Step-by-Step: How to Setup Copilot Chat in VS Code
Copilot Chat is an AI-powered chatbot leveraging OpenAI's GPT-4, designed to enhance your coding workflow. Learn how to set up Copilot Chat step by step in Visual Studio Code (VS Code). Benefit from personalized and flexible coding environments, code analysis, automated unit test generation, and bug fixes. Prerequisites include an active GitHub account and the latest version of VS Code. Elevate your coding efficiency to new heights with Copilot Chat.Logic Apps Community Day 2025
We have delayed the Speaker announcements, as we had to keep the sessions open for an extra day. Speakers will now by notified by email by September 13th, 2025. Speakers and sessions will be published by September 19th, 2025 We are bringing Logic Apps Community Day again this year, on October 30, 2025 (Pacific Time) and we want you to join us as we host a full day of learning where you will be the star! The Logic Apps Community Day is a free event driven by Microsoft, for anyone who wants to learn more about Logic Apps and how it can help to solve real life integration problems. This year, we want to learn how you have been using AI with Logic Apps, so our themes for the sessions are: Creating Intelligent Applications with Logic Apps and AI: tell us how you have been using Logic Apps features to implement your intelligent application scenarios - from Agent Loops, to Logic Apps exposed as MCP tools, to improving your intelligent application knowledge in real time - we want to see the scenarios you created! Accelerating Logic Apps Developer Velocity with AI: How are you taking advantage of Gen AI to make your developer life easier using Logic Apps? From prompts to create test data, to automated creation of maps, unit test or custom code and anything in between. Maybe you have been using prompts, instructions or chat modes to make your development life easier? We want to see it all! Call for papers Within the themes above we are looking for breakout sessions (around 28 minutes in lenght) or lightning sessions (around 12 minutes in length). The call for papers are open until September 7, 2025 - 11:00 PM (PST). Selected sessions and speakers will be informed by email by September 15, 2025. Click on the image below to submit your session to Logic Apps Community Day 2025! We are looking forward your proposals!Preview the new Microsoft 365 LTI® for your LMS
Enhance your LMS with the power of Microsoft 365 We are excited to announce the public preview of Microsoft 365 LTI. Experience the full potential of Microsoft 365 directly within your Learning Management System (LMS) through a simple to integrate learning tool interoperability (LTI). Microsoft 365 LTI makes LMS integrations simple, with a powerful tool designed to introduce new capabilities to streamline and simplify deployment. Deploy and access the new Microsoft 365 LTI in your LMS with the overview and deployment guides. At-a-glance: The Microsoft 365 LTI is now in Public Preview, bringing all your favorite Microsoft Education tools into a single, seamless experience inside your LMS. No more juggling multiple integrations - just streamlined access to everything educators and students need, right where they work. This includes: Unified access to OneDrive, Teams, Class Notebook, Reflect, and more, directly in your LMS Add content, create assignments, and schedule meetings - all from one place No need to enable multiple tools separately or clutter your LMS menus Replaces deprecated Teams Meetings and Team Classes LTI tools Expanding support for Microsoft Assignments, OneDrive, OneNote Class Notebooks, and Reflect Available for Canvas, Schoology, Blackboard, D2L Brightspace, Moodle, and more Let’s dive into the new Microsoft 365 LTI to streamline your learning management system experience We are bringing our Microsoft Education capabilities for learning management systems together into a single tool and streamlined user experience. Educators will be able to access Learning Accelerators, Reflect, OneDrive, Teams, and more in their LMS courses, without having to enable multiple tools separately, and without overcrowding menus where LTI tools are surfaced. Whether adding content to a module, creating an assignment, or scheduling a meeting for a class, you will be able to easily access Microsoft Education related features directly in your LMS workflow. Microsoft 365 LTI debuts with replacements for the deprecated Teams Meetings and Team Classes LTI tools that sunset on 9/15/2025. The capabilities of Microsoft Assignments, OneDrive, OneNote Class Notebooks, and Reflect will also be added to the Microsoft 365 LTI in preview, and those existing LTIs will continue to be supported as their capabilities transition. Microsoft 365 LTI will be available for all currently supported LMS platforms, including Canvas by Instructure, PowerSchool Schoology Learning, Blackboard by Anthology, D2L/Brightspace, and Moodle™, and for any LTI 1.3 Advantage compliant platform. Learning Accelerators and AI-enhanced assignments in your LMS (without Microsoft Teams) With the Microsoft 365 LTI, you will be able to use Learning Accelerators, multiple-document submissions, AI rubric and instructions generation, AI-assisted feedback, auto-graded Forms and other Microsoft Education assignment capabilities directly within your learning management system (LMS), without the