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XML code examples that use SAS Event Stream Processing (ESP) to process real-time streaming data

SAS Event Stream Processing Studio Examples

Transform operational workflows by embedding SAS Visual Analytics dashboards directly into existing applications. Using the SAS Visual Analytics SDK, the integration enables users to access advanced analytics alongside real-time operational data.

Embedding SAS Visual Analytics Insights Into Your Operational Apps

firsthand account of adopting SAS Viya Workbench. The presentation walks through the process of setting up the workbench via the AWS Marketplace, customizing the CloudFormation template, and optimizing the environment for real-world use.

Setting Up and Using SAS Viya Workbench for the First Time

Demonstration of transitioning from an on-premises credit scoring system to a cloud-based solution using SAS Viya on Microsoft Azure, using Python.

Real-Time Credit Decisions in the Cloud With SAS Viya and Python

This session showcases how SAS Data Maker enables the generation of realistic synthetic data to support analytics and AI development—especially in scenarios where real data is limited, inaccessible, or incomplete.

Make a Difference With SAS Data Maker

This session from SAS Innovate 2025 explores the intersection of theory and practice in AI governance. It demonstrates how organizations can address today’s most pressing AI risks while fostering responsible innovation.

Data Ethics and AI Governance

This session introduces users to SAS Viya Workbench and demonstrates how to configure and begin using the platform, which supports both SAS and Python code through familiar interfaces like Visual Studio Code and Jupyter Notebook.

Getting Started With SAS Viya Workbench Including Configuration

This interactive session from SAS Innovate 2025 explores the development and deployment of AI agents using SAS Intelligent Decisioning on SAS Viya.

Build and Deploy AI agents with SAS Viya

This session from SAS Innovate explores how developers can use generative AI integrated with SAS Intelligent Decisioning APIs to streamline the creation of decision rules.

Leveraging Generative AI as a Developer for Creating SAS Intelligent Decisioning Rules

This session demonstrates how to enhance AI assistant workflows by integrating SAS Intelligent Decisioning with Azure OpenAI.

Building an AI Assistant With SAS Intelligent Decisioning and Azure OpenAI

This session from SAS Innovate 2025 explores the full lifecycle of Python machine learning models within the SAS Viya ecosystem.

Model Governance – A Deep Dive: Using Python Models, Model Cards and SAS Viya

This demo introduces SAS Viya Copilot in Model Studio, a cutting-edge tool that leverages the SAS generative AI platform to enhance the machine learning pipeline development process.

Introducing SAS Viya Copilot in Model Studio

This SAS Innovate super demo demonstrates how, using SAS Data Maker, users can generate synthetic data from multiple tables and introduces new data generation methods.

See the Updated SAS Data Maker

This SAS how to tutorial guides you through the essential steps to get started using SAS Viya Workbench, a dynamic self-service platform designed for analytical development, data engineering, and AI and machine learning model building.

Getting Started with SAS Viya Workbench | SAS Viya Workbench Quick Start Tutorial

This on-demand webinar from the SAS “Ask the Expert” series is tailored for professionals in life sciences research and analytics. It focuses on how to effectively use the R programming language.

Leveraging R for Statistical Analysis in LSAF

This on-demand webinar introduces SAS Viya Workbench for Learners—a free, cloud-based environment designed to help students and educators thrive in a multi-tool data science world.

Modern Data Science With SAS® Viya® Workbench for Learners

This on-demand webinar from the SAS Institute’s “Ask the Expert” series explores how large language models (LLMs) and generative AI (GenAI) can simplify and enhance complex workflows.

How To Make Your LLM Work For You

This on-demand webinar from SAS Institute explores how automated JSON processing can transform clinical programming and data management.

Cracking the JSON Code: From Chaos to Clarity

Explore how organizations can begin realizing returns on their investments in generative AI.

Getting Payback From Generative AI

This on-demand webinar from SAS Institute explores how organizations can scale AI development while maintaining governance and data security.

