# 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:** 797
## 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 appreciate the **user-friendly interface** of SAS Viya, making data analysis accessible to all skill levels. (316 reviews)
- Users value the **robust analytics capabilities** of SAS Viya, enabling effective decision-making across various industries. (218 reviews)
- Users appreciate the **advanced analytics capabilities** of SAS Viya, enhancing decision-making and providing critical business insights. (196 reviews)
- Users value the **end-to-end data lifecycle tooling** of SAS Viya, enhancing business insights and predictive analysis capabilities. (166 reviews)
- Users appreciate the **user-friendly interface** of SAS Viya, which simplifies analytics for various technical skill levels. (147 reviews)
- Intuitive (145 reviews)
- Efficiency (143 reviews)
- Data Visualization (138 reviews)
- Insights (129 reviews)
- Users value the **high performance efficiency** of SAS Viya, noting its speed and effectiveness in handling large data sets. (127 reviews)

**What users dislike:**

- Users find SAS Viya **difficult for non-technical users** , struggling with navigation and overall user-friendliness. (151 reviews)
- Users find the **learning curve steep** , making it challenging for non-technical users to navigate and utilize SAS Viya effectively. (144 reviews)
- Users find the **visualization complexity** of SAS Viya challenging, especially for non-technical users and newcomers. (143 reviews)
- Users find the **difficult learning curve** of SAS Viya challenging, especially for new and non-technical users. (117 reviews)
- Users find the **expensive pricing** of SAS Viya to be a significant drawback, affecting initial engagement decisions. (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. Powerful & Transforming Data into Decisions—Effortlessly and Intelligently.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Venkatesh D. | SAS Administrator, Small-Business (50 or fewer emp.)

**Reviewed Date:** April 24, 2026

**What do you like best about SAS Viya?**

What I like best about SAS Viya is its powerful combination of advanced analytics and user-friendly interface. It allows both technical and non-technical users to work efficiently with data through its intuitive, cloud-based platform. The ability to handle large datasets quickly, along with built-in machine learning and AI capabilities, has significantly improved our decision-making process. I also appreciate the seamless integration with other tools and the flexibility it offers for customizing workflows. Overall, SAS Viya has made complex data analysis faster, more accessible, and more collaborative across teams.

**What do you dislike about SAS Viya?**

One downside of SAS Viya is that it can have a steep learning curve for new users, especially those without a strong analytics background. Additionally, the cost can be relatively high compared to other tools, and some advanced features require extra configuration, which can slow down initial setup.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya is solving the challenge of handling large, complex datasets and turning them into actionable insights quickly. Before using it, we struggled with slow processing and fragmented tools, but now we can perform advanced analytics, forecasting, and reporting in one unified platform. This has improved our decision-making speed, reduced manual effort, and increased overall efficiency across teams.

  ### 2. SAS Viya is a Powerful Analytics

**Rating:** 5.0/5.0 stars

**Reviewed by:** Deependra G. | Customer Support Engineer L2, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 18, 2025

**What do you like best about SAS Viya?**

I use SAS Viya for reporting tool data management, report generation, and fetching data fast. I appreciate that statistical modeling and reporting are combined into one platform, making it a unified analytics platform. The cloud-based architecture and scalability make SAS Viya my first choice for software. It eliminates the need for multiple tools and improves workflow efficiency, allowing users to move seamlessly from raw data to insights without switching systems. The platform delivers powerful analytics capabilities, strong performance, and excellent scalability for handling complex data workloads. Although the installation is a bit complex, the support team from SAS is fantastic and makes the process easy and smooth, making it feel like we're using premium software.

**What do you dislike about SAS Viya?**

The software can be expensive compared to open source analytics tools, making it less accessible for small businesses or startups with limited budgets. Complex installation and maintenance.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya simplifies data management and integration, ensuring accuracy with real-time data. It streamlines reporting and analytics tasks, eliminating tool-switching to improve workflow efficiency.

  ### 3. A Powerful and Modern Platform for Advanced Analytics and Teaching

**Rating:** 4.5/5.0 stars

**Reviewed by:** Amir B. | Statistical Consultant and Graduate Instructor, Ontario Agricultural College, University of Guelph, Enterprise (> 1000 emp.)

**Reviewed Date:** February 25, 2026

**What do you like best about SAS Viya?**

What I like best about SAS Viya is how it combines the strength and reliability of traditional SAS with a modern, flexible environment. I appreciate the cloud-based structure, which makes it easier to access projects from different locations, and the integration of visual analytics with coding in SAS and Python. The interface is clean and intuitive, but still powerful enough for advanced modeling, including mixed models and large datasets. It feels scalable, efficient, and well-suited for both teaching and research environments.

