you dislike about SAS Viya?** To understand SAS Viya for beginner level sometime its difficult for user. SAS Viya has multiple option and take time to understand. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya visual option is very good. By this option we can understand the data and we can find any data dispensary before programming initiate. Also provide some quick option which reduce programming efforts. **Official Response from Product Specialist:** > Thank you for your thoughtful review! We're glad to hear that SAS Viya's visual, drag-and-drop capabilities are helping you explore data, reduce coding effort, and work across languages such as Python and R. That's exactly the experience we're aiming to provide. We also appreciate your feedback about the learning curve for new users. We're continuously working to make the platform more intuitive and to provide resources that help users get up to speed faster. To help you get the most out of SAS Viya, below is our documentation resource link that you may find useful! We appreciate your feedback and look forward to supporting your SAS Viya journey as you continue to explore more of SAS Viya capabilities. ### 7. SAS Viya Makes Building Scorecards Easier **Rating:** 5.0/5.0 stars **Reviewed by:** Percival S. | Data scientists, Enterprise (> 1000 emp.) **Reviewed Date:** July 22, 2026 **What do you like best about SAS Viya?** It help me to build scorecards much easier **What do you dislike about SAS Viya?** Nothing I love everything about Sas Viya for now **What problems is SAS Viya solving and how is that benefiting you?** I have build score cards and ensemble models faster ### 8. Powerful Analytics, Seamless Data Integration **Rating:** 4.5/5.0 stars **Reviewed by:** Abhay V. | Mid-Market (51-1000 emp.) **Reviewed Date:** April 07, 2026 **What do you like best about SAS Viya?** I use SAS Viya for data analytics and data visualization, and it helps us visualize the deep insights of large datasets, generating meaningful insights for our organization. I also find its powerful analytics capability and user-friendly interface very appealing. Additionally, its tight integration with open-source tools like Python is appreciable. It significantly aids in quick decision-making by handling large volumes of data swiftly. **What do you dislike about SAS Viya?** As of now, I don't feel any major drawback, but the initial setup can be improved if possible. Initial setup seems a little complex. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya for data analytics and visualization, helping us visualize deep insights from large datasets and make quick decisions by handling large volumes of data swiftly. ### 9. Essential, Time-Saving Tool for Biostatisticians **Rating:** 5.0/5.0 stars **Reviewed by:** Shridhar B. | BIOSTATISTICIAN, Small-Business (50 or fewer emp.) **Reviewed Date:** December 06, 2025 **What do you like best about SAS Viya?** I am currently employed as a statistician at a private pharmaceutical company, where I work in the statistical field. My responsibilities align closely with the job description of a Biostatistician, and I have accumulated five years of experience in this role. SAS Viya has become an essential tool in my daily work. Previously, we relied on SAS Enterprise Guide, but our focus has now shifted significantly to SAS Viya. I find this software straightforward to use and easy to understand. It has also proven to be a valuable resource for saving time. Overall, this summarizes my experience with SAS Viya. **What do you dislike about SAS Viya?** There is nothing to dislike about this sas viya program because the more complicated it is, the more output it generates, accomplishing a large number of time-consuming tasks.  So, from my perspective, there are no issues with the SAS Viya software. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya is mostly useful for time consuming and controlled work for everyone. It is user rated best software, having many more updated features. Statistical work is very simple using SAS Viya software. All my work depends on Clinical data and all Agency required data coding stored in SAS Viya software. So, all my work is easy using such a server. Visualization presentation very great as compared to other software that's why we like SAS Viya software. ### 10. SAS Viya Boosts Productivity with an Intuitive UI, Great Performance, and Support **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Consulting | Enterprise (> 1000 emp.) **Reviewed Date:** April 02, 2026 **What do you like best about SAS Viya?** I have been a SAS programmer for a number of years and I find SAS Viya a major step forward in programming. It has many help features, enables you to quickly build code that works first time. A great boon to productivity. The UI is very intuitive even for a non SAS programmer. It is very easy to obtain snippets of code to insert into your program. Performance of SAS Viya is great, so much better than SAS EG. The addition of an AI helper has made SAS Viay even more useful. When installing SAS Viya SAS institute were always on hand to assist and answer any questions. Great support as usual. SAS Viya pricing is on a par with other similar offerings however Viya provide so much more for your money. **What do you dislike about SAS Viya?** It can be tiresome to install. We needed SAS Institute help to complete it. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya is enabling us to handle much more complex data and much larger datasets. ### 11. Powerful, User-Friendly with Seamless Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.) **Reviewed Date:** December 26, 2025 **What do you like best about SAS Viya?** I like that SAS Viya integrates advanced analytics and AI across a unified platform, allowing users to build statistical models, run predictive analysis, and automate workflows all within a single environment. I appreciate its ability to process massive datasets efficiently in the cloud environment, which enables faster analysis. I enjoy the multi-language support as I can use Python and R programming all in the same environment, thanks to the seamless integration and unified data access it offers. Additionally, I find performance and memory processing to be very effective. The cloud-based environment also makes it easy to access. **What do you dislike about SAS Viya?** Licensing can be confusing, with different modules (analytics, data management, AI/ML) having separate costs. Subscription pricing may require negotiation, unlike simpler cloud-native platforms. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya to efficiently process massive datasets in the cloud, enabling faster analysis. It's a unified platform for advanced analytics and AI, offering seamless integration and access to Python and R, which enhances data processing and workflow automation. ### 12. Power, Precision, and Price: A Deep Dive into SAS. **Rating:** 5.0/5.0 stars **Reviewed by:** Shikat Das H. | Motor Underwriting (Data Analyst), Small-Business (50 or fewer emp.) **Reviewed Date:** April 24, 2026 **What do you like best about SAS Viya?** It significantly speeds up the entire analytics lifecycle—from data preparation through AI model deployment—boosting productivity and often helping teams get more done in less time. **What do you dislike about SAS Viya?** Even though it runs in memory, the system can still be quite resource-heavy. **What problems is SAS Viya solving and how is that benefiting you?