Building Open Source Models With SAS® Viya® Workbench and Leveraging Synthetic Data With SAS Data Maker: A Credit Decisioning Use Case

This blog series by Melodie Rush provides a comprehensive, step-by-step guide to using Python with SAS Viya for predictive modeling

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Index

This use case demonstrates how to identify and impute missing values in a dataset using the dataPreprocess action set in SAS Viya with Python.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Imputing Missing Values

This use case demonstrates how to prepare data for predictive modeling by splitting it into training and validation datasets using Python with SAS Viya.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Creating Training and Validation Data Sets

This use case demonstrates how to build, score, and evaluate a linear regression model using Python with SAS Viya.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Fitting a Linear Regression

This use case demonstrates how to build, score, and assess a logistic regression model using Python with SAS Viya.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Fitting a Logistic Regression

This use case explores how to compare two predictive modeling techniques—logistic regression and decision trees—using Python integration with SAS Viya.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Comparing Logistic Regression and Decision Tree

This use case demonstrates how to integrate Python with SAS Viya to execute SQL queries on Snowflake using the SWAT (Scripting Wrapper for Analytics Transfer) package.

Python Integration to SAS® Viya® - Executing SQL on Snowflake

This use case demonstrates how to build, score, and evaluate a Random Forest model using the Python interface to SAS Viya.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Fitting a Random Forest

Deploy and score models using SAS Cloud Analytic Services (CAS) for batch via REST APIs.

Scoring using Models Deployed into CAS over REST API: A Step-by-Step Guide

This use case demonstrates how to build, score, and evaluate a Gradient Boosting model using the SAS Viya platform with Python integration.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Fitting a Gradient Boosting Model

This use case explores how organizations can transition from traditional SAS Stored Processes (STPs) in SAS 9.4 to modern SAS Jobs in SAS Viya.

Interesting use cases of SAS job web applications

This use case walks through the process of building, scoring, and evaluating a neural network model using the SAS Viya SWAT package in Python. 

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Fitting a Neural Network Model

This use case demonstrates how to build, score, and evaluate a Support Vector Machine (SVM) model using the SWAT package in SAS Viya.

Getting Started with Python Integration to SAS Viya for Predictive Modeling - Fitting a Support Vector Machine (SVM) Model

This article introduces a lightweight MCP (ModelContextProtocol) server designed to score SAS models using a standardized interface compatible with tools like GitHub Copilot.

A ModelContextProtocol Server(mcp) for Scoring with SAS Viya

This article introduces the SAS Agentic AI Accelerator, a framework designed to help organizations integrate Generative AI into their workflows using SAS Viya.

SAS Agentic AI Accelerator – Register and Publish Models

This article provides a high-level overview of how to deploy and score code-wrapped large language models (LLMs) using SAS Agentic AI and Azure cloud services.

SAS Agentic AI – Deploy and Score Models – The Big Picture

This article compares three primary methods for executing SAS jobs in SAS Viya: the SAS Job Execution Web Application, SAS Studio, and the jobExecution REST API.

Comparing the SAS Job Execution Web Application, SAS Studio and jobExecution REST API endpoint

This article explores how to generate synthetic data in SAS Viya using the Python faker library embedded within a SAS Studio Custom Step. 

Data Synthesis with SAS Viya and Python – Part Two

This use case demonstrates how to automate the documentation of SAS Studio flows using a custom step that integrates with Azure OpenAI.

Automate SAS Studio Flows Documentation with Azure OpenAI in a Custom Step

This article provides a practical guide for SAS developers and analysts on how to convert REST API calls written in cURL into SAS code using PROC HTTP.

From cURL to PROC HTTP on SAS Viya  

This guide walks you through integrating GitHub with SAS Studio in SAS Viya using HTTPS and a Personal Access Token (PAT).

Demystifying Git – Using SAS Studio in SAS Viya with GitHub through HTTPS

This use case showcases how to build an intelligent AI assistant that calculates customer risk ratings by integrating SAS Intelligent Decisioning with Azure OpenAI and Azure Logic Apps. 

From Chat to Decision: A Blueprint for Intelligent AI Assistants

This article demonstrates how to build advanced, interactive HTML forms for SAS Viya jobs using the SAS Viya API Wrappers for JavaScript.

SAS Viya API Wrappers for JS – Building advanced dynamic prompts for SAS Viya Jobs

This article introduces a flexible and developer-friendly approach to integrating SAS Viya Jobs into custom web applications using JavaScript/TypeScript.

SAS Viya API Wrappers for JS–Integrating SAS Compute Server into a custom web application made easy

This article demonstrates how to use the SAS Viya API Wrappers for JavaScript to create dynamic HTML-based prompts for SAS Viya jobs.

