diff --git a/docs/azure.md b/docs/azure.md
index 6a1d1851..f4caf033 100644
--- a/docs/azure.md
+++ b/docs/azure.md
@@ -274,7 +274,6 @@
 ## Azure Naming Convention
 
 - [docs.microsoft.com: Define your naming convention](https://docs.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/azure-best-practices/resource-naming)
-- [github.com/microsoft/CloudAdoptionFramework: Azure Naming Tool](https://github.com/microsoft/CloudAdoptionFramework/tree/master/ready/AzNamingTool)
     - [seifbassem.com: Azure Naming Tool](https://www.seifbassem.com/blogs/posts/azure-naming-tool/)
 - [justinoconnor.codes: Azure Periodic Table of Resource Naming Convention Shorthands](https://justinoconnor.codes/2022/08/19/azure-periodic-table-of-resource-naming-convention-shorthands/)
 
@@ -357,7 +356,6 @@
 - [build5nines.com: Azure Pipeline: Publish Unit Test and Code Coverage Results with .NET 7 Solution using VSTest, Cobertura, and Coverlet](https://build5nines.com/azure-pipeline-publish-unit-test-and-code-coverage-results-with-net-solution-using-vstest-cobertura-and-coverlet/)
 - [thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines](https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines/)
 - [==towardsdev.com: Azure DevOps Project Creation and Setup via Terraform==](https://towardsdev.com/azure-devops-project-creation-and-setup-via-terraform-3444ff985bae)
-- [==devtoolhub.com: Authenticate Azure Portal with Azure DevOps==](https://devtoolhub.com/2024/02/authenticate-azure-portal-with-azure-devops/) Azure DevOps allows you to establish a connection with Azure services using Service Connections. In this guide, we’ll explore two authentication methods: Service Principal and Workload Identity Federation. Follow the steps below based on your preference.
 - [==thomasthornton.cloud: Deploy Terraform using Azure DevOps==](https://thomasthornton.cloud/2020/07/08/deploy-terraform-using-azure-devops/)
 - [blog.johnfolberth.com: Resources and posts for those figuring out DevOps in Azure](https://blog.johnfolberth.com/)
 - [medium.com/@muppedaanvesh: Azure DevOps — Self Hosted Agents on Kubernetes — PART-1](https://medium.com/@muppedaanvesh/azure-devops-self-hosted-agents-on-kubernetes-part-1-aa91e7912f79) Unlocking Efficiency and Scalability for Your CI/CD Workflows
@@ -450,7 +448,7 @@
 - [inkoop.io: How to get Azure API Credentials](https://www.inkoop.io/blog/how-to-get-azure-api-credentials/) How to create an application in Azure active directory and get subscription id, tenant id, client id, client secret and generate management certificates. You will need these keys to access Azure API.
 - [docs.microsoft.com: Use the portal to create an Azure AD application and service principal that can access resource](https://docs.microsoft.com/en-us/azure/active-directory/develop/howto-create-service-principal-portal)
 - [medium.com/medialesson: Assigning Azure built-in roles vs Azure AD built-in roles with Azure CLI](https://medium.com/medialesson/assigning-azure-built-in-roles-vs-azure-ad-built-in-roles-with-azure-cli-d1cbf56fcdbe) Depending on what action you are trying to perform in Azure you might require either to be member of a certain Azure role or a certain Azure AD role. For example **if we want an identity to create an app registration in Azure AD we need the role Application Administrator which is part of the Azure AD roles.** When we want to create a resource in a certain resource group we need the Contributor role which is part of the Azure AD and typically scoped to a either a subscription, a resource group or a distinct resource.