** Rather than managing fragmented data, Viya offers a single, unified environment that provides seamless, transparent access across sources, supported by built-in governance and clear lineage. ### 13. Powerful Analytics Made Simple with SAS Viya **Rating:** 4.5/5.0 stars **Reviewed by:** Srag Z. | Senior DevOps Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** November 12, 2025 **What do you like best about SAS Viya?** I like SAS Viya because it’s fast and easy to use for data analysis. and can handle very large amounts of data. It also has clear visuals and tools that make it simple to build, test, and share models with others. also customer support when open a ticket they are so helpful. **What do you dislike about SAS Viya?** It can be hard to learn at first, and the setup or licensing costs can be high. Some advanced features also need strong technical skills to use well. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helps me solve problems with managing and analyzing large, complex data from different sources. It brings everything into one place, making it easy to clean, explore, and model data quickly. The automation and visual tools save a lot of time, and the ability to share results across teams helps improve decision-making and collaboration. It turns data challenges into clear, useful insights. ### 14. Modern and Efficient Interface for Global Data Analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Carlos Rogelio V. | Student, Small-Business (50 or fewer emp.) **Reviewed Date:** October 28, 2025 **What do you like best about SAS Viya?** I really like the SAS Viya interface. It is a platform that brings everything together in one place, and I find it quite modern. This allows me to perform tasks in a more interesting and faster way compared to other similar applications, like SAP. Additionally, it is a widely used tool globally, by the United States government and Fortune 500 companies, which inspires confidence in me and opens doors in the world of data analytics. I learned to use it in a week, which I consider a great achievement, as it doesn't take much time to master it. I believe this added value is a great attraction. Using SAS Viya keeps me informed and updated in data science and using the most advanced tools of the modern world. **What do you dislike about SAS Viya?** I didn't like the initial setup process of SAS Viya because you have to navigate between different SaaS pages, which can be confusing since they all look alike. It's hard to know if you're in the right place without guidance from someone at SaaS, which implies a lack of clarity in user guidance. Additionally, the user interface (UI) and user experience (UX) design do not have a well-established flow, making it difficult to learn and memorize all the available tools. It would be beneficial to improve segmentation and implement a flow methodology to facilitate navigation for both beginners and experienced users. Finally, although it is a useful tool, the amount of information and tools in one place requires a significant effort to learn and memorize its use. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helps me get started in the world of globally standardized data analytics, opening doors for me and allowing me to add value. It is modern, brings everything together in one place, and facilitates the creation of interesting and fast dashboards. ### 15. Powerful, Integrated Platform with Excellent Support—But Persistent Bugs Frustrate **Rating:** 2.5/5.0 stars **Reviewed by:** Muratcan K. | Data Analytics Assistant Specialist, Small-Business (50 or fewer emp.) **Reviewed Date:** October 28, 2025 **What do you like best about SAS Viya?** As a SAS consultant, I appreciate the wide range of integrated products and how seamlessly they work together within the Viya ecosystem. The user interfaces are modern, clear, and easy to navigate, especially in tools like SAS Intelligent Decisioning, Visual Investigator, and SAS Studio, which I use extensively. Viya enables efficient model design, deployment, and monitoring within a unified environment. Another strong aspect is customer support — tickets are usually addressed quickly, and the support team is responsive and helpful. **What do you dislike about SAS Viya?** Although SAS Viya is a powerful platform, it frequently suffers from unexpected bugs and random errors, many of which are difficult to diagnose. These issues often consume unnecessary time and patience. While support is responsive, some problems remain unresolved or reappear after updates, and macros or components occasionally break due to version changes. For a 2025-level technology, many of these errors feel too basic and avoidable, which can be disappointing from a customer’s perspective and should be anticipated better in such a mature product. **What problems is SAS Viya solving and how is that benefiting you?** I have worked on multiple banking and audit projects, and SAS Viya — especially Intelligent Decisioning — has been extremely effective for rule creation, fraud detection, and case management. Its seamless integration with other Viya components such as SAS Studio and Visual Investigator allows smooth end-to-end workflows, where each product serves a specific purpose while remaining interconnected. Although I haven’t used Visual Analytics extensively, it appears to be a strong tool for analyzing the scoring outputs generated in Intelligent Decisioning. Overall, despite the occasional bugs, SAS Viya provides a powerful and well-connected environment for decision automation and fraud analytics. ### 16. Powerful Data Integration and Dashboards, But Performance and Cost Can Be Drawbacks **Rating:** 3.5/5.0 stars **Reviewed by:** Chiara I. | Data Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** October 24, 2025 **What do you like best about SAS Viya?** Data integration and centralization: SAS Viya allows you to access, transform, and analyze large volumes of data from different sources in a centralized manner, reducing fragmentation and simplifying management. Modern interface and interactive dashboards: the visual aspect has been improved compared to previous versions of SAS. Tools such as SAS Visual Analytics allow you to build dynamic and intuitive dashboards. **What do you dislike about SAS Viya?** Model Studio performance: this is probably the most critical aspect. The tool tends to slow down, especially when working with complex flows or a large number of nodes. Sometimes loading data or updating results takes a long time, reducing operational efficiency. Web interface performance: sometimes the environment is slow, especially on projects with many tables or complex graphs. High costs: the licensing model and infrastructure resources required make Viya less accessible for small and medium-sized businesses. Limitations in graphic customization: the dashboards offer excellent functionality, but aesthetic customization (colors, layout, advanced controls) can be limited compared to tools such as Power BI or Tableau. **What problems is SAS Viya solving and how is that benefiting you?** The problems SAS Viya is solving are: Difficulties in analyzing large volumes of data: Viya allows you to work in a scalable way, managing complex and voluminous datasets without having to sample or reduce them. Difficulties in governance and traceability: SAS Viya keeps track of versions, accesses, and changes, ensuring compliance and data security. The benefits achieved with SAS Viya are: Greater team efficiency: the ability to work in the same environment (data preparation, analysis, modeling, and reporting) reduces the time spent transferring files or tools. ### 17. Powerful Platform! **Rating:** 4.5/5.0 stars **Reviewed by:** Ashley K. | Machine Learning Research Assistant - AMP Lab, Enterprise (> 1000 emp.) **Reviewed Date:** October 23, 2025 **What do you like best about SAS Viya?