need to create and sync a Microsoft Team for your class. Assignments in Microsoft 365 LTI no longer require Teams, enabling more LMS users to benefit from advanced, AI-enhanced capabilities that were formerly exclusive to Microsoft Teams for Education. Assignments can be created, managed, completed, and graded, without leaving your LMS, and grades and feedback will sync automatically to the LMS gradebook. This capability is included automatically in the new Microsoft 365 LTI tool. Existing, Teams-based assignments will continue to work and can be copied to new courses, so no migration is necessary. This enhancement will apply to all currently supported LMS platforms, including Canvas, Schoology, Blackboard, D2L Brightspace, and Moodle. Teams and Teams Meetings Microsoft 365 LTI replaces the former Teams Classes LTI and Teams Meetings LTI tools, with improved user experience. Users can easily schedule, manage, and launch meetings from directly within their LMS course. The tool provides streamlined views of future and past meetings, consolidated attendance reports, and a new “Meet Now” capability. Automatic rostering in Class Notebooks returns with the Microsoft 365 LTI In March, we announced the retirement of automatically adding newly rostered students and co-educators to OneNote Class Notebooks provisioned through the LMS using the LTI 1.1 integration. This much-loved feature is back in the new Class Notebook app in Microsoft 365 LTI. Any instructor in the LMS course can create a Class Notebook and all co-educators and students automatically added to the notebook, even as the LMS roster changes. In addition, the new integration enables OneNote with the benefits of LTI 1.3 conformance and a modernized provisioning flow for educators to easily deploy new Class Notebooks for their courses. Existing notebooks created in the LTI 1.1 integration will continue to work, and sections and pages can be easily copied to new notebooks. OneDrive and Microsoft 365 files with embedded editors and new placements The new Microsoft 365 LTI tool expands beyond the capabilities of the existing OneDrive LTI tool. The full capabilities of Word, PowerPoint, and Excel, including Microsoft 365 Copilot, are now available within the LMS experience for attaching content resources, collaborative documents (including Collaborations for Canvas Courses and Groups!), and students editing and submitting Microsoft 365 documents as an assignment without leaving the LMS. Documents can be embedded or linked into courses and other LMS activities like discussions, announcements, pages, with proper management of permissions to prevent oversharing, and with dedicated course-level storage to support proper document lifecycle management, assignment workflows, and use of Microsoft 365 Copilot. Easily add Reflect to your classroom toolset Microsoft 365 LTI provides easy access to Microsoft Reflect to support student wellbeing in the classroom. Educators can create check-ins, view responses, and monitor trends within an LMS course. Users can access activities from Microsoft and partners such as Calm to support physical and mental wellbeing. For more information, and to keep up with future product announcements Please visit the Microsoft Tech Community Education Blog and subscribe to keep up with what’s new in Microsoft Education. We also hold bi-monthly office hours every first and third Thursday where lots of LMS + Microsoft 365 customers come to discuss scenarios and get assistance from peers, please join us! Microsoft 365 LTI Office Hours 1 st and 3 rd Thursday of each month @11am EST Join link: https://aka.ms/LTIOfficeHours We can’t wait to hear your feedback! Try out the preview today. How to get help or send feedback For any issues deploying the integration, our Education Support team is here to help. Please visit https://aka.ms/EduSupport Once deployed, the Teams Assignments integration has links to Contact Support and Send Feedback from right within the app. These can be found in the user voice menu in the upper right on any view that appears within the LMS. Learn more about Microsoft feedback for your organization. Learning Tools Interoperability® (LTI®) is a trademark of the 1EdTech Consortium, Inc. (1edtech.org) The word Moodle and associated Moodle logos are trademarks or registered trademarks of Moodle Pty Ltd or its related affiliates.Hybrid Logic Apps deployment on Rancher K3s Kubernetes cluster
K3s is a lightweight Kubernetes distribution, certified by the Cloud Native Computing Foundation (CNCF) and originally developed by Rancher. It is optimized for on-premises environments with limited resources, making it ideal for edge computing and lightweight hybrid scenarios. Unlike a full Kubernetes distribution, K3s reduces overhead while maintaining full Kubernetes API compatibility. This makes K3s an ideal choice for hosting Logic Apps Standard near your data sources—such as on-premises SQL Server or local file shares—when you have lightweight workloads. There are 5 steps which are followed to setup the Hybrid Logic Apps including infrastructure which is illustrated in the following diagram. Most of these 5 steps are same as discussed in the Hybrid Logic Apps doc except the K3s Setup part Set up your own infrastructure for Standard logic app workflows - Azure Logic Apps | Microsoft Learn. Step 1: Prepare the K3s Cluster Docker desktop