**What do you dislike about SAS Viya?**

While SAS Viya is powerful, the transition from traditional SAS 9.4 can sometimes feel challenging, especially when certain procedures or workflows do not behave exactly the same way. Some advanced features require additional configuration or licensing, which can limit access depending on the setup. In addition, for new users, the interface and ecosystem can feel a bit overwhelming at first, particularly when navigating between different applications (e.g., Visual Analytics, Model Studio, programming). A smoother learning curve and clearer guidance for users migrating from earlier SAS versions would be helpful.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps solve the challenge of analyzing large, complex datasets efficiently while maintaining reproducibility and transparency. It provides scalable computing power, which is especially valuable when working with mixed models, high-dimensional data, or collaborative research projects. The integration of visual tools with programming also streamlines the workflow from data management to modeling and reporting. For me, this improves efficiency in both research and teaching, allowing me to demonstrate advanced methods clearly while handling real-world datasets more effectively.

  ### 4. Insightful AML Tool with Seamless Integration

**Rating:** 5.0/5.0 stars

**Reviewed by:** Curtis C. | Freelance Consultant, Small-Business (50 or fewer emp.)

**Reviewed Date:** May 04, 2026

**What do you like best about SAS Viya?**

I find SAS Viya clean and simple to understand. I like how it allows us to integrate the SAS AML features, making it possible to provide seamless, agent-accessible data representing customers' banking details. The integration is valuable because it brings rules, advanced analytics, and case management together on a single cloud-native platform, allowing organizations to detect financial crime more accurately and efficiently while being regulator ready.

**What do you dislike about SAS Viya?**

Navigating clients and all their sub-categories can get a little busy. Also, the initial setup is a bit intricate and can be harder for those who are not technically inclined. A better menu presentation or a menu that provides options on what I would like to see could improve the navigation.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya provides deeper insights into AML data and client transactions, with a dashboard for visual representation. Integrating SAS AML features allows seamless access to customer banking details on a cloud-native platform, improving financial crime detection and regulatory readiness.

  ### 5. Versatile Analytics Tool with a Few Scalability Concerns

**Rating:** 3.5/5.0 stars

**Reviewed by:** SAURABH R. | Enterprise (> 1000 emp.)

**Reviewed Date:** October 23, 2025

**What do you like best about SAS Viya?**

I like SAS Viya's low code, no code interface because it allows people who don't know how to code to pretty much do everything. You can create dashboards, models from scratch, and data pipelines. It gives you the option to either code or use drag and drop. As a non-tech person, you can do almost anything you want on SAS Viya without ever writing code. That's something very unique.

**What do you dislike about SAS Viya?**

In my experience, when we tried to create reports which are quite extensive on SAS Viya, they tend to slow down a bit and get laggy, making me feel they're not that scalable. If the data keeps increasing, it might not scale as much as we want it to. I also have a complaint with SAS Intelligent Planning; the user interface is quite outdated and configuring it is complicated. The learning curve is quite steep, especially in today's age where tools are expected to be intuitive and easy to adapt. Additionally, installing SAS Viya can be complicated, with potential issues during installation and configuration.

**What problems is SAS Viya solving and how is that benefiting you?**

I use SAS Viya for creating data pipelines, dashboards, and predictive models. It provides end-to-end data capabilities and offers a low code, no code interface, empowering non-tech people to build models and reports without writing code.

  ### 6. Powerful, User-Friendly Analytics with an Intuitive Drag-and-Drop Interface

**Rating:** 4.5/5.0 stars

**Reviewed by:** Afifa J. | Student, Small-Business (50 or fewer emp.)

**Reviewed Date:** April 29, 2026

**What do you like best about SAS Viya?**

SAS Viya is a powerful yet user-friendly analytics platform that I genuinely enjoy working with. Its intuitive drag-and-drop interface makes building and running models straightforward, even without heavy coding knowledge.

**What do you dislike about SAS Viya?**

One drawback of SAS Viya is that the font size can be extremely small, making it difficult to read and navigate the interface comfortably. The platform can also feel overwhelming at first due to the sheer number of features and options available, which can be challenging for new users to get used to. Additionally, it can be slow to load at times, which interrupts the workflow when working on larger projects.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya has been really beneficial in simplifying complex data tasks. It helps me easily visualise data through clear charts and graphs, making patterns and trends much easier to identify. It has also made data analysis more straightforward and efficient, allowing me to draw meaningful insights quickly.

  ### 7. Fast Data Analysis, but Clunky Interface

**Rating:** 4.0/5.0 stars

**Reviewed by:** Shihab S. | Engineering Trainer, Mechanical or Industrial Engineering, Small-Business (50 or fewer emp.)

**Reviewed Date:** April 24, 2026

**What do you like best about SAS Viya?**

I like that SAS Viya was able to really analyze thousands and thousands of data in a very short time, which I think is pretty useful because I would like to work with governments and bigger organizations that have huge amounts of data. SAS Viya was able to analyze them very quickly and at a very reasonable time. It's really important that we're able to take in that data and analyze it because other software isn't as fast. They struggle with large amounts of data, but SAS Viya was able to analyze those data in a very short time.