** I like that SAS Viya makes it easy to work with data all in one place. It’s really organized and lets you use both coding and visual tools, which is great for different kinds of projects. I also like how smooth it feels when running analyses on large datasets. **What do you dislike about SAS Viya?** It can take a little while to get used to, especially at first. Some features aren’t as customizable as I’d like, and it’s not always easy to find exactly where certain tools are. It’s powerful once you learn it, but it can be a bit challenging in the beginning for new users. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helps organize and analyze large amounts of data without needing to switch between different programs. It saves a lot of time when cleaning data, running analyses, and creating visuals all in one platform. For me, it’s made working on research projects and assignments much easier and more efficient since I can focus on interpreting results instead of worrying about technical issues or slow processing. ### 18. Robust Analytics Platform with Seamless Integration and Strong Governance **Rating:** 5.0/5.0 stars **Reviewed by:** Rui Rodrigo C. | IT Specialist, Mid-Market (51-1000 emp.) **Reviewed Date:** October 23, 2025 **What do you like best about SAS Viya?** SAS Viya 4.0 stands out as a robust, cloud-native analytics platform tailored for advanced data science, machine learning, and model management. Its strong integration with Python, R, and REST APIs makes it particularly well-suited for enterprise environments that require scalability, governance, and high performance. The platform covers the entire analytics lifecycle, from data ingestion through to model deployment and monitoring, all while maintaining compliance and auditability. Among its strengths are high-performance distributed processing, which is ideal for handling large datasets, and seamless integration with open-source tools and modern ecosystems. The platform also offers comprehensive governance features, including access control, versioning, and audit trails. Interactive dashboards and autocharting capabilities further enhance business communication, and its end-to-end pipeline support streamlines data science workflows. I recommend SAS Viya for organizations with mature analytics practices, structured technical teams, and a strong emphasis on data governance. It is especially suitable for mission-critical projects that demand reliability, scalability, and integration with contemporary tools. To fully realize its benefits and ensure a smooth transition, a carefully planned onboarding strategy is essential. **What do you dislike about SAS Viya?** High licensing costs are a significant concern, as the pricing model is complex and can be prohibitive for small or mid-sized organizations. The platform also presents a steep learning curve, requiring substantial training, particularly for those transitioning from SAS 9.4 or moving from open-source environments. Additionally, SAS Viya is closely tied to Kubernetes environments such as AKS. While alternatives like Azure Container Apps (ACA) provide a more straightforward, serverless option, they are not officially supported and necessitate custom validation and testing. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya addresses several key challenges in enterprise analytics and data science workflows. By providing a unified analytics environment, it brings together data preparation, modeling, deployment, and monitoring within a single platform. This centralization reduces the need for multiple tools and enhances collaboration among teams. In terms of scalability and performance, Viya is capable of efficiently processing large volumes of data, which leads to faster insights and supports demanding workloads. Its governance and compliance features, such as built-in access controls, audit trails, and versioning, help organizations meet regulatory requirements like GDPR and maintain data integrity. Additionally, Viya integrates smoothly with modern ecosystems, offering native support for Python, R, REST APIs, and cloud services, which makes it easy to connect with existing infrastructure and open-source tools. The platform also streamlines the operationalization of machine learning models, making it easier to deploy, monitor, and retrain models in production, thereby accelerating the time-to-value. In my role as a data science specialist, SAS Viya empowers me to deliver robust, scalable solutions with strong governance. It enhances my productivity through automation, supports reproducibility, and makes it easier to communicate with both technical and non-technical stakeholders using interactive dashboards and standardized pipelines. ### 19. Powerful Analytics Platform with Steep Learning Curve and Complex Setup **Rating:** 5.0/5.0 stars **Reviewed by:** Jenita M. | Student, Small-Business (50 or fewer emp.) **Reviewed Date:** October 23, 2025 **What do you like best about SAS Viya?** I appreciate how SAS Viya brings together advanced analytics, AI, and data management in one cloud-native platform. Its scalability, speed, and collaborative tools help connect data scientists, analysts, and business users more effectively. The visual interfaces, along with support for various programming languages, also contribute to making analytics tasks more efficient and adaptable. **What do you dislike about SAS Viya?** Although SAS Viya is a powerful platform, it can be quite complex to set up and manage, particularly for newcomers or smaller teams lacking extensive SAS expertise. Certain modules present a steep learning curve, and in some cases, the documentation could be more straightforward. Additionally, pricing and licensing may pose difficulties for organizations aiming to scale up incrementally. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya addresses the challenge of integrating data from various sources and transforming it into actionable insights with impressive speed. It simplifies the entire analytics lifecycle, covering everything from data preparation and model development to deployment and monitoring. As a result, collaboration among teams has improved, the time required to gain insights has decreased, and the accuracy and scalability of our analytics processes have both increased. ### 20. Powerful Analytics with a Learning Curve **Rating:** 4.0/5.0 stars **Reviewed by:** Bhavesh A. **Reviewed Date:** January 18, 2026 **What do you like best about SAS Viya?** I like SAS Viya because of its powerful analytics, cloud scalability, and automated machine learning, which help in building predictive models and analyzing large datasets efficiently. I appreciate its strong model governance that supports reliable enterprise decision-making. The AutoML feature accelerates model building, while Visual Analytics delivers clear insights. The cloud scalability simplifies workflows and handles large data efficiently, making it an essential part of my analytics toolkit. **What do you dislike about SAS Viya?** SAS Viya can feel complex for new users, setup takes time, and licensing costs are high, which can be challenging for small teams. The initial setup was moderately challenging, requiring technical expertise and time. Offering simpler onboarding, clearer tutorials, faster initial setup options, and more flexible pricing plans would better support new users and small teams. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya solves complex data challenges by analyzing large datasets, automating models, improving insights, and enabling faster, confident business decisions. ### 21. Powerful Cloud Analytics with Easy Access, But File Size Limits Can Frustrate **Rating:** 4.0/5.0 stars **Reviewed by:** Vahid Z. | Independent Trader (Part-time) , Small-Business (50 or fewer emp.) **Reviewed Date:** October 28, 2025 **What do you like best about SAS Viya?** I really like how SAS Viya combines powerful data analysis tools with an easy-to-use web interface. It runs smoothly in the cloud, so I can access my work from anywhere without installing software. The integration with SAS Studio and visualization features are also very helpful for academic projects. **What do you dislike about SAS Viya?** Sometimes the file upload size limit (around 90 MB) can be restrictive, especially when working with large datasets for research or class projects. It would be great if SAS increased the limit to make it easier to handle bigger files **What problems is SAS Viya solving and how is that benefiting you?** AS Viya helps me run data analysis and statistical models for my university projects without needing a powerful local computer. It saves time by working directly in the cloud. However, when uploading large files close to the 90 MB limit, it can freeze or lag a bit, so improving performance for bigger datasets would make it even better ### 22. Flexible Data Analysis and Shareable Automated Reports—No Coding Needed **Rating:** 5.0/5.0 stars **Reviewed by:** Andrew B. | Mid-Market (51-1000 emp.) **Reviewed Date:** April 29, 2026 **What do you like best about SAS Viya?** I love how we can analyze our data in various ways, and we can have an automated report that multiple people can look at it. I also love how we can get insights with our data without coding but can also use code. I also love how we are supported by the people at SAS as well. **What do you dislike about SAS Viya?** I have not seen any downsides when using Viya yet. **What problems is SAS Viya solving and how is that benefiting you?** We have been able to get AI/ML models on our assets very quickly. This has allowed us to eliminate flying blind on our wind projects. ### 23. SAS Viya: Powerful Cloud-Native Analytics with Seamless SAS, Python, and R Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Samay S. | Statistical Programmer, Mid-Market (51-1000 emp.) **Reviewed Date:** April 06, 2026 **What do you like best about SAS Viya?** SAS Viya stands out as a cloud‑native, high‑performance analytics platform, bringing together powerful distributed processing (CAS) and open integration with SAS, Python, and R—all within one secure, scalable environment. **What do you dislike about SAS Viya?** SAS Viya continuously evolves, which creates great opportunities to learn modern cloud technologies, adopt new features, and improve efficiency through automation and scalable architecture. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya solves the challenge of handling large, complex data and deploying analytics at scale by providing a cloud‑native, high‑performance platform. This benefits me by enabling faster data processing, seamless model development and deployment, and the ability to work efficiently across SAS and open‑source tools in a single, governed environment. ### 24. High-Performance Analytics with Seamless Cloud Integration in SAS Viya **Rating:** 4.5/5.0 stars **Reviewed by:** Mahmoud E. | Mid-Market (51-1000 emp.) **Reviewed Date:** January 21, 2026 **What do you like best about SAS Viya?** What I like most about SAS Viya is its high performance, powerful analytics tools, and seamless cloud integration. It speeds up data processing and enables teams to build and deploy machine-learning models efficiently, all within a single platform. **What do you dislike about SAS Viya?** What I dislike about SAS Viya is that the setup process can be quite complex, and it often requires advanced technical skills to manage and maintain properly. In larger environments, it can also consume significant system resources, which adds to the overall effort of running it. **What problems is SAS Viya solving and how is that benefiting you?** “SAS Viya helps address issues like slow data processing, complicated analytics workflows, and the challenge of managing machine-learning models across multiple tools. By bringing these capabilities into a single platform, it cuts down on manual effort, accelerates analysis, and supports better decision-making. As a result, I can deliver results more quickly and work more efficiently.” ### 25. Easy and Intuitive for Data Visualization **Rating:** 3.5/5.0 stars **Reviewed by:** Ayoub F. **Reviewed Date:** February 07, 2026 **What do you like best about SAS Viya?** I like the fact that getting started with SAS Viya is easy and very intuitive. We understand the logic for creating our graphs and presentations very easily. SAS Viya also offers many graphs that help us find what we want to do. Moreover, I worked directly on the website which worked very well. **What do you dislike about SAS Viya?** The only one I had trouble mastering at first was the scrolling containers and precision containers. I couldn't understand the logic to use them effectively at the same time. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helped me present complex data in a simple and concise manner. I particularly appreciate its easy and intuitive handling, as well as the variety of charts offered that simplify the creation of our presentations. ### 26. "Effortless programming via SAS Viya" **Rating:** 5.0/5.0 stars **Reviewed by:** Nency B. | Statistical Programmer I, Mid-Market (51-1000 emp.) **Reviewed Date:** April 22, 2026 **What do you like best about SAS Viya?** SAS Viya is very useful for clinical programming, especially for creating tables, listings, and figures. It’s also helpful for building dashboards and producing clear graphical representations. **What do you dislike about SAS Viya?** Everything is very easy to use, so there’s really nothing I dislike about SAS Viya. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya gives me prompts for programming, so I don’t need to remember the syntax. ### 27. Intuitive and Fast with Captivating Graphics **Rating:** 3.5/5.0 stars **Reviewed by:** Elisa L. | Consultant Data&AI, Mid-Market (51-1000 emp.) **Reviewed Date:** April 28, 2026 **What do you like best about SAS Viya?** I like that SAS Viya is very intuitive and easy to use. I find the graphics very pleasing and I appreciate how it saves a lot of time in data management and cleaning. Additionally, the initial setup was very easy. **What do you dislike about SAS Viya?** The ability to set parameters in forecasting models on Visual Analytics and the ability to implement codes in different languages **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya to create interactive dashboards and machine learning models. It is fast, intuitive, saves time in data management, and produces aesthetically pleasing products. ### 28. Modern, Cloud-Native Analytics at Scale with Seamless Python/R Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Abhishek Trivedi T. | Manager, Enterprise (> 1000 emp.) **Reviewed Date:** May 04, 2026 **What do you like best about SAS Viya?** What I like best about SAS Viya is its modern, cloud‑native architecture combined with advanced analytics at scale. It delivers powerful AI/ML capabilities, strong performance on large datasets, and seamless integration with open‑source tools like Python and R. The web‑based interface, automation support, and flexibility across cloud and on‑prem environments make it both user‑friendly and enterprise‑ready. **What do you dislike about SAS Viya?