141,598 questions with Azure-related tags

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deployment of ML model in azure

I have created a ML model in Vscode registerd the model in MLflow, FastAPI, docker image is create how to I productionise it in azure and create a CI/CD pipeline in azure devops. need to monitor the model and retrain it. I have stored my codes in github

Azure Machine Learning
Azure Machine Learning

An Azure machine learning service for building and deploying models.

3,636 questions
asked 2026-04-24T07:43:22.87+00:00
Vinaya 0 Reputation points
answered 2026-04-24T07:47:29.7266667+00:00
SOMAPURAM UDAY 0 Reputation points
0 answers

Impact of Azure Policy Deny Effect on Existing Resources

Azure Policy에서 Deny 를 사용하는 경우, 기존에 이미 생성되어 있는 리소스에 대한 동작 방식이 정확히 어떻게 되는지 확인하고자 합니다. 예를 들어, “모든 리소스에는 owner 태그가 반드시 구성되어 있어야 한다”라는 정책을 effect: Deny로 구성했다고 가정합니다. 이 경우 아래 항목에 대해 확인 부탁드립니다. 정책 적용 이전에 이미 존재하며, owner 태그가 구성되지 않은 기존 리소스는 자동으로 삭제되거나 비활성화되는지,…

Azure Policy
Azure Policy

An Azure service that is used to implement corporate governance and standards at scale for Azure resources.

1,199 questions
asked 2026-04-24T07:30:02.9166667+00:00
Suji Kim (김수지) 40 Reputation points
commented 2026-04-24T07:46:41.18+00:00
Bharath Y P 7,965 Reputation points Microsoft External Staff Moderator
2 answers

Regular LLM gpt-5-mini latency

Hi, I am trying to understand whether the latency I experience when calling an LLM is normal or whether something seems to be wrong. For a query like below, run from terminal it takes between 3-4+ seconds to get a reply (without streaming). Is that…

Azure OpenAI Service
Azure OpenAI Service

An Azure service that provides access to OpenAI’s GPT-3 models with enterprise capabilities.

4,718 questions
asked 2026-04-23T13:25:31.5333333+00:00
Raquel R 0 Reputation points
commented 2026-04-24T07:44:23.2666667+00:00
Anshika Varshney 9,825 Reputation points Microsoft External Staff Moderator
1 answer

Table lock whiile runing multiple UPDATE statements on the same Warehouse table.

I am using Microsoft Fabric Data Pipelines with a ForEach activity to run multiple UPDATE statements on the same Warehouse table. When multiple updates run at the same time, I get concurrency or locking errors. I tried reducing the batch count in the…

Azure Data Factory
Azure Data Factory

An Azure service for ingesting, preparing, and transforming data at scale.

12,136 questions
asked 2026-04-24T07:38:15.05+00:00
Abdul Ismail Shaik 0 Reputation points
answered 2026-04-24T07:38:30.9933333+00:00
Q&A Assist
3 answers One of the answers was accepted by the question author.

What is customer managed key rotation behavior on Ephemeral OS disk?

Hi, I'm using the CMK to encrypt the AKS OS disk and data disk, and I met some interesting things that do not match what is described in the Azure document. I followed https://learn.microsoft.com/en-us/azure/aks/azure-disk-customer-managed-keys to create…

Azure Disk Encryption
Azure Disk Encryption

An Azure service for virtual machines (VMs) that helps address organizational security and compliance requirements by encrypting the VM boot and data disks with keys and policies that are controlled in Azure Key Vault.

191 questions
asked 2026-04-21T03:07:34.95+00:00
Gong, Robin 40 Reputation points
accepted 2026-04-24T07:37:14.2866667+00:00
Gong, Robin 40 Reputation points
2 answers

When Git clone is executed via SSH against a non‑existent file, Azure Pipelines hangs and returns the remote TF401019 error after approximately three hours.

As part of the build process, the pipeline attempts to clone a non‑existent repository using the following command: Shell git clone ******@ssh.abc.com:v3/company/IamNotThere When this command is executed, the Azure build machine takes three hours or…

Azure DevOps
asked 2026-04-21T14:34:24.36+00:00
Kulkarni, Naina 0 Reputation points
answered 2026-04-24T07:32:37.25+00:00
Pravallika KV 13,725 Reputation points Microsoft External Staff Moderator
3 answers One of the answers was accepted by the question author.

How can I create an interactive Windows Virtual Machine that is actually free?