**What do you dislike about SAS Viya?**

I felt like the SAS Viya interface was not very user-friendly in terms of finding files. It's very clunky compared to industry standards like Google products. It was difficult to locate folders and files, and we needed multiple training sessions just for the basics, which should be easily accessible for tech people. Also, the initial setup felt daunting and required watching multiple videos. As someone tech-savvy, I find this not very user-friendly. It scared me away initially, and I might not have returned if not for work obligations. There is a bit of an initial learning curve, making it a bit difficult to get started.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps analyze huge volumes of health data quickly, identifying crucial age groups needing support. It processes large datasets faster than other software, saving time.

  ### 8. Powerful, Cloud-Based Analytics Platform with Scalable ML and Visualization

**Rating:** 4.0/5.0 stars

**Reviewed by:** John M. | Medical, Enterprise (> 1000 emp.)

**Reviewed Date:** February 06, 2026

**What do you like best about SAS Viya?**

What I like best about SAS Viya is that it combines powerful data analytics, machine learning, and visualization into one modern, cloud-based platform. It allows users to process large datasets quickly using scalable computing while supporting multiple programming languages like SAS, Python, and R, which makes collaboration easier across teams. I also like that it integrates the entire analytics workflow from data preparation to model deployment and monitoring into a single system, helping organizations work more efficiently while maintaining strong data governance and security.

**What do you dislike about SAS Viya?**

One potential downside of SAS Viya is that it can have a steep learning curve, especially for users who are new to SAS or enterprise analytics platforms. The cost of licensing and implementation can also be high compared with some open-source alternatives, which may limit accessibility for smaller organizations. Additionally, while Viya supports multiple programming languages, some advanced customization can still feel more seamless within the SAS ecosystem, which may reduce flexibility for teams that primarily work in open-source environments.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya solves the challenge of managing and analyzing large, complex datasets efficiently while streamlining the entire analytics workflow in one platform. It helps by reducing the need to switch between multiple tools for data preparation, modeling, and deployment, which improves productivity and collaboration across teams. The platform’s scalable, cloud-based computing allows analyses to run faster and handle larger datasets, leading to quicker insights and better decision-making. For my medical projects, I needed quick and reliable statistical analyses, and SAS consistently provided accurate, reproducible results. Additionally, its built-in governance and model monitoring help ensure reliability, transparency, and compliance, which supports consistent and trustworthy outcomes.

  ### 9. Powerful Analytics Platform for Enterprise Risk and Financial Modeling

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.)

**Reviewed Date:** April 23, 2026

**What do you like best about SAS Viya?**

SAS Viya offers a robust and modern platform for advanced analytics and modeling. The interface is clean and relatively intuitive, especially for users familiar with analytics tools, although its proprietary programming language involves a learning curve.

I also appreciate that SAS Viya can connect with multiple data sources and platforms, making it highly flexible for enterprise environments and compatible with existing data ecosystems.

Regarding performance, the platform is highly efficient, comparable to leading providers, particularly when handling millions of records. Its cloud-based architecture enables scalability and faster processing compared to traditional SAS 9.

Although it is an expensive product, it provides reliable support, especially for regulated organizations.

Finally, SAS Viya stands out for its strong machine learning and AI capabilities. It also offers specialized products for predictive modeling, risk modeling, and both batch and real-time scoring.

Overall, SAS Viya is a comprehensive and powerful platform, well-suited for large organizations.

**What do you dislike about SAS Viya?**

One of the main drawbacks is its high cost, which makes it less accessible for small organizations. In our case, it is only used at the group´s headquarters due to budget constraints.

I also find that the training and certification courses are still quite expensive. Making them more accessible would help promote the development of skilled professionals.

Additionally, some essential features, such as connectors to other databases, are offered as add-ons that require additional licensing costs, which increases the overall investment.

Finally, I find the CASL language challenging, as it has a steeper learning curve compared to the traditional macro-based SAS language.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps centralize financial calculations and risk indicators required by regulators into a single platform. Previously, these processes were handled using multiple tools, which made them more complex and less efficient.

It also significantly improves time-to-production, as everything is integrated within the same platform. This reduces deployment times and streamlines the overall workflow.

  ### 10. SAS Viya: Cloud-Native, High-Performance Analytics with Flexible Language Support

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sachin M. | Biostatistician, Enterprise (> 1000 emp.)

**Reviewed Date:** February 05, 2026

**What do you like best about SAS Viya?**

What I like most about SAS Viya is its cloud-native architecture and strong performance. It enables faster data processing through in-memory analytics, supports Python, R, and SQL alongside SAS, and offers convenient access via a web-based interface. Overall, these capabilities make analytics more scalable, collaborative, and flexible than in traditional SAS environments.

**What do you dislike about SAS Viya?**

What I dislike about SAS Viya is its steeper learning curve, particularly for users who are new to cloud environments. Migrating from SAS 9 can be complex, and the administration and licensing costs can be high. In addition, some traditional SAS features behave differently in Viya, which may require adaptation, retraining, and extra time to adjust.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya addresses common challenges in traditional analytics platforms, such as scalability limits, slow processing, and restricted integration options. It enables faster in-memory analytics, supports large and complex datasets, and integrates smoothly with Python, R, and cloud environments.