** Complex setup and administration, Steep learning curve, Cost and licensing complexity, Performance tuning required,UI inconsistency across apps **What problems is SAS Viya solving and how is that benefiting you?** Scales cloud analytics and ML, speeding insights, automation, and collaboration on big data. ### 29. Effortless Analytics and Robust Security with SAS Viya **Rating:** 4.5/5.0 stars **Reviewed by:** Sahith s. **Reviewed Date:** December 25, 2025 **What do you like best about SAS Viya?** I find SAS Viya's cloud-nature and in-memory CSR engine great for enabling fast analytics on large-scale datasets without needing to rewrite existing code. I appreciate its strong governance and security, which are critical in regulated environments like clinical research. Its interactive visual analytics and automation capabilities are fantastic for allowing faster insights and better decision-making. I also like how SAS Viya integrates well with R for advanced analytics and its ability to seamlessly ingest data and deploy models with cloud storage platforms and databases. Transitioning from SAS 9.4 to SAS Viya provided better scalability, cloud readiness, and faster processing while allowing us to modernize workflows while retaining SAS code and validation practices. **What do you dislike about SAS Viya?** The initial setup of SAS Viya was more complex than a traditional SAS 9 installation due to its cloud-native architecture. The main challenges were around the infrastructure configuration and security integration, though once those were addressed, the platform proved to be stable and scalable. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya to simplify data analysis and create understandable graphs. Its cloud nature and in-memory engine enable fast analytics on large datasets without rewriting code. The platform's governance, security, interactive analytics, and automation capabilities provide faster insights and support better decision making. ### 30. Empowers Learning with Flexible Machine Learning Tools **Rating:** 5.0/5.0 stars **Reviewed by:** Kaia E. **Reviewed Date:** February 13, 2026 **What do you like best about SAS Viya?** I like that SAS Viya is free, and the tests are affordable. I appreciate the sessions and classes that are offered for some subjects, and I love being able to learn at my own pace while gaining a skill that I can use lifelong for numerous things. **What do you dislike about SAS Viya?** I feel like some of the sessions/classes could be a little longer or at least have tutoring offered. The initial setup was a bit confusing but once I contacted support and read the help articles to complete setup, it was a bit easier. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya for learning coding and machine building with data. It simplifies complex machine learning without needing advanced equipment or skills, and it's free, so I save money developing new skills. ### 31. Powerful, Filterable Reports for Complaint Analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Andres C. | Manufacturing engineer, Enterprise (> 1000 emp.) **Reviewed Date:** January 22, 2026 **What do you like best about SAS Viya?** I can download complete reports with all the complaints received in a period of time and there is a lot of information that I can filter in and out **What do you dislike about SAS Viya?** It takes a little time to know how to use it, if you don't choose the information right you might get duplicate lines you that is a watch out when trying to analyze a lot of data. **What problems is SAS Viya solving and how is that benefiting you?** It’s an easy way for any engineer to review data related to complaints. It shows how many complaints there are and where they’re coming from, among other useful details. ### 32. Powerful Cloud Analytics Platform with Seamless Collaboration **Rating:** 4.5/5.0 stars **Reviewed by:** shashank J. | Business Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** December 15, 2025 **What do you like best about SAS Viya?** SAS Viya runs in the cloud, supports multiple languages (Python, R, SAS), and integrates advanced analytics, AI, and machine learning in a single platform—making it easy to handle big data and collaborate across teams. **What do you dislike about SAS Viya?** SAS Viya is its cost and complexity for smaller teams. While it’s powerful and scalable, licensing and infrastructure requirements can feel heavy for organizations that don’t need enterprise-level capabilities. **What problems is SAS Viya solving and how is that benefiting you?** Scattered Analytics Tools Many organizations struggle with multiple disconnected tools for data prep, modeling, and deployment. SAS Viya unifies these into one platform. Scalability for Big Data Traditional SAS environments can be limited for large-scale or cloud-based workloads. Viya runs on Kubernetes and scales horizontally in the cloud. Limited Language Flexibility Older SAS systems were SAS-only. Viya supports Python, R, Lua, and REST APIs, enabling integration with open-source ecosystems. Slow Model Deployment Deploying models into production can be complex. Viya offers ModelOps for quick deployment and governance. ### 33. Viya Azure review with Caliber Financial Services **Rating:** 5.0/5.0 stars **Reviewed by:** Jack C. | Director of Risk Modeling, Mid-Market (51-1000 emp.) **Reviewed Date:** November 01, 2024 **What do you like best about SAS Viya?** Fast processing speed especially when my data sets are in Viya Azure environment. Super fast!!! **What do you dislike about SAS Viya?** The learning curve is not as smooth as I thought, and lack of supporting groups like what 9.4 has. **What problems is SAS Viya solving and how is that benefiting you?** 1. Customer profiling and related analytics 2. Statistical and AI predictive modeling ### 34. Effortless Data Management with Intuitive Features **Rating:** 4.0/5.0 stars **Reviewed by:** Nathan S. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 29, 2026 **What do you like best about SAS Viya?** I find SAS Viya really easy to use, which makes managing external data sources and KPIs much simpler. I appreciate the low friction learning curve, which means I can get up to speed quickly. The user interface is a highlight for me, along with the selection of tools it offers, which helps me manage disparate data effectively. **What do you dislike about SAS Viya?** I have not heard any complaints **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya to manage disparate data and appreciate its ease of use and low friction learning curve. ### 35. Fast, Scalable, and User-Friendly Analytics P **Rating:** 5.0/5.0 stars **Reviewed by:** Mahmoud H. | DevOps Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** November 11, 2025 **What do you like best about SAS Viya?** What I like best about SAS Viya is that it is fast, scalable, and easy to use. It allows teams to run analytics, machine learning, and data processing in one platform. It also works well with cloud environments, which makes deployment and management easier. **What do you dislike about SAS Viya?** One aspect I find challenging about SAS Viya is its complexity when it comes to configuration and ongoing maintenance, particularly within larger environments. Additionally, it demands robust hardware resources, and the licensing fees may be prohibitively expensive for certain organizations. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya solves problems related to data processing, analytics, and model deployment. It helps teams work faster by providing one platform for data preparation, machine learning, and reporting. This makes the workflow smoother and reduces the time needed to move data between different tools. ### 36. Viya Delivers Outstanding Results for Our Customers **Rating:** 5.0/5.0 stars **Reviewed by:** David F. | Chief Executive Officer, Small-Business (50 or fewer emp.) **Reviewed Date:** April 29, 2026 **What do you like best about SAS Viya?** We have seen Viya deliver some outstanding results to our customers **What do you dislike about SAS Viya?** Currently it can be expensive and has a large footprint which makes it difficult to introduce into SMB customers **What problems is SAS Viya solving and how is that benefiting you?** We deliver Viya into our customers which are primarily in the FS&I space. Our customers are looking to modernise and stay competitive, this is only achievable with advanced analytics capabilities and we are seeing customers benefit from quicker time to production for models and the generation of deep insights into their data ### 37. Scalable, High-Performance Analytics with Seamless Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Abhishek V. | STATISTIAL PROGRAMMER, Small-Business (50 or fewer emp.) **Reviewed Date:** December 12, 2025 **What do you like best about SAS Viya?** -Cloud-Native Architecture: Runs on Kubernetes, making it scalable and flexible for modern deployments. -Open Integration: Supports Python, R, Lua, and REST APIs, allowing data scientists to work in their preferred language. -High-Performance Analytics: Handles large datasets efficiently with in-memory processing. -Machine Learning & AI: Built-in advanced analytics and automated ML capabilities. -Visualization & Collaboration: Interactive dashboards and integration with SAS Visual Analytics. **What do you dislike about SAS Viya?** -Cost: Licensing and infrastructure expenses can be high for smaller organizations. -Complex Setup: Initial deployment and configuration require expertise in Kubernetes and cloud environments. -Learning Curve: Transitioning from traditional SAS to Viya can be challenging for legacy users. -Resource Intensive: Requires robust hardware or cloud resources for optimal performance. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya solves problems like data silos, slow model deployment, and scalability issues by providing a cloud-native, integrated analytics platform. It benefits me through faster statistical analysis, automated data prep, open-source integration, and easier model management, making workflows more efficient and collaborative. ### 38. SAS Viya: Powerful Analytics, Steep Curve **Rating:** 5.0/5.0 stars **Reviewed by:** Balaji M. | Statistical Programmer, Small-Business (50 or fewer emp.) **Reviewed Date:** December 11, 2025 **What do you like best about SAS Viya?** The unified cloud-native platform stands out most, enabling seamless data preparation, modeling with SAS/Python/R, and deployment in one environment for faster clinical workflows. Scalable in-memory processing via CAS handles large pharmaceutical datasets efficiently, cutting times for SDTM/ADaM tasks and bioequivalence analysis. Teams collaborate better across roles, with strong governance and AI tools supporting regulated EMA/FDA submissions reliably. **What do you dislike about SAS Viya?** SAS Viya's steep learning curve and complex interface challenge new users, especially during migration from SAS 9. High licensing costs strain smaller teams, while resource-intensive operations demand robust infrastructure for large clinical datasets. Installation, upgrades, and troubleshooting add overhead, often needing deep IT expertise. Performance occasionally lags on massive PK or SDTM workloads compared to optimized Python/R, and vendor lock-in limits flexibility for bioequivalence studies. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya tackles slow processing of large clinical datasets, manual SDTM/ADaM workflows, and siloed trial data in bioequivalence studies by unifying in-memory analytics, AI automation, and governance tools. ### 39. Streamlined Data Analytics with Few Hiccups **Rating:** 5.0/5.0 stars **Reviewed by:** Sagar R. **Reviewed Date:** February 05, 2026 **What do you like best about SAS Viya?** I like that SAS Viya helps me handle large, complex datasets in one platform, streamlining my analytics workflow and turning data into actionable insights without the need to juggle multiple tools. I appreciate that it combines data preparation, advanced analytics, and reporting, making it easier to move from raw data to insights efficiently. The initial setup was very easy, which was a big plus. **What do you dislike about SAS Viya?** Some things could be improved like the learning curve for new users, performance tuning for very large workloads, and making the interface and documentation more intuitive and consistent across features. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya to handle large datasets, streamline analytics workflows, and generate insights without juggling multiple tools. It efficiently combines data preparation, advanced analytics, and reporting. ### 40. A Powerful All-in-One Analytics Platform **Rating:** 3.5/5.0 stars **Reviewed by:** Rodrigo M. | IT Consultant, Mid-Market (51-1000 emp.) **Reviewed Date:** January 19, 2026 **What do you like best about SAS Viya?** I like SAS Viya because it’s fast, flexible, and easy to use. It brings everything—data preparation, analytics, and AI—together in one place, and it integrates well with tools like Python and R, which makes my analysis smoother and more efficient. **What do you dislike about SAS Viya?** At first, it can feel a little complex, and there’s definitely a learning curve to fully understand all the features. It can also be fairly resource-intensive and somewhat expensive, which may be difficult for smaller teams to manage. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helps me tackle the challenge of working with large, complex data by bringing data management, analytics, and AI together in a single platform. It makes my analysis faster, easier to scale, and more consistent across projects, which saves time and helps me reach insights and results more efficiently. ### 41. A powerful and scalable analytics platform for advanced machine learning **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Telecommunications | Enterprise (> 1000 emp.) **Reviewed Date:** December 02, 2025 **What do you like best about SAS Viya?** What I like most about SAS Viya is its powerful, scalable cloud-native architecture that supports advanced analytics and machine learning workflows without requiring heavy infrastructure management. The platform makes it easy to run complex statistical models, automate analytical pipelines, and leverage in-memory processing for faster performance. Its interface is intuitive for both technical and non-technical users, and the integration with Python and open-source tools is a major advantage. Overall, SAS Viya brings flexibility, speed, and strong analytics capabilities in one place. **What do you dislike about SAS Viya?** Some features in SAS Viya can feel complex for new users, especially when configuring advanced analytics or integrating with external systems. The licensing cost can also be high for smaller teams or organizations. Additionally, although performance is excellent, some workloads require fine-tuning to operate efficiently, and the learning curve for certain modules may require extra time. Documentation is extensive but sometimes not straightforward for beginners. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya helps streamline the entire analytics lifecycle—from data preparation and model development to deployment and monitoring. It simplifies handling large datasets, improves model accuracy with automated machine learning, and enables faster decision-making through real-time insights. The platform also enhances collaboration across teams by centralizing analytics workflows in one environment. Overall, it has helped reduce processing time, improve data quality, and accelerate the delivery of analytical solutions. ### 42. Powerful Analytics, Needs Improved Loading Speed **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Business Supplies and Equipment | Small-Business (50 or fewer emp.) **Reviewed Date:** February 05, 2026 **What do you like best about SAS Viya?** I started using SAS Viya during my data mining and tax analysis course. I find it to be a powerful platform for analyzing large data sets, building predictive models, and extracting insights from text. What I like most about SAS Viya is its ease of use for complex analytics. Its intuitive interface and powerful tools make data mining and analysis faster and more efficient. Additionally, the initial setup was not hard at all. **What do you dislike about SAS Viya?** Sometimes SAS Viya can feel overwhelming with so many features at once, and loading very large data sets can be a bit slow. Improving loading speed for very large data sets would make workflows smoother. A more streamlined interface or better feature organization could also help users navigate its many tools without feeling overwhelmed. **What problems is SAS Viya solving and how is that benefiting you?** I find SAS Viya powerful for analyzing large datasets, building predictive models, and extracting insights. It helps handle large data and complex statistics, simplifying predictive modeling and text analysis. ### 43. Bridges Creative Flexibility and Governance, High Learning Curve **Rating:** 4.0/5.0 stars **Reviewed by:** Deepak Kumar J. | Manager, QA Engineering, Datawarehouse, Small-Business (50 or fewer emp.) **Reviewed Date:** April 24, 2026 **What do you like best about SAS Viya?** I like how SAS Viya bridges the gap between creative flexibility and rigorous governance. It's also great that we can work in multiple languages including Python and R. The initial setup was pretty easy and quick, which I really appreciated. **What do you dislike about SAS Viya?** Learning curve is big, need lots of dedicated time. I feel cloud hosting cost will be high with SAS Viya. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya to overcome technological bottlenecks, improve speed, enhance business agility, and eliminate operational silos. ### 44. User-Friendly and Easy to Use **Rating:** 4.5/5.0 stars **Reviewed by:** Jenell S. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 28, 2026 **What do you like best about SAS Viya?** User friendly, easy to use, creates great graphics and able to slice and dice the data with a click of a mouse. **What do you dislike about SAS Viya?** Some of the out of the box features can be limiting. One of the challenges we have had was with analytics where we are trying to understand missing values and the missing were not showing up on the charts. **What problems is SAS Viya solving and how is that benefiting you?** Being able to understand large amounts of data in an easy to consume format ### 45. SAS Viya: Fast, Flexible AI/ML with Enterprise-Grade Governance **Rating:** 5.0/5.0 stars **Reviewed by:** Saurabh G. | Senior Technical Officer, Mid-Market (51-1000 emp.) **Reviewed Date:** February 09, 2026 **What do you like best about SAS Viya?** I like SAS Viya for its speed, advanced AI/ML capabilities, flexibility, and enterprise-grade governance. It’s often described as a platform that transforms how organizations work with data and analytics. **What do you dislike about SAS Viya?** while SAS Viya is praised for its speed, AI/ML power, and governance, reviewers dislike its steep learning curve, high cost, and usability issues. **What problems is SAS Viya solving and how is that benefiting you?** SAS Viya is solving the data complexity and scalability problem while delivering speed, collaboration, and trustworthy analytics that directly benefit organizations’ decision-making and efficiency. ### 46. Best for beginners as well as pro **Rating:** 5.0/5.0 stars **Reviewed by:** Harmandeep S. | Research Assistant Professor, Enterprise (> 1000 emp.) **Reviewed Date:** May 06, 2025 **What do you like best about SAS Viya?** The ease of usability and having various options starting from visual analytics to statistics at one place with several latest additions **What do you dislike about SAS Viya?** I do not dislike any feature of SAS Viya at this point. **What problems is SAS Viya solving and how is that benefiting you?** I do use it for both in teaching and research. In research, I specifically use it to data analysis and model building. I have also included the text analytics component and hoping to soon use it for event stream processing ### 47. Well-Organized, Versatile Platform with Powerful Built-In Features **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Utilities | Enterprise (> 1000 emp.) **Reviewed Date:** April 28, 2026 **What do you like best about SAS Viya?** The platform is well organized and versatile, with plenty of built-in features without feeling overly restrictive. It lets you ingest many different data types and structures without having to define every detail upfront. **What do you dislike about SAS Viya?** The amount of customization available can feel overwhelming, and it isn’t always obvious which option is recommended for my situation. **What problems is SAS Viya solving and how is that benefiting you?** It scales a small, bespoke analytics solution up to a global, enterprise level, with version control and active monitoring governance. ### 48. ExcellenAllin One solution Security, Access Control, and Performance **Rating:** 5.0/5.0 stars **Reviewed by:** Alfredo S. | Corporate Information Systems Manager, Enterprise (> 1000 emp.) **Reviewed Date:** July 14, 2026 **What do you like best about SAS Viya?** security all the access the perfo,mance very good and the proce **What do you dislike about SAS Viya?** customer service no personnal only bots because the ai not connect **What problems is SAS Viya solving and how is that benefiting you?** a lot of problems wiyh the commenication with the agente and new technology ### 49. User-Friendly Setup with Robust Machine Learning Capabilities **Rating:** 4.5/5.0 stars **Reviewed by:** Maria A. | Public Health Technician, Enterprise (> 1000 emp.) **Reviewed Date:** April 27, 2026 **What do you like best about SAS Viya?** I like how user-friendly SAS Viya is and how much is built into the machine learning pipelines. The initial setup was straightforward. **What do you dislike about SAS Viya?** I have trouble with moving facets in SAS Visual Analytics. It's not intuitive to drag items on the canvas. Make it easy drag and drop on the canvas in SAS Visual Analytics. **What problems is SAS Viya solving and how is that benefiting you?** I use SAS Viya for running machine learning models and dashboard building, solving my modeling and visualization needs. ### 50. Helpful SAS Viya Navigation for Viewing Errors and Datasets Together **Rating:** 4.0/5.0 stars **Reviewed by:** Nisha B. | Statistician, Enterprise (> 1000 emp.) **Reviewed Date:** July 07, 2026 **What do you like best about SAS Viya?** SAS Viya navigation is really helpful because it lets me view the error and the dataset together. **What do you dislike about SAS Viya?** Sometimes it’s very difficult to get the SAS code script. **What problems is SAS Viya solving and how is that benefiting you?