Documentation claims I can create a free Windows virtual machine, at least for 12 months, but when I try to follow the steps under https://portal.azure.com/#create/microsoft.freeaccountvirtualmachine-windows, I either get a message that the size is not…

Azure Virtual Machines
Azure Virtual Machines

An Azure service that is used to provision Windows and Linux virtual machines.

10,048 questions
asked 2026-04-22T21:01:59.62+00:00
Jon Luers 20 Reputation points
answered 2026-04-24T07:29:57.8933333+00:00
TP 155.7K Reputation points Volunteer Moderator
1 answer

2 Issue's with Azure Virtual Desktops / RemoteApps

Hi, I manage a Azure environment for a customer. They have 3 Azure virtual desktops at their disposal that are each load balancing about 10 users (Standard E8as v5 VM's.). The VM's are running Windows 10 Enterprise. Issue 1: They use Fslogix for both…

Azure Virtual Desktop
Azure Virtual Desktop

A Microsoft desktop and app virtualization service that runs on Azure. Previously known as Windows Virtual Desktop.

2,091 questions
asked 2026-04-18T09:06:50.64+00:00
Dave Ruysschaert 0 Reputation points
edited a comment 2026-04-24T07:28:57.5866667+00:00
Jilakara Hemalatha 12,500 Reputation points Microsoft External Staff Moderator
0 answers

GPT-4.1 deployment blocked by fraud protection (error 715-123420) — need RTFP unblock for Content Understanding

I am trying to deploy GPT-4.1 and GPT-4.1-mini models within my Microsoft Foundry resource to use with Azure Content Understanding. The deployment is being blocked with error code 715-123420, which I understand is related to Realtime Fraud Protection…

Foundry Tools
Foundry Tools

Formerly known as Azure AI Services or Azure Cognitive Services is a unified collection of prebuilt AI capabilities within the Microsoft Foundry platform

4,540 questions
asked 2026-04-08T20:26:58.9066667+00:00
Oguz Kokes 0 Reputation points
commented 2026-04-24T07:28:42.6766667+00:00
Manas Mohanty 16,190 Reputation points Microsoft External Staff Moderator
2 answers

Azure API Management – Enforcing HTTPS-only for Developer Portal custom domain

We are using Azure API Management with a custom domain for the Developer Portal (e.g. https://developer.example.com). We need to enforce HTTPS-only access for this custom domain due to security/compliance requirements. We cannot find any APIM-native…

Azure API Management
Azure API Management

An Azure service that provides a hybrid, multi-cloud management platform for APIs.

2,721 questions
asked 2026-04-13T13:17:44.0266667+00:00
SakthivelKalpana-8415 0 Reputation points
commented 2026-04-24T07:26:10.76+00:00
Pravallika KV 13,725 Reputation points Microsoft External Staff Moderator
2 answers

In Azure DevOps I can no longer regenerate an expired Personal Access Token

I am unable to regenerate an expired PAT. This makes it impossible to recreate a token with the exact access rights as the expired token.

Azure DevOps
asked 2026-04-10T13:43:27.1733333+00:00
Celestine Ekoh-Ordan 0 Reputation points
commented 2026-04-24T07:24:18.2433333+00:00
Pravallika KV 13,725 Reputation points Microsoft External Staff Moderator
1 answer

Azure for Students verification blocked - You do not have access

I am trying to activate Azure for Students. I first used my personal Microsoft account to sign in to Azure and attempted student verification with my university email. However, the verification email was not received twice. After that, the system started…

Azure Policy
Azure Policy

An Azure service that is used to implement corporate governance and standards at scale for Azure resources.

1,199 questions
asked 2026-04-24T07:23:36+00:00
Sole Wong 0 Reputation points
answered 2026-04-24T07:24:01.7433333+00:00
Q&A Assist
2 answers

ADF delete activity failure because of storesettings

ADF delete activity fails with this error. It works fine in Debug mode, but fails in Trigger mode. We checked that the collaboration branch has the same changes as in adf_publish. So not sure why this fails. One observation is whenver we open the delete…

Azure Data Factory
Azure Data Factory

An Azure service for ingesting, preparing, and transforming data at scale.

12,136 questions
asked 2026-04-22T15:11:34.9733333+00:00
edited a comment 2026-04-24T07:06:01.11+00:00
1 answer

Synapse Notebook to Azure SQL Database connection issue

0 created Linked service to Azure SQL database in Synapse Analytics that uses Authentication type " System Assigned Managed Identity". Than referencing it in PySpark Notebook. Method getConnectionString is used to get access token. But its…

Azure Synapse Analytics
Azure Synapse Analytics

An Azure analytics service that brings together data integration, enterprise data warehousing, and big data analytics. Previously known as Azure SQL Data Warehouse.