For me, this translates into shorter run times, better collaboration, and a more efficient way to work on modern analytics tasks, including clinical and biostatistical workflows.

  ### 11. Great Macro Language,  Hard-to-Look Interface but Outdated Interface,

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Consulting | Small-Business (50 or fewer emp.)

**Reviewed Date:** February 06, 2026

**What do you like best about SAS Viya?**

A macro language with a simple, straightforward syntax that stays easy to work with, even at more advanced levels. Keeping code and other features—like dashboarding and environment control—in one place makes it easier to manage complex scenarios and improves overall usability.

Performance is good—certainly toward the higher end of the speed spectrum for statistical programming.

**What do you dislike about SAS Viya?**

The logs are often vague and not very helpful. Across most products, the interface is unpleasant to look at and feels outdated, and the code text is frequently too small to read comfortably. Support and documentation could be better as well. Python integration is fairly middle-of-the-road and seems to depend heavily on having access to admin commands, since installing new libraries can be difficult.

**What problems is SAS Viya solving and how is that benefiting you?**

Statistics are still the strong point, and data processing is also a major strength. That said, it isn’t always the simplest when it comes to writing code for certain tasks, such as joins or text-based analysis.

  ### 12. Easy Setup, Excellent Learning Pathways

**Rating:** 3.5/5.0 stars

**Reviewed by:** sahar z. | Small-Business (50 or fewer emp.)

**Reviewed Date:** April 21, 2026

**What do you like best about SAS Viya?**

I use SAS Viya to learn machine learning training with and without code. I appreciate the SAS Viya Learner, which offers workshops, a platform, and datasets to learn and try things simultaneously. I like the simplicity of using the app and the workshops that help me to learn the ideas. The pathways in the workshops are particularly beneficial in guiding me towards my professional goals. Also, setting up the environment was pretty easy.

**What do you dislike about SAS Viya?**

I think starting something new can be tough because you're often biased against learning new things. It happened to me with SAS too, and at first, I questioned why I needed it. Also, I think there should be separate paths for people who are already in this field and those who are new, with different workshops for each group.

**What problems is SAS Viya solving and how is that benefiting you?**

I use SAS Viya to learn ML training both with and without code, finding simplicity in the app and helpful workshops for understanding professional goals.

  ### 13. Effortless Interactive Dashboards with Real-Time, AI-Powered Insights

**Rating:** 5.0/5.0 stars

**Reviewed by:** Janick N. | Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** May 15, 2026

**What do you like best about SAS Viya?**

I like how easily it transforms raw data into interactive dashboards and visualizations. It also lets me build interactive dashboards and get AI-powered insights without a complex setup. I especially appreciate that we can create calculated columns and metrics, and that everything can stay up to date with real-time data.

**What do you dislike about SAS Viya?**

SAS offers comprehensive data preparation capabilities, with a clear focus on handling large volumes of data. I honestly don’t have anything negative to say. Features like chat and AI-powered search make reports easier to understand, and they’re genuinely useful for users.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS analytics tools have improved our employees’ efficiency. We use them for data visualization, and the dashboards are fast and highly responsive. This helps us spot patterns and trends more quickly, and it also makes it easier to identify what works and what doesn’t.

  ### 14. SAS Viya - A powerful and performant tool for analytics and modeling

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.)

**Reviewed Date:** March 12, 2025

**What do you like best about SAS Viya?**

SAS Viya is designed to work smoothly with open-source technologies and standards, which makes it easier to integrate into existing systems and workflows. As a result, organizations can continue to leverage their current investments in tools and infrastructure while also taking advantage of SAS Viya’s advanced analytics capabilities.

From an enterprise perspective, it also stands out for secure cloud integration, strong connectivity options, Git integration in SAS Studio, and capabilities that fit modern architecture and DevOps practices.

**What do you dislike about SAS Viya?**

It’s expensive, so you really need to look at the total cost of ownership (TCO) rather than focusing only on the upfront costs. When you evaluate it that way, make sure you also weigh the value SAS Viya provides.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya improves the agility of analytic talent by enabling analysts to work more efficiently and effectively. This is a meaningful, material improvement that can be quantified, and it helps justify investments in SAS.

  ### 15. Effective Data Analysis, Challenging Setup but Worthwhile

**Rating:** 3.5/5.0 stars

**Reviewed by:** Nicholas S. | Manager - ML Ops, Enterprise (> 1000 emp.)

**Reviewed Date:** April 28, 2026

**What do you like best about SAS Viya?**

I like that our Kubernetes deployment with SAS Viya makes it easier to address issues without impacting other aspects of the environment. I find ESP valuable due to our scale of time series data, and Intelligent Decisioning has allowed us to enhance alerting logic while increasing reliability.