setup - In this case, the host machine is Windows 11 so decided to user Docker with WSL2 to setup the containers. Install the docker desktop using WSL2 Docker Desktop: The #1 Containerization Tool for Developers | Docker and make sure we select WSL2 Install K3s on your infrastructure and create single node cluster using k3d. #Install choco , kubectl and Helm Set-ExecutionPolicy Bypass -Scope Process -Force; [System.Net.ServicePointManager]::SecurityProtocol = [System.Net.ServicePointManager]::SecurityProtocol -bor 3072; iex ((New-Object System.Net.WebClient).DownloadString('https://community.chocolatey.org/install.ps1')) powershell choco install kubernetes-cli -y choco install kubernetes-helm -y choco install k3d -y # open in new powershell window powershell k3d cluster create # deleting the default load balancer Traefik as it conflicts with 80 and 443 port - we can configure the load balancer to other ports if needed kubectl delete svc traefik -n kube-system kubectl delete deployment traefik -n kube-system Next two steps are same as given Set up your own infrastructure for Standard logic app workflows - Azure Logic Apps | Microsoft Learn Step 2: Connect the Kubernetes cluster to Azure Arc Step 3: Setup the Azure Container Apps extension and environment You need to skip the core DNS setup required for Azure Local as given in Update CoreDNS Step 4: Conduct the Storage Configuration for SQL and SMB SQL Database (Runtime Store): Hybrid Logic Apps use SQL database for runtime operations and run history. In this scenario I used on-premise SQL server using SQL Authentication. I setup the SQL Server 2022 on the Windows host machine, enabled SQL server authentication and added new SQL admin user. Please follow the link for more details.. The SQL connection string can be validated using following PowerShell script $connectionString = "Server=<server IP address>;Initial Catalog=<databaseName>;Persist Security Info=False;User ID=<sqluser>;Password=<password>;MultipleActiveResultSets=False;Encrypt=True;TrustServerCertificate=True;Connection Timeout=30;" try { $connection = New-Object System.Data.SqlClient.SqlConnection $connection.ConnectionString = $connectionString $connection.Open() Write-Host "✅ Connection successful" $connection.Close() } catch { Write-Host "❌ Connection failed: $($_.Exception.Message)" } SMB is used as local file share on Windows host machine; it is advised to use a new user for the Windows SMB share $Username = "k3suser" $Password = ConvertTo-SecureString "<password complex>" -AsPlainText -Force $FullName = "K3s user" $Description = "Created via PowerShell" # Create the user New-LocalUser -Name $Username -Password $Password -FullName $FullName -Description $Description Add-LocalGroupMember -Group "Users" -Member $Username Once the above user is created you can use Windows hosted machine to create Artifacts folder and allow read and write access. Please follow the link for more details Step 5: Create your Logic App (Hybrid) With all prerequisites and infrastructure in place for creating Hybrid Logic Apps, the next step is to build the Logic Apps using the specified connection string and SMB share path. This can be accomplished through the Azure Portal, as outlined below. Now you can create Logic Apps workflows using the designer and execute the Logic Apps workflow.Enforce or Audit Policy Inheritance in API Management
We’re excited to announce a new Azure Policy definition that lets you enforce or audit policy inheritance in Azure API Management. With this capability, platform and governance teams can ensure that API Management policies are always inherited across all policy scopes — operations, APIs, products, and workspaces — strengthening consistency, compliance, and security across your API estate. Why this matters In Azure API Management, the <base /> policy element plays a critical role: it ensures that a runtime policy inherits policies defined at a higher scope, such as product, workspace, or all APIs (global). Without <base />, developers can inadvertently (or intentionally) bypass important platform rules, for example: Security controls like authentication or IP restrictions Operational requirements such as logging, tracing, or rate-limiting Business policies such as quota enforcement The result can be inconsistent behavior, compliance drift, and gaps in governance. How the new policy helps With the new Azure Policy definition, you can automatically ensure that <base /> is located at the start of each API Management policy section — <inbound>, <outbound>, <backend>, and <on-error> — across policies configured on operations, APIs, products, and workspaces. You can set the effect parameter to: Audit: Identify operation, API, product, or workspace policies where <base /> is missing. Deny: Prevent deployment of policies that do not include <base />. Get started To enable this new Azure Policy definition: Navigate to Azure Policy in the Azure portal. Select “Definitions” from the menu and choose “API Management policies should inherit parent scope policies using <base />”. In the policy definition view, select “Assign”. Configure the policy assignment scope, parameter (audit or deny), and other details. View built-in Azure Policy definitions for API Management.Codeful Workflows: A New Authoring Model for Logic Apps Standard