-- [microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1](https://github.com/microsoftgraph/msgraph-sdk-powershell/blob/dev/samples/9-Applications.ps1)
+- [microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1](https://github.com/microsoftgraph/msgraph-sdk-powershell)
 - [vcloud-lab.com: Get started and configure certificate-based authentication in Azure](http://vcloud-lab.com/entries/microsoft-azure/get-started-and-configure-with-certificate-based-authentication-in-azure)
 - [vcloud-lab.com: Create an Azure App registrations in Azure Active Directory using PowerShell & AzureCLI](http://vcloud-lab.com/entries/microsoft-azure/create-an-azure-app-registrations-in-azure-active-directory-using-powershell-azurecli)
 - [==nathannellans.com: App Registrations, Enterprise Apps, and Service Principals== 🌟](https://www.nathannellans.com/post/app-registrations-enterprise-apps-and-service-principals)
@@ -464,7 +462,7 @@
 
 - [Azure Arc overview](https://docs.microsoft.com/en-us/azure/azure-arc/overview) Alternative to Google Anthos or RHACM
 - [azurearcjumpstart.io](https://azurearcjumpstart.io/) - [microsoft/azure_arc](https://github.com/microsoft/azure_arc)
-    - [architecture diagrams and slides](https://github.com/microsoft/azure_arc/tree/main/docs/ppt)
+    - [architecture diagrams and slides](https://github.com/microsoft/azure_arc)
 - [techcommunity.microsoft.com: Standardize DevOps practices across hybrid and multicloud environments](https://techcommunity.microsoft.com/t5/itops-talk-blog/standardize-devops-practices-across-hybrid-and-multicloud/ba-p/2795010) With Azure Arc-enabled Kubernetes, you can attach and configure Kubernetes clusters located either inside or outside Azure.
 - [docs.microsoft.com: CI/CD workflow using GitOps (Flux v2) - Azure Arc enabled Kubernetes](https://docs.microsoft.com/en-us/azure/azure-arc/kubernetes/conceptual-gitops-flux2-ci-cd)
 - [thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere/)
@@ -542,7 +540,6 @@
 - [hackingarticles.in: PowerShell for Pentester: Windows Reverse Shell](https://www.hackingarticles.in/powershell-for-pentester-windows-reverse-shell/) We’ll explore how to acquire a reverse shell using Powershell scripts on the Windows platform.
 - [hashicorp.com: Managing Terraform Cloud With PowerShell](https://www.hashicorp.com/resources/managing-terraform-cloud-with-powershell)
 - [==acloudguru.com: The Beginner’s Guide to Azure PowerShell: One Shell to Rule Them All==](https://acloudguru.com/blog/engineering/one-shell-to-rule-them-all-5-reasons-to-use-powershell-for-cloud-management)
-- [dev.to: PowerShell Snippet System](https://dev.to/sharpninja/powershell-snippet-system-4bk3)
 - [techcommunity.microsoft.com: An example why PowerShell is so important!](https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powershell-is-so-important/m-p/3041748)
 - [jdhitsolutions.com: Profile PowerShell Functions](https://jdhitsolutions.com/blog/powershell-7/8793/profile-powershell-functions/)
 - [devblogs.microsoft.com: When PowerShellGet v1 fails to install the NuGet Provider](https://devblogs.microsoft.com/powershell/when-powershellget-v1-fails-to-install-the-nuget-provider/)
@@ -568,9 +565,8 @@
 ### Microsoft Graph PowerShell SDK
 
 - [==microsoftgraph/msgraph-sdk-powershell==](https://github.com/microsoftgraph/msgraph-sdk-powershell) The Microsoft Graph PowerShell SDK is a collection of PowerShell modules that contain commands for calling Microsoft Graph service.
-- [==docs.microsoft.com: Get started witth the Microsoft Graph Powershell SDK==](https://docs.microsoft.com/en-us/graph/powershell/get-started) Microsoft Graph Powershell replaces old powershell modules. It is also cross platform.