**What do you dislike about SAS Viya?**

The out-of-the-box observability tools are sufficient, but we find ourselves needing to do a lot to get basic alerts set up. Some suggested alerts to start with would be great. I hear the initial setup was quite tough. I believe the conversion of SAF ESP models was the real challenge.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps us analyze process and commercial data, identifying process deviations and vibration anomalies. With Kubernetes deployment, we resolve issues without affecting our environment. ESP handles our scale of time series data, and Intelligent Decisioning improves alerting logic and reliability.

  ### 16. SAS Viya in the Cloud: Dramatic Performance Gains for Long-Running Code

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Insurance | Small-Business (50 or fewer emp.)

**Reviewed Date:** February 09, 2026

**What do you like best about SAS Viya?**

Previously, we were using SAS 9.4 and ran into performance issues. One of the actuaries in our department was especially concerned because their code was taking more than 24 hours to finish. After moving to SAS Viya, that same code now completes in about 3 to 4 hours. Because our environment is hosted in the cloud, we see this as the primary driver behind the performance improvement.

**What do you dislike about SAS Viya?**

Since the environment is hosted by SAS, whenever we need to create a new user account, we have to submit a request to the SAS team to take care of it. In the same way, we don’t have direct access to storage, which makes it harder to investigate administrative issues or carry out admin-level tasks on our own. Also, because SAS Viya is browser-based, when there’s a network drop it can be difficult to tell whether the problem is on the SAS side or on our network, especially when we’re fetching data from the database.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps us automate and manage our daily operations efficiently. We send more than 1,000 emails to our stakeholders every day, and SAS Viya handles this process smoothly within our morning time window. Its processing speed is another major advantage. In addition, for actuarial work, SAS Viya supports models such as GLM, which are very helpful and easy for users to work with.

  ### 17. SAS Viya Review: A Powerful Platform

**Rating:** 4.5/5.0 stars

**Reviewed by:** Aarsh B. | Technical officer, Mid-Market (51-1000 emp.)

**Reviewed Date:** January 08, 2026

**What do you like best about SAS Viya?**

SAS Viya provides a unified, cloud‑native platform that combines advanced analytics and AI tools with strong flexibility for both coders and non‑technical users. It simplifies data preparation and visualization, integrates smoothly with existing systems, and supports tasks ranging from quick exploration to complex modeling. Its machine learning and governance features ensure enterprise‑level trust and transparency, while fostering accessibility and collaboration across teams. The onboarding process was seamless, and the supportive trainer enhanced the overall experience.

**What do you dislike about SAS Viya?**

While SAS Viya stands out as a robust analytics platform, it does come with a number of challenges. The cost can be a significant barrier for smaller teams, especially when compared to open-source options. The interface is generally user-friendly, but accessing and mastering advanced features often involves a steep learning curve, particularly for those new to SAS. Although integration with Python and R is available, it can feel unwieldy at times, and the platform's performance may fluctuate depending on the specific cloud environment. Additionally, the documentation sometimes lacks depth for more complex troubleshooting, which can make SAS Viya less suitable for organizations that prioritize flexibility and cost-effectiveness.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya unifies data preparation, analysis, and visualization into a single platform, eliminating the need to juggle multiple tools or teams. This integration enables faster reporting, smoother collaboration, and greater confidence in results. Automation reduces manual effort, while cloud scalability ensures long‑term relevance. Overall, the platform streamlines workflows and makes advanced analytics more accessible and efficient.

  ### 18. Fast and Powerful Analytics Platform

**Rating:** 4.5/5.0 stars

**Reviewed by:** Mahmoud H. | DevOps, Mid-Market (51-1000 emp.)

**Reviewed Date:** November 25, 2025

**What do you like best about SAS Viya?**

What I like best about SAS Viya is its strong performance, fast processing, and how easily it integrates with cloud platforms. It supports advanced analytics and makes teamwork easier by keeping everything in one place

**What do you dislike about SAS Viya?**

What I dislike about SAS Viya is that it can be complex to configure, and it requires strong technical skills to manage in large environments

**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 me work faster by keeping data preparation, reporting, and machine learning in one platform. This reduces complexity and improves overall efficiency

  ### 19. SAS Viya Useful for Statistical Analyses and Great platform for Big Data Analysis

**Rating:** 5.0/5.0 stars

**Reviewed by:** Pramod P. | Biostatistician and SAS programmer , Pharmaceuticals, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 14, 2024

**What do you like best about SAS Viya?**

Currently, I am working as a Statistical SAS programmer. I mostly needful for SAS software. Our organization highly appreciated sas due to its high security. time orientation inbuilt output. Less coding as compared to other softwares. It is so easy and fast running process software. I love most statistical sas software and joyful for my job.

**What do you dislike about SAS Viya?**

My experience says that, we didn't dislike anything about sas because we mostly used sas viya and nun of any error fond it. It's customer care service highly appreciated so, we love it.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS viya solved our problems like most timely delevery to market. Good graphical presentation. It's table, listing and figures well and so accurate. It solved complex statistical techniques and many more statistics coverd in proc steps. It is so easy to our calculations part.