📝 This blog introduce early concepts of a pre-release functionality and is subject to change. Azure Logic Apps Standard offers you a powerful cloud orchestration engine, enabling you to build and run automated workflows that effortlessly integrate resources from various services, systems, apps, and data sources. Whether you're looking to streamline processes across a complex enterprise or simply reduce the need for extensive coding, this platform provides a solution that's both efficient and flexible. For those of you who require more control over workflow designs or want to leverage your expertise in frameworks like .NET and the Durable Tasks framework, Logic Apps Standard now introduces an exciting new feature: Codeful Workflows. With Codeful Workflows, you can define workflows using an imperative programming style, blending the flexibility of coding with the simplicity and operational strengths of Logic Apps. This means you can structure your workflows the way that makes sense to you while still tapping into the rich ecosystem of connectors and tools built into Logic Apps. What Are Codeful Workflows? Codeful Workflows expand the authoring and execution models of a Logic Apps Standard, offering developers the ability to implement, test and run workflows using an imperative programming model both locally and in the cloud. Built on frameworks like .NET and the Durable Tasks framework, Codeful Workflows allow you to structure workflows in code while seamlessly integrating with Logic Apps Standard rich connector ecosystem, and leverage its operational capabilities. The core elements of a Logic App workflow—triggers, actions and connections —are translated into durable task concepts within this codeful model: Triggers are implemented as Client Functions that invoke durable orchestrations, which contain the body of the workflow, blending logic implemented by the language primitives, with connections actions for external connectivity. Connector actions are presented as Activity Functions. The Logic Apps Connector ecosystem is exposed to you via an SDK, bringing discoverability and rich support for intelisense when creating action inputs, invoking actions or reusing action outputs in later steps. The SDK vastly simplifies the execution of those connectors, by wrapping them internally on a Activity Function, so you don’t need to create new activities for each connector action you want to invoke. Connections, which manages the connectivitiy between actions and end systems, remains unchanged, allowing you to setup once and share connections between multiple orchestrations and logic apps declarative workflows. Connector actions uses a reference to a connection, providing flexibility between local and cloud configurations. Using those building blocks, you can create workflows using familiar programming paradigms, while still benefiting from the easy configuration and operational feature of Logic Apps Standard. If you are an existing Logic Apps Standard customer, your codeful and visual workflows can coexist within the same application, bridging the gap between pro-code and low-code approaches. With those two execution models working hand in hand on the same application, Logic Apps Standard becomes a comprehensive orchestration tool that caters to all developer personas, from integration specialists to enterprise teams, with no cliffs on their experience. Creating Codeful Workflows Designing codeful workflows begins with creating a new Logic Apps project within Visual Studio Code, configured for .NET and the Durable Tasks framework. From triggers to actions, developers gain full flexibility to define their workflows programmatically. Implementing Triggers Triggers are the entry points of workflows, and in Codeful Workflows, they are defined as Client Functions. For example, an HTTP trigger can start a workflow when a request is received: [FunctionName("HelloTrigger")] public static async Task<HttpResponseMessage> HttpStart( [HttpTrigger(AuthorizationLevel.Anonymous, "get", "post")] HttpRequestMessage req, [DurableClient] IDurableOrchestrationClient starter, ILogger log) { var requestContent = await req.Content.ReadAsStringAsync(); var workflowInput = new HTTPHelloInput { Greeting = $"Hello from Codeful workflows. You said '{requestContent}'" }; log.LogInformation("Workflow Input = '{workflowInput}'.", JsonSerializer.Serialize(workflowInput)); string instanceId = await starter.StartNewAsync("HelloOrchestrator", workflowInput); log.LogInformation("Started orchestration with ID = '{instanceId}'.", instanceId); return await starter.WaitForCompletionOrCreateCheckStatusResponseAsync(req, instanceId); } Using Connector Actions Both Managed and Service Provider Actions are available to be used within your orchestrations. They are organized in the SDK by type making it easy to find the right connector to use. Once you identify the action to use, you can use the rich intelisense interface to generate inputs and call the action directly in your orchestration code. Deployment and Operations Deploying Logic Apps Standard that uses both codeful and codeless workflows follows the same practices already available in Logic Apps Standard. Operational insights, such as endpoint visibility and execution monitoring, are provided within the Azure Portal, ensuring parity with the functionality available for codeless workflows. This cohesive deployment model allows organizations to maximize their resources