Microsoft Foundry
A unified Azure platform for creating and managing AI models, agents, and applications with built‑in enterprise security, monitoring, and governance
39 questions
1 answer
Azure AutoML Batch End point job creation fails with Docker build-user requested bokeh==3.8.2 and azureml-train-automl-runtime 1.61.0 depends on bokeh<3.0.0
1.3 2026-06-15T14:45:43: #10 261.3 The conflict is caused by: 2026-06-15T14:45:43: #10 261.3 The user requested bokeh==3.8.2 2026-06-15T14:45:43: #10 261.3 azureml-train-automl-runtime 1.61.0 depends on bokeh<3.0.0 2026-06-15T14:45:43: #10…
Microsoft Foundry
asked 2026-06-15T19:42:41.2166667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(313.6, 6%, 40%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESV%3C/text%3E%3C/svg%3E)
Santos Vighnesh
0
Reputation points
answered 2026-06-15T19:48:40.3133333+00:00
Santos Vighnesh
0
Reputation points
1 answer
Artifact Signing Account Profile - Certificate Profile - Status = Failed
I created an Artifact Signing Account Profile, completed validation, and then created a certificate profile. While doing some troubleshooting I accidentally deleted the certificate profile. I then tried to create a new one which is now in a…
Artifact Signing
Artifact Signing
A fully managed end-to-end service for digitally signing code, documents, and applications. (formerly Trusted Signing)
874 questions
asked 2026-06-15T18:56:01.9466667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(89.60000000000001, 90%, 18%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ETK%3C/text%3E%3C/svg%3E)
Thomas Kuehn
0
Reputation points
commented 2026-06-15T19:43:54.2733333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(201.6, 99%, 29%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ER%3C/text%3E%3C/svg%3E)
Rukmini
42,515
Reputation points Microsoft External Staff
Moderator
1 answer
How can we get help to track down Azure Maps API usage
We are seeing huge increases in our Azure Maps API usage. Growth is ramping up seemingly exponential and we're stuck trying to track down where the requests originate. We can't find much in terms of analytics on Azure Maps to help us track down the…
Azure Maps
Azure Maps
An Azure service that provides geospatial APIs to add maps, spatial analytics, and mobility solutions to apps.
925 questions
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(35.2, 65%, 13%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EL%3C/text%3E%3C/svg%3E)
1 answer
Azure foundry Agents deployment
I am designing an AgentOps platform for Azure AI Foundry Agents and would like guidance on CI/CD best practices. Current Architecture: Azure AI Foundry Projects for DEV, TEST, UAT, and PROD Agents are created and managed directly inside Azure AI…
Foundry Agent Service
Foundry Agent Service
A fully managed platform in Microsoft Foundry for hosting, scaling, and securing AI agents built with any supported framework or model
69 questions
asked 2026-06-12T06:29:57.7833333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(0, 92%, 10%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EBS%3C/text%3E%3C/svg%3E)
Brahadiswaran Suresh
0
Reputation points
commented 2026-06-15T19:41:29.7+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(28.799999999999997, 15%, 12%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EAV%3C/text%3E%3C/svg%3E)
Anshika Varshney
13,310
Reputation points Microsoft External Staff
Moderator
0 answers
HTTP Data Collector API - Hard Stop or End Support
I'm trying to clarify if the HTTP Data Collector API feature that is being deprecated will stop working completely on 14 September 2026, or if only support will end. The learn page says support ends:…
Azure Monitor
Azure Monitor
An Azure service that is used to collect, analyze, and act on telemetry data from Azure and on-premises environments.
3,969 questions
asked 2026-06-05T20:51:08.0233333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(208, 26%, 30%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EBI%3C/text%3E%3C/svg%3E)
Babeu, Iain
1
Reputation point
commented 2026-06-15T19:26:21.5133333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(16, 97%, 11%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESS%3C/text%3E%3C/svg%3E)
Suchitra Suregaunkar
14,435
Reputation points Microsoft External Staff
Moderator
2 answers
One of the answers was accepted by the question author.
Azure Storage - Life Cycle Management Rules are not working
Hi We created a rule to achieve parquet files from blob storage but it's not working as expected, even after 48 hours we don't see any change on the targeted folders / files. Changed the settings from lastmodified to lastaccessed but still not working.…
Azure Blob Storage
Azure Blob Storage
An Azure service that stores unstructured data in the cloud as blobs.