-- [==microsoftgraph/msgraph-sdk-powershell: samples==](https://github.com/microsoftgraph/msgraph-sdk-powershell/tree/dev/samples)
-    - [Samples: how to create a corresponding service principal from an application](https://github.com/microsoftgraph/msgraph-sdk-powershell/blob/dev/samples/9-Applications.ps1)
+- [==microsoftgraph/msgraph-sdk-powershell: samples==](https://github.com/microsoftgraph/msgraph-sdk-powershell)
+    - [Samples: how to create a corresponding service principal from an application](https://github.com/microsoftgraph/msgraph-sdk-powershell)
 - [docs.microsoft.com: Microsoft Graph migration](https://docs.microsoft.com/en-us/cli/azure/microsoft-graph-migration?tabs=powershell) Due to the deprecation of Azure Active Directory (Azure AD) Graph, the underlying Active Directory Graph API will be replaced by Microsoft Graph API in Azure CLI 2.37.0.
 - [==techtarget.com: Get up to speed with PowerShell and the Microsoft Graph API==](https://www.techtarget.com/searchwindowsserver/tutorial/Get-up-to-speed-with-PowerShell-and-the-Microsoft-Graph-API) **Microsoft plans to retire technologies that admins depend on to handle Office 365 and other cloud services via PowerShell. Learn how to start with this newer management method.**
 - [rakhesh.com: Graph cmdlets and Azure AD App Registrations](https://rakhesh.com/azure/graph-cmdlets-and-azure-ad-app-registrations/)
@@ -586,7 +582,6 @@
 - [github.com/search?l=powershell](https://github.com/search?l=powershell&q=stars%3A%3E1&s=stars&type=Repositories)
 - [systemcenterdudes.com: Create Operational SCCM Collection Using Powershell Script](https://systemcenterdudes.com/create-operational-sccm-collection-using-powershell-script/)
     - [prae1809/PowerShell-Scripts: OperationalCollections](https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollections) This script will create a set of 134 SCCM collections for your various needs. These collections can be used for operational tasks afterward.
-    - [docs.microsoft.com: Introduction to Collections in Configuration Manager](https://docs.microsoft.com/en-us/previous-versions/system-center/system-center-2012-r2/gg682177(v=technet.10))
 - [==github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts==](https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts) Microsoft Signed PowerShell scripts
 - [shudnow.io](https://www.shudnow.io) - [github.com/ElanShudnow/AzureCode](https://github.com/ElanShudnow/AzureCode) A place to share all the Azure Code I am writing. This includes PowerShell, Terraform, ARM, Bicep, Ansible, etc...
     - [github.com/ElanShudnow/AzureCode: AzVNETOverlap.ps1](https://github.com/ElanShudnow/AzureCode/blob/main/PowerShell/AzVNETOverlap/README.md) This script creates will output any VNET that overlaps with another VNET.
@@ -679,7 +674,7 @@
 - [techcommunity.microsoft.com: Security Control: Implement security best practices](https://techcommunity.microsoft.com/t5/azure-security-center/security-control-implement-security-best-practices/ba-p/2269914)
 - [==github.com/Cloud-Architekt: Azure AD - Attack and Defense Playbook==](https://github.com/Cloud-Architekt/AzureAD-Attack-Defense) **This publication is a collection of various common attack scenarios on Azure Active Directory and how they can be mitigated or detected.**
 - [==devops.com: DevSecOps in Azure==](https://devops.com/devsecops-in-azure/)
-- [learn.microsoft.com: SC-100: Design a Zero Trust strategy and architecture](https://learn.microsoft.com/en-us/training/paths/sc-100-design-zero-trust-strategy-architecture/)
+- [learn.microsoft.com: SC-100: Design a Zero Trust strategy and architecture [ARCHIVED]]( http://web.archive.org/web/20221129213259/https://learn.microsoft.com/en-us/training/paths/sc-100-design-zero-trust-strategy-architecture//)
     - https://github.com/MicrosoftLearning/SC-100-Microsoft-Cybersecurity-Architect
 - [learn.microsoft.com: Azure network security overview](https://learn.microsoft.com/en-us/azure/security/fundamentals/network-overview)
 - [learn.microsoft.com: Conditional Access templates](https://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-conditional-access-policy-common)