5,618 questions
asked 2024-07-25T09:57:59.5966667+00:00
Balbeer Singh 0 Reputation points
edited a comment 2026-04-24T07:05:05.5866667+00:00
Sacher, Wolf-Rüdiger 21 Reputation points
1 answer

Unable to find MCP Enterprise resource (e8c77dc2-69b3-43f4-bc51-3213c9d915b4) in Entra ID tenant

Hi, I am trying to use the Microsoft Graph MCP Enterprise endpoint: https://mcp.svc.cloud.microsoft/enterprise However, I am unable to find the MCP Enterprise resource (e8c77dc2-69b3-43f4-bc51-3213c9d915b4) under API permissions in my App…

Azure API Management
Azure API Management

An Azure service that provides a hybrid, multi-cloud management platform for APIs.

2,721 questions
asked 2026-04-24T07:02:43.3066667+00:00
Swasti Ranjan Ojha 0 Reputation points
answered 2026-04-24T07:03:07.2166667+00:00
Q&A Assist
1 answer

Degrading performance of AI Foundry Models Overtime

We had deployed gpt-5-mini on azure AI foundry whose token per second has degraded overtime. For instance the same job on gpt-5-mini is taking 90-120 seconds on average which used to 60 seconds at the worst case while the newer models like gpt-5.4-mini…

Azure OpenAI Service
Azure OpenAI Service

An Azure service that provides access to OpenAI’s GPT-3 models with enterprise capabilities.

4,718 questions
asked 2026-04-24T06:59:09.8066667+00:00
Animesh Aditha 0 Reputation points
answered 2026-04-24T06:59:22.67+00:00
Q&A Assist
2 answers

Azure AKS Outbound IP Scaling for Dual stack

Hi, We have AKS setup where we use Load Balancer as outbound type and have 1 Public IPv4 and 1 Public IPv6. These Public IPs have IP tags(service tag) attached as well. Now we are looking to scale our system and to avoid SNAT port exhaustion we are…

Azure Kubernetes Service
Azure Kubernetes Service

An Azure service that provides serverless Kubernetes, an integrated continuous integration and continuous delivery experience, and enterprise-grade security and governance.

2,720 questions
asked 2026-04-23T05:34:00.22+00:00
Rajat Garg 0 Reputation points Microsoft Employee
commented 2026-04-24T06:57:37.97+00:00
Rajat Garg 0 Reputation points Microsoft Employee
1 answer

How to find Managed disk not being used but associated with a VM.

I have a Virtual Machine and I have created two data disks named my-disk , my-disk-2 . Now I want to find out that If my disk-2 is attached to a VM but still not being used . Is there attribute to find out that ? and how can that be done.

Azure Disk Storage
Azure Disk Storage

A high-performance, durable block storage designed to be used with Azure Virtual Machines and Azure VMware Solution.

686 questions
asked 2026-04-24T06:26:52.6266667+00:00
PIYUSH SOLANKI 0 Reputation points
answered 2026-04-24T06:53:35.6233333+00:00
Jilakara Hemalatha 12,500 Reputation points Microsoft External Staff Moderator
1 answer

Azure for Students Snapshots LRS Snapshots still costs

In the Azure Sponsorships Usage page, i see some confusing items. One is Snapshots LRS Snapshots, it keeps spending my Student credit until now. I looked for all the things in my subscription, such as Snapshots, Backups (of Virtual Machine or Disk),…

Azure Cost Management
Azure Cost Management

A Microsoft offering that enables tracking of cloud usage and expenditures for Azure and other cloud providers.

4,706 questions
asked 2026-04-24T06:46:14.91+00:00
Weslie Goat 0 Reputation points
answered 2026-04-24T06:46:36.6866667+00:00
Q&A Assist
2 answers

How can Network Security perimeter be associated with Databricks Managed workspace storage account?

We have received an email from Microsoft to switch to network security perimeter where we have allow-listed Azure Databricks serverless subnet IDs in any Azure storage firewalls. Basically our databricks managed workspace storage account which starts…

Azure Databricks
Azure Databricks

An Apache Spark-based analytics platform optimized for Azure.

2,930 questions
asked 2026-02-03T08:48:03.4266667+00:00
Sahil Chaudhry 20 Reputation points
answered 2026-04-24T06:46:04.7666667+00:00
Karel Gudera 0 Reputation points