3,393 questions
asked 2026-05-19T22:54:32.2833333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(214.4, 84%, 30%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMA%3C/text%3E%3C/svg%3E)
Murty Addanki
20
Reputation points Microsoft External Staff
accepted 2026-06-15T19:21:11.1566667+00:00
Murty Addanki
20
Reputation points Microsoft External Staff
1 answer
How to automatically rotate certificates without domain validation in Azure FrontDoor
I already know how to rotate certificates and validate domains manually on Azure. For each certificate renewal, I am forced to validate the domain, and I want to automate it. How can I automate certificate rotation without triggering manual domain…
Azure Front Door
Azure Front Door
An Azure service that provides a cloud content delivery network with threat protection.
1,193 questions
asked 2026-06-15T19:15:54.7233333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(166.4, 11%, 26%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EHT%3C/text%3E%3C/svg%3E)
Hiroshi Tashiro
85
Reputation points Microsoft Employee
answered 2026-06-15T19:16:11.1+00:00
AI answer
4 answers
Azure Site Recovery Failure
Hello Im having issues Testing fail over on my Azure Server and also fail on test VM Backup (Restore VM) It says i have reached my core count limit But when i check my quota I havent Please can you help Thanks Kamal
Azure Site Recovery
Azure Site Recovery
An Azure native disaster recovery service. Previously known as Microsoft Azure Hyper-V Recovery Manager.
953 questions
asked 2026-06-09T11:20:26.9166667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(236.8, 61%, 32%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EKK%3C/text%3E%3C/svg%3E)
Kamal Kotecha
20
Reputation points
edited the question 2026-06-15T19:09:00.4+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(249.60000000000002, 21%, 34%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMD%3C/text%3E%3C/svg%3E)
Manish Deshpande
6,995
Reputation points Microsoft External Staff
Moderator
0 answers
Email Communications Service - Validate SPF for Nested SPF Record.
I need to validate an SPF record for a mail domain, but our Production SPF has two nested records, which includes "include:spf.protection.outlook.com". This is production for a large number of users and systems. Domain ownership and DKIM are…
Azure Communication Services
Azure Communication Services
An Azure communication platform for deploying applications across devices and platforms.
1,696 questions
asked 2026-06-15T16:00:31.7633333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(156.8, 48%, 25%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EWP%3C/text%3E%3C/svg%3E)
Will Perry
0
Reputation points
edited a comment 2026-06-15T19:05:03.9466667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(99.2, 85%, 19%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EGV%3C/text%3E%3C/svg%3E)
Golla Venkata Pavani
6,000
Reputation points Microsoft External Staff
Moderator
1 answer
Azure Durable Functions
Azure Durable Function orchestration occasionally remains in Running state even though the activity function completes successfully and output artifacts are generated and stored. No exceptions are logged. What Durable diagnostics, traces, or storage…
Azure Functions
Azure Functions
An Azure service that provides an event-driven serverless compute platform.
6,481 questions
asked 2026-06-09T11:03:42.09+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(278.4, 28.000000000000004%, 36%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EVA%3C/text%3E%3C/svg%3E)
Vempadapu Akhil Kumar
5
Reputation points
commented 2026-06-15T19:02:28.77+00:00
Vempadapu Akhil Kumar
5
Reputation points
2 answers
Arc Resource Bridge VM is missing
I have an Azure Local cluster with three nodes, version: 12.2602.1002.7 Region: westeurope The Arc Resource Bridge VM is completely absent from all three cluster nodes in Hyper-V. Get-VM on all nodes returns no ARB VM. The Azure resource exists (az…
Azure Local
320 questions
asked 2026-05-27T15:47:20.5666667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(38.4, 22%, 13%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ERL%3C/text%3E%3C/svg%3E)
Robin Lee
35
Reputation points
commented 2026-06-15T19:00:12.26+00:00
Manish Deshpande
6,995
Reputation points Microsoft External Staff
Moderator
0 answers
Can I delay my maintenance window for Azure MySQL further than the console/CLI allowed dates?
I have postponed maintenance for databases through the CLI, but I am looking to push out further to a specific date. Is this possible working with Azure? I do not see any further option for pushing out
Azure Database for MySQL
Azure Database for MySQL
An Azure managed MySQL database service for app development and deployment.
1,254 questions
asked 2026-06-15T18:56:59.1766667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(300.8, 35%, 39%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESL%3C/text%3E%3C/svg%3E)
Shannon Lucas
0
Reputation