SAS Viya API Wrappers for JS – Building dynamic prompts for SAS Viya Jobs

This guide explores how to manage the full lifecycle of analytical models using SAS Model Manager on the SAS Viya platform.

Managing Models using SAS Model Manager Macros and Proc HTTP

This use case explores how to leverage SAS DATA Step code and macro language to build advanced, customizable scenarios in SAS Visual Investigator.

Using DATA Step Code to Design Scenarios in SAS Visual Investigator

This use case highlights the importance of using Git for managing data and AI projects in SAS Studio.

Why Use Git for Data and AI Work in SAS Studio?

This use case illustrates how to build a conversational AI assistant that not only interacts naturally with users but also executes complex, rule-based decisions using SAS Intelligent Decisioning.

Smart Conversations, Smarter Decisions: Integrating SAS Intelligent Decisioning with Azure OpenAI

This use case explores how data and AI professionals using SAS are adopting Git for version control and collaboration.

Demystifying Git: A Survey of Data and AI Users on SAS

This use case explores how to use Azure OpenAI’s GPT-4o to automatically generate custom steps for SAS Studio workflows.

LLM Custom Step Generator in SAS Studio

This use case demonstrates how to create a flexible SAS Viya job that allows users to upload multiple data sets through a web form and compare them using the PROC COMPARE procedure.

Uploading Data Sets to SAS Viya Jobs

This use case showcases how to build an AI assistant that not only engages in natural language conversations but also executes real-time, data-driven decisions.

From Chat to Decision: Building an AI Assistant with SAS Intelligent Decisioning and Azure

This use case explores how the latest updates to the python-sasctl library enhance the integration between Python and SAS Model Manager.

How score test results are visualized and tracked in SAS Model Manager

This use case demonstrates how to connect SAS software with Microsoft 365 cloud services—such as OneDrive, SharePoint, and Teams—using REST APIs and the PROC HTTP procedure

How to use SAS to access Microsoft 365

This use case guides SAS developers and administrators through the necessary steps to transition to authentication domains or SSH keys for Git repository access.

Prepare for Git Authentication Changes in SAS Studio on SAS Viya

This use case explores how Retrieval Augmented Generation (RAG) can be used to improve the accuracy and relevance of code generation in SAS environments.

How Retrieval Augmented Generation (RAG) Works?

This use case highlights how SAS developers can enhance their productivity by integrating SAS programming directly into Visual Studio Code (VS Code)

SAS Extension for Visual Studio Code

Learn how to containerize your Python program that uses GenAI to query data using natural language from any table in any SAS library in a SAS Viya environment.

How to Containerize a SAS Viya and GenAI Application

With Azure OpenAI Assistants function calling, you can ask questions directly from a Jupyter Notebook and translate your queries into SAS code, executes it, and delivers the results back in natural language.

Query Data Using Natural Language in SAS Viya with Azure OpenAI

The python-sasctl package creates a Python interface to SAS Model Manager, where Python users can register a model, create model metadata, write model score code, publish models, and much more.

Execute Score Tests in Python and Enhancements in Automated Python Score Code Generation

The sas-viya CLI has a batch plugin that allows SAS programs (which can contain a PROC PYTHON statement to embed Python code) to be submitted from the command line.

Submit Python code to SAS Viya from the command line

The SWAT code Generator-Executor (GenEx) custom agent approach uses an LLM, GPT-4, to generate Python SWAT code based on user prompts. 

SWAT Code Generation and Execution in SAS Viya with Azure OpenAI and LangChain

Learn how to connect to Git from various SAS platforms.

How to connect SAS to your Git profile

Use the sendHttp build-in function to query sensor data

Lua HTTP Request Examples

Explore security customizations within Azure DevOps processes with SAS Viya CLI container images.

SAS Viya CLI container image in Azure DevOps, security topics – part 2 ->Certificates & Tokens

SAS Viya CLI container image in Azure DevOps, security topics – Part 1 -> IP Restrictions

Begin a guided tour to configuring GitLab CI/CD pipelines for SAS Viya by registering a GitLab runner.

Setting Up SAS Viya with GitLab CI/CD Pipelines: Step One (of 3)

Complete your guided tour of configuring GitLab CI/CD Pipelines with SAS Viya by creating a program using GitLab pipelines to execute commands in SAS Viya.