** It helps me switch between two jobs more easily. ## SAS Viya Discussions - [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) - 2 comments - [View SAS Viya pricing details and edition comparison](https://www.g2.com/products/sas-sas-viya/reviews?page=2§ion=pricing&secure%5Bexpires_at%5D=2026-08-04+08%3A08%3A12+-0500&secure%5Bsession_id%5D=e4d966bf-408e-414b-acd6-8c157618dc81&secure%5Btoken%5D=9d9046d20f23ebdb98002f3450ebef6146c5f9da83e4d286c3a144e15335efae&format=llm_user) ## SAS Viya Integrations - [Apache Airflow](https://www.g2.com/products/apache-airflow/reviews) - [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews) - [Base SAS](https://www.g2.com/products/base-sas/reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - [Denodo](https://www.g2.com/products/denodo/reviews) - [EDB Postgres AI Database](https://www.g2.com/products/edb-postgres-ai-database/reviews) - [Esri ArcGIS](https://www.g2.com/products/esri-arcgis/reviews) - [GitHub Copilot](https://www.g2.com/products/github-copilot/reviews) - [Hadoop HDFS](https://www.g2.com/products/hadoop-hdfs/reviews) - [machine-learning in Python](https://www.g2.com/products/machine-learning-in-python/reviews) - [Microsoft Excel](https://www.g2.com/products/microsoft-excel/reviews) - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) - [Minitab Workspace](https://www.g2.com/products/minitab-workspace/reviews) - [Oracle Database](https://www.g2.com/products/oracle-database/reviews) - [pandas python](https://www.g2.com/products/pandas-python/reviews) - [Portworx Enterprise](https://www.g2.com/products/portworx-enterprise/reviews) - [PostgreSQL](https://www.g2.com/products/postgresql/reviews) - [Python](https://www.g2.com/products/python/reviews) - [SAP Adaptive Server Enterprise (ASE)](https://www.g2.com/products/sap-adaptive-server-enterprise-ase/reviews) - [SAS Enterprise Guide](https://www.g2.com/products/sas-enterprise-guide/reviews) - [SAS Studio](https://www.g2.com/products/sas-studio/reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) - [Visual Studio Code](https://www.g2.com/products/visual-studio-code/reviews) - [XGBoost](https://www.g2.com/products/xgboost/reviews) ## SAS Viya Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards **Data Source Access** - Breadth of Data Sources - Ease of Data Connectivity - API Connectivity **Data** - Data Processing - Data Sources - Integration - Real-Time Processing **Administration** - Data Modelling - Recommendations - Workflow Management - Dashboards and Visualizations **Administration** - Quality Control - Data Sampling - Collaboration **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **System** - Data Ingestion & Wrangling **Data Preparation** - Connectors - Data Governance **Financial Planning** - Extended Planning - Reporting - Integration **Management** - Data dictionary - Data Replication - Query Language - Data Modeling - Performance Analysis **Management** - Business Glossary - Data Discovery - Data Profililng - Reporting and Visualization - Data Lineage **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **Integration** - Data - Applications **Setup** - Integration - Maintenance - No-Code **Integration - Machine Learning** - Integration **Agentic AI - Accounting & Finance** - Autonomous Task Execution **Agentic AI - FP&A (Financial Planning & Analysis) ** - Proactive Assistance - Decision Making **Data Ingestion & Preparation - Low-Code Machine Learning Platforms** - Automatic Data Profiling & Quality Assessment - Multi‑Source Connector Support - Schema Drift / Change Detection **Statistical Tool** - Scripting - Data Mining - Algorithms **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training **Financial Insight** - Budgeting - Forecasting - Planning **Data Interaction** - Profiling and Classification - Metadata Management - Data Modeling - Data Joining - Data Blending - Data Quality and Cleansing - Data Sharing - Data Governance **Analytics** - Reporting & Analytics **Compliance** - Sensitive Data Compliance - Policy Enforcement - Compliance Monitoring **Capabilities** - Data Visualization - Survival Analysis - Risk Data Attributes - Cost Analysis **Management** - Cataloging - Monitoring - Governing - Model Registry **Model Development** - Feature Engineering **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending **Maintenance** - Data Migration - Backup and Recovery - Multi-User Environment **Security** - Access Control - Roles Management **Operations** - Metrics - Infrastructure management - Collaboration **Business Logic** - Authoring Business Logic - Testing Business Logic - Model Development **Data** - Security - Data Visualization **Learning - Machine Learning** - Training Data - Actionable Insights - Algorithm **Model Construction & Automation - Low-Code Machine Learning Platforms** - Guided Algorithm & Hyperparameter Recommendation - Code Extensibility - Automated Feature Engineering **Data Analysis** - Analysis - Data Interaction **Machine/Deep Learning Services** - Computer Vision - Natural Language Processing - Natural Language Generation - Artificial Neural Networks **Data** - Data Visualization - Data Analysis - Custom Reporting - Reporting Templates **Data Exporting** - Breadth of Integrations - Ease of Integrations - Data Workflows **Data Quality** - Data Preparation - Data Distribution - Data Unification **Methodology** - ANOVA Support - Regression - Time Series Analysis **Machine/Deep Learning Services** - Natural Language Understanding - Deep Learning **Security** - Data Encryption - User Access Control **Maintainence** - Data Quality Management **Management** - Cataloging - Monitoring - Governing **Management** - Catalog - Collaboration **Analysis** - Automation - Named entity recognition - Keyphrase Extraction - Topic Analysis - Sentiment Analysis - Language Identification - Syntax/Part of Speech Parsing **Decision Making** - Modeling - Data Visualizations - Report Generation - Data Unification **Deployment** - Managed Service - Application - Scalability **Status Communication** - Collaboration - Version Control - Real-Time Data Updates - Scorecards **Functionality** - Identification - Correction - Normalization - Preventative Cleaning - Data Matching **Analytics** - Impact analysis - Simulation **Customization** - Pre-Built Parameterization - Custom Extension - Compositionality **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling **Management** - Reporting - Automation - Quality Audits - Dashboard **Deployment** - Application Development - Integration **Agentic AI - Data Governance** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Decision Making **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Data Science and Machine Learning Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User Support **Agentic AI - Decision Management Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Advanced Analytics & Modeling - Analytics Platforms** - Data Modeling and Governance - Notebook and Script Integration - Built-in Predictive and Statistical Models **Agentic AI Capabilities - Analytics Platforms** - Auto-generated Insights and Narratives - Natural Language Queries - Proactive KPI Monitoring and Alerts - AI Agents for Analytical Follow-ups **Personalized Intelligence - Analytics Platforms** - Behavioral Learning for Contextual Query Refinement - Role-based Insight Personalization - Conversational and Prompt-based Analytics **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top SAS Viya Alternatives - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,328 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) - 4.6/5.0 (856 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.5/5.0 (712 reviews)