  ### 20. Fresh Lessons and New Perspectives with Every Challenge

**Rating:** 5.0/5.0 stars

**Reviewed by:** Jamela A. | Admin Assistant, Small-Business (50 or fewer emp.)

**Reviewed Date:** April 11, 2026

**What do you like best about SAS Viya?**

There's a lot to learn, it's not about the challenges and the rewards that we can get, but it is more about the lesson or new idea and perspective that we can get after finishing a task or challenges.

**What do you dislike about SAS Viya?**

Maybe, about how limited the challenges is, and some of the challenges is  a bit hard but it's fine.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps solve the hassle of dealing with scattered data tools and unclear AI decisions by bringing everything into one platform, making it easier for me to analyze data, trust the result, and make faster,more confident decisions.

  ### 21. Powerful Data Insights, Needs Better Compatibility

**Rating:** 4.0/5.0 stars

**Reviewed by:** Alhussien N. | DevOps Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** October 23, 2025

**What do you like best about SAS Viya?**

I like how SAS Viya can integrate with other systems and show dashboards. I appreciate the great things it can do with data, like creating charts, AI models, and data indexing. These features help us a lot with taking decisions and with many other things.

**What do you dislike about SAS Viya?**

I have issues with compatibility with other applications when using SAS Viya.

**What problems is SAS Viya solving and how is that benefiting you?**

I use SAS Viya to integrate with other systems and show dashboards. It helps us a lot with taking decisions, making great things with data like charts, AI models, and data indexing.

  ### 22. Scalable, Stable, and Speedy Analytics Platform

**Rating:** 4.5/5.0 stars

**Reviewed by:** Venkata Bhaskar G. | A, Small-Business (50 or fewer emp.)

**Reviewed Date:** May 04, 2026

**What do you like best about SAS Viya?**

I use SAS Viya as an enterprise analytics and AI platform to build and deploy models for risk management and fraud detection. I like the enterprise data governance capabilities and the scalability, speed, stability, and support it offers. SAS Viya enables large-scale data processing, regulatory reporting, and faster model governance. I also appreciate its enterprise-friendly nature and the fact that it's easier to set up than traditional SAS.

**What do you dislike about SAS Viya?**

I find SAS Viya could be more user-friendly for non-technical users. The UI simplicity and ease of onboarding could be improved compared to cloud native analytic tools.

**What problems is SAS Viya solving and how is that benefiting you?**

I use SAS Viya for building models for risk management, fraud detection, and handling regulatory complexities. It enables large-scale data processing and faster model governance.

  ### 23. Integrated Ecosystem, but Greater Flexibility is Needed

**Rating:** 4.0/5.0 stars

**Reviewed by:** Ilaria A. | Enterprise (> 1000 emp.)

**Reviewed Date:** April 24, 2026

**What do you like best about SAS Viya?**

I like the integrated ecosystem of SAS Viya. I appreciate how the ecosystem connects SAS Enterprise Guide or SAS Studio with CAS, allowing me to take the dataset from CAS and immediately create charts with Viya. It is a great addition to the package of programs we use.

**What do you dislike about SAS Viya?**

I don't like the rigidity and having to create custom charts even for simple things, like a histogram or a line chart, where only one variable can be placed on the axes. I believe it's necessary to add flexibility and simplify some processes and layouts.

**What problems is SAS Viya solving and how is that benefiting you?**

I use SAS Viya to create dashboards with data automatically updated weekly, using value boxes and rules to determine factors. I appreciate the integrated ecosystem with Enterprise Guide and SAS Studio to quickly make charts.

  ### 24. User-Friendly Low-Code/No-Code Functionality That Delivers

**Rating:** 5.0/5.0 stars

**Reviewed by:** Tushar S. | Team Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** April 15, 2026

**What do you like best about SAS Viya?**

Low code no code functionality and user friendly interface

**What do you dislike about SAS Viya?**

It usually takes heavy infrastructure to setup the environment, if we can reduce that then it would be helpful for customers. I mean even for bare minimum infra it is too much of a cost

**What problems is SAS Viya solving and how is that benefiting you?**

We solve multiple problems for our customers as we are SAS partners, for example implement SAS AML and making bank to comply with RBI policies. Another one is creating golden records for state level citizen datahub. There so many more.

  ### 25. Powerful, Scalable Analytics with User-Friendly Cloud Integration

**Rating:** 4.5/5.0 stars

**Reviewed by:** Osama H. | DevOps Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 01, 2025

**What do you like best about SAS Viya?**

What I like best about SAS Viya is its ability to combine powerful analytics with a modern, cloud-native architecture.
It provides a unified platform where data preparation, machine learning, reporting, and model deployment all happen in one place. The scalability is excellent because it runs on Kubernetes, which makes it easy to handle large workloads and integrate with existing cloud environments.

I also appreciate how user-friendly it is for both technical and non-technical users — from data scientists who prefer coding to business users who rely on visual interfaces. This combination of flexibility, performance, and ease of collaboration is what really stands out.

**What do you dislike about SAS Viya?**

While SAS Viya is a powerful analytics platform, there are a few areas that could be improved:

High learning curve: Some advanced features can feel complex for new users, especially those without prior SAS experience.

Cost and licensing model: Viya can be relatively expensive for organizations with limited budgets.

Resource consumption: The platform can be heavy on infrastructure resources, which requires strong hardware or cloud capacity.

User interface complexity: Although it has improved over time, some parts of the UI can still feel less intuitive compared to newer analytics tools.

Integration challenges: Integrating Viya with certain external systems or custom pipelines sometimes requires additional effort.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps unify data processing, analytics, and machine learning in one platform. It solves the problem of having scattered tools by providing a single environment where teams can access data, run models, share results, and deploy analytics faster. This improves productivity, reduces manual work, and ensures consistent, reliable insights.

  ### 26. Efficient Analytics Tool with Intuitive Interfaces

**Rating:** 4.5/5.0 stars

**Reviewed by:** YOOJUNG P. | Marketing Executive

**Reviewed Date:** February 15, 2026

**What do you like best about SAS Viya?**

I appreciated SAS Viya's straightforward approach in providing detailed keyword and sentiment analysis, as well as its ability to show correlations between keywords. I loved the term map and sentiment analysis features because they show correlations between all keywords and classify them which is very helpful. I also found the data it provided to be clear, making it easy to identify trends. Another feature I liked was the flexibility to use both visual and programming interfaces, particularly with R, allowing me to customize categories for analysis. Additionally, the initial setup was easy, and the examples provided were clear.

**What do you dislike about SAS Viya?**

It's just that there are some codes that require more rules and they are not specified in description pages. It would be nice if the examples could be expanded.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps me analyze large datasets, offering detailed sentiment and keyword analysis. It gives clear data and trends with features like term map, showing keyword correlations while allowing customization using visual and programming interfaces like R.

  ### 27. Cloud-Native Powerhouse for Advanced Analytics

**Rating:** 4.0/5.0 stars

**Reviewed by:** Rena P.

**Reviewed Date:** February 13, 2026

**What do you like best about SAS Viya?**

I particularly like SAS Viya's cloud native architecture and scalability, enabling seamless integration of data preparation, advanced analytics, and machine learning within a single platform. The user-friendly UI combined with powerful statistical capabilities makes it efficient for both technical users and business stakeholders. I appreciate its strong governance, model management, and deployment capabilities, which make transitioning from development to production very smooth and reliable.

**What do you dislike about SAS Viya?**

I believe while SAS Viya is a very powerful analytics platform, there is still room for improvement in terms of ease of onboarding and cost structure. The learning curve can be steep for new users, especially when transitioning from open-source ecosystems like Python. Additionally, deeper integration and flexibility with certain third-party tools, and more streamlined UI workflows, could further enhance the product's usability. Also, expanding community resources and documentation would be helpful for smoother adoption for smaller teams.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya solves challenges in large-scale data processing and model deployment, streamlining data preparation, reducing manual analysis time, and enabling scalable workflows. It enhances collaboration through centralized management and accelerates decision-making with efficient insights from complex data.

  ### 28. 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.

  ### 29. 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.

  ### 30. 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.

  ### 31. 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.

  ### 32. SAS Viya: Powerful AI & Data Analysis with Seamless Integrations

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Hospital & Health Care | Small-Business (50 or fewer emp.)

**Reviewed Date:** October 24, 2025

**What do you like best about SAS Viya?**

SAS Viya is one of the most powerful software application in this era that is emerging with data analysis and AI. Its has highly sophisticated features compared to the other open source platforms such as Azure data bricks with integrations with open source languages such as Python and R and the built in SAS programming make it easy for the SAS developers and the GenAI features of Viya copilot has a accelerated growth for a team and organizations.

**What do you dislike about SAS Viya?**

SAS Viya has high licensing cost due to its offering method of including all the products with in the license so even if the users are not using a product with in the license they end up paying for it or they have to pay for the entire package of products which ends up having a huge licensing cost for  a single user.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya provides all the applications for a machine data analyst in a single platform that solves the problems of compatibility during the entire lifecycle of data analysis.

  ### 33. 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.

  ### 34. SAS Viya: Scalable, In-Memory Analytics with Smooth Python and R Integration

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Consulting | Small-Business (50 or fewer emp.)

**Reviewed Date:** April 23, 2026

**What do you like best about SAS Viya?**

What I appreciate most about SAS Viya is how it brings together data management, advanced analytics, and governance in a single, scalable platform. The in-memory processing really makes a difference when working with large datasets, and the integration with open-source tools like Python and R is much smoother compared to older SAS environments. It also feels much more flexible in terms of deployment (cloud, hybrid), which is important in real-world enterprise setups.

**What do you dislike about SAS Viya?**

One downside is the relatively high cost, especially for smaller teams. Also, some features can feel complex or less intuitive at first, requiring time and experience to fully leverage.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya helps address fragmented data workflows by centralizing data preparation, governance, and advanced analytics in one platform. From a consulting perspective, this reduces time spent stitching together tools and allows me to deliver end-to-end solutions faster, with better traceability and compliance for clients.