Setting Up SAS Viya with GitLab CI/CD Pipelines: Step Three

Continue your guided tour of configuring GitLab CI/CD pipelines for SAS Viya by creating a customized docker image for your Viya environment.

Setting Up SAS Viya with GitLab CI/CD Pipelines: Step Two (of 3)

Learn how to use Azure Pipelines to install packages, tools and then pass commands from the SAS Viya CLI.

Configure a SAS Viya Self-Hosted Agent with Azure Pipelines

Learn how to build interactions between SAS Visual Analytics objects and non-SAS elements when using the SAS Visual Analytics SDK.


Deeper Integration of SAS Viya SDK Content Into Your Custom Web Application

Learn how you can use this alternative editor to optimize coding workflow


Discover the Possibilities: SAS® Visual Studio Code Extension

Create a Docker image for a web application integrated with SAS Viya.


Build a Docker image for your custom web application using Git Actions

Learn how to develop an interactive webpage in Django and Python, utilizing data stored in CAS and altered with SWAT.

Open-source data visualization: SASCTL, SWAT and Django

Part 3 in a series on handling data masking in SAS Visual Investigator REST APIs - Learn about the PATCH request.


Working with Masked Data in SAS Visual Investigator REST APIs (Part 3 of 3)

Part 2 in a series on handling data masking in SAS Visual Investigator REST APIs - Updating documents with masked data.


Working with Masked Data in SAS Visual Investigator REST APIs (Part 2 of 3)

Part 1 in a series on handling data masking in SAS Visual Investigator REST APIs - Examples of and fetching documents with masked data.


Working with Masked Data in SAS Visual Investigator REST APIs (Part 1 of 3)

Use GenAI to improve your productivity in creating SAS Visual Analytics reports.


Integrate GenAI into your SAS Visual Analytics report

Utilize an LLM to better and more thoroughly explore your SAS Information Catalog data.


Using an LLM to Query Catalogued Assets

Learn how to download metadata and metrics from SAS Information Catalog for local use.


Download Metadata and Metrics with SAS Information Catalog APIs from Python

Learn how to upload your metrics from the Information Catalog API to a CAS table.


Discover Your Data with SAS Information Catalog APIs from Python – Upload to CAS

Learn how web services can be consumed in SAS.

A Beginners Guide to Consuming RESTful Web Services in SAS

How to use a simple application to interact with SAS Viya using REST APIs.

SAS REST APIs: a sample application

Learn about the official SAS Extension for Microsoft Visual Studio Code.

Virtual Studio Code SAS Programming Extension: Meeting You Where You Work

Learn how to use REST APIs to develop a comprehensive SAS process.

Automatically Loading CAS Tables from SAS Data Integration Studio Using SAS Viya REST APIs

How to load, append, and save a table using the SAS Viya Visualization and Core Services REST APIs. 

Append tables in SAS® Viya® with REST APIs – a treat, no tricks

Learn how to choose the format that works best for your recipient and explore what you can do with Jupyter notebook cells and markdown functionality.

How to create PDF, HTML and SAS outputs with Jupyter

Learn how an application can call the SAS Viya promotion APIs to move contents across an environment and promote it to a higher environment.

Moving SAS Viya Contents: A RESTful Way

Learn about a repository of code files that compile multiple use cases, available in various coding languages that work with SAS. 

Time to REST: An Overview of SAS API Use Cases on GitHub

How to make predictions using a combination of Python and CAS using SWAT.

Building Machine Learning Models by Integrating Python and SAS Viya

How to use Python to send commands and controls to the SAS Viya server.

Python Integration with SAS Viya

See ho restAF provides a simple programming model to access SAS Viya using REST APIs.

restAF – A JavaScript Library for Rapidly Developing SAS Viya Applications Based on SAS REST APIs

Learn about the setup required to configure SASPy to access SAS Viya from a Jupyter notebook.

Submit workloads to SAS Viya from Python

Learn about regions with CNN (R-CNN), used for object detection, and its successors, Fast R-CNN and Faster R-CNN, examples of the application of CNN, and a schematic explanation of processing flows.

Let's enjoy the computer vision using SAS Viya!

Create four smaller images or patches out of one larger image using a Lua window and a Calculate window.

Lua Image Patches and Cropping

How to automate Machine Learning pipelines using pre-defined pipelines and custom steps.