and cater to diverse development needs, whether they require quick prototyping via low-code tools or robust, scalable solutions through pro-code implementations. Codeful Workflows and Intelligent Agents You can take advantage of codeful workflows and Logic Apps Standard Agent Loop to create new intelligent applications that embed advanced AI decision-making directly into your processes – enabling your apps and automation to not just follow predefined steps, but to reason, adapt, and act autonomously towards goals. See this demo where we share two approaches to implement agent loops – combining codeful and codeless workflows, where you can reuse existing workflows as tools, and writing agent loop actions directly with code: Looking for feedback on Codeful Workflows We are looking for early feedback on this feature. If you are interested in participating on a private preview, please use the form below to register your interest and we will contact you to share the instructions. https://aka.ms/lacodeful/privatepreview/formAnnouncing General Availability: Azure Logic Apps Standard Automated Test Framework
We’re excited to announce the General Availability (GA) of the Azure Logic Apps Standard Automated Test Framework - a major step forward in enabling developers to build, test, and maintain enterprise-grade workflows with confidence and agility. Automated testing has become a cornerstone of modern development practices, and Logic Apps Standard now offers a robust framework to help you create unit tests for both workflow definitions and workflow runs directly within Visual Studio Code. This framework empowers teams to validate logic, simulate external dependencies, and ensure workflows behave as expected—before they’re deployed to production. Since the public preview, we’ve listened to your feedback and continued to enhance the framework. With GA, we’re introducing several key improvements that make testing even more powerful and flexible. What’s New in GA Support for More Mocked Actions You can now mock a broader range of built-in and managed connector actions, making it easier to isolate your workflow logic from external systems. With this release we unlocked support to mock actions for the following actions, unavailable during public preview: Call workflow in this logic app Execute inline code (JavaScript, C#, PowerShell Call Functions (Azure functions, local functions) XML Operations (transform, parse with schema) Liquid Operations (JSON to JSON, JSON to text, XML to JSON, XML to text) Data Mapper operations This enhancement allows for more comprehensive and reliable unit tests, providing more control to your workflow tests, especially in complex integration scenarios. Access to Workflow Settings for Assertions The framework now allows you to access and assert against workflow settings, such as parameters and app setting values. This means you can validate not just the behavior of your workflow, but also the environment in which it runs—ensuring logic consistency across different environments. Inline Script Actions Support Inline Code actions are now fully supported in test scenarios. JavaScript actions are now executed as part of the test workflow execution, since they are part of workflow logic. This improvement allows you to validate the logic of those scripts at part of your workflow scenarios. We are working on bringing similar support for C# and PowerShell scripts. Learn More To get started with the Azure Logic Apps Standard Automated Test Framework, check out the following Microsoft Learn articles: Create unit tests for workflow definitions in Visual Studio Code Create unit tests for workflow runs in Visual Studio Code Logic Apps Standard Automated Test SDK. Let us know what you think and stay tuned for more enhancements coming soon!
🚀 General Availability: Enhanced Data Mapper Experience in Logic Apps (Standard)
We’re excited to announce the General Availability (GA) of the redesigned Data Mapper UX in the Azure Logic Apps (Standard) extension for Visual Studio Code. This release marks a major milestone in our journey to modernize and streamline data transformation workflows for integration developer. What's new The new UX, previously available in public preview, is now the default experience in the Logic Apps Standard extension. This GA release reflects direct feedback from our integration developer community. We’ve resolved blockers that we heard from customers and usability issues that impacted performance and stability, including: Opening V1 maps in V2: Seamlessly open and edit existing maps you have already created with latest visual capabilities. Load schemas on Mac: Addressed schema-related crashes on macOS for a smoother experience. Function documentation updates: Improved guidance and examples for built-in collection functions that apply on repeating nodes. Stay connected We would love to hear your feedback. Please use this form link to let us know if there are any missing gaps or scenarios that are not yet covered
Log Ingestion Delay in all Data connectors
Hi, I have integrated multiple log sources in sentinel and all the log sources are ingesting logs between 7:00 pm to 2:00 am I want the log ingestion in real time. I have integrated Azure WAF, syslog, Fortinet, Windows servers. For evidence I am attaching a screenshots. I am totally clueless if anyone can help I will be very thankful!