  ### 35. 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.

  ### 36. Powerful Analytics Platform with Robust Features, But Setup Can Be Complex

**Rating:** 3.5/5.0 stars

**Reviewed by:** Ramy B. | 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 its modern, cloud-native architecture built on Kubernetes, which makes it scalable, flexible, and easy to deploy across different environments. It provides a unified platform that integrates data management, analytics, AI, and visualization in one place, allowing users to move seamlessly from data preparation to model deployment. I also appreciate its multi-language support for SAS, Python, and R, enabling collaboration between different teams, along with its intuitive web-based tools like SAS Studio and Visual Analytics. Additionally, Viya offers strong governance, enterprise-grade security, and high-performance in-memory processing through CAS, making it both powerful and user-friendly for a wide range of analytics workloads.

**What do you dislike about SAS Viya?**

What I dislike about SAS Viya is that it can be quite resource-intensive, requiring significant CPU, memory, and storage to run smoothly, especially in large-scale environments. The installation and upgrade process can also be complex, often involving multiple services and dependencies that need careful coordination. Additionally, troubleshooting issues sometimes requires deep knowledge of both SAS components and the underlying infrastructure, which can make problem resolution time-consuming. Some users may also find the interface and integration with third-party tools less intuitive compared to newer, lightweight analytics platforms.

**What problems is SAS Viya solving and how is that benefiting you?**

SAS Viya is solving the problem of managing, analyzing, and visualizing large volumes of data efficiently across different environments. It provides a unified platform for data integration, advanced analytics, and machine learning, which helps streamline workflows and reduce the complexity of moving between tools. By enabling collaboration between data scientists, analysts, and business users, SAS Viya improves productivity and decision-making. Its scalability and ability to run on cloud or on-premises infrastructure also allow organizations to handle growing data demands with flexibility and performance.

  ### 37. 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.

  ### 38. 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.

  ### 39. 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.

  ### 40. Power, Precision, and Price: A Deep Dive into SAS.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Shikat Das . | 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.

  ### 41. 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.

  ### 42. 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.

  ### 43. 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.

  ### 44. Comprehensive Data Solution with Powerful Visual Analytics

**Rating:** 5.0/5.0 stars

**Reviewed by:** Naman B. | Statistician, Mid-Market (51-1000 emp.)

**Reviewed Date:** October 27, 2025

**What do you like best about SAS Viya?**

What I appreciate most about SAS Viya is its visual analytics and the ability to create custom data steps within the develop and code section. It feels like a comprehensive package for managing and streaming data in the most effective way. The interactive dashboards are impressive, and the new SAS Viya truly serves as a one-stop solution for working with data and now days using SAS Viya, data visualization is become so easy that even a beginner can operate it very well.

**What do you dislike about SAS Viya?**

One aspect I did not like about SAS Viya is that it provides so many options and applications, which can be confusing for beginners trying to operate the platform.

**What problems is SAS Viya solving and how is that benefiting you?**

Previously, I was working with SAS 9.4, but after switching to SAS Viya, I've found that I can now multitask more efficiently. SAS Viya has unlocked a lot of potential in terms of data processing and visualization, making it much easier for end users to improve and present their data. These capabilities were not as readily available in SAS 9.4.

  ### 45. 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.

  ### 46. 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.

  ### 47. 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.

  ### 48. 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.

  ### 49. 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.

  ### 50. 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


## 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) - 1 comment

- [View SAS Viya pricing details and edition comparison](https://www.g2.com/products/sas-sas-viya/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-17+13%3A14%3A45+-0500&secure%5Bsession_id%5D=3073ed1e-1f2e-4e0d-af48-a6d5824a4704&secure%5Btoken%5D=bd94b6d36c44f781ccec4bc869720695c85e02eb6390241464dfb76ed4e8a5c5&format=llm_user)
## SAS Viya Integrations
  - [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews)
  - [Base SAS](https://www.g2.com/products/base-sas/reviews)
  - [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews)
  - [Databricks](https://www.g2.com/products/databricks/reviews)
  - [Denodo](https://www.g2.com/products/denodo/reviews)
  - [EDB for PostgreSQL](https://www.g2.com/products/edb-for-postgresql/reviews)
  - [Esri ArcGIS](https://www.g2.com/products/esri-arcgis/reviews)
  - [Git](https://www.g2.com/products/git/reviews)
  - [Hive](https://www.g2.com/products/hive/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/ACCESS Interface to Impala](https://www.g2.com/products/sas-access-interface-to-impala/reviews)
  - [SAS Data Integration Server](https://www.g2.com/products/sas-data-integration-server/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)
  - [VMware Greenplum](https://www.g2.com/products/vmware-greenplum/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 (744 reviews)
  - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.6/5.0 (686 reviews)
  - [Alteryx](https://www.g2.com/products/alteryx/reviews) - 4.6/5.0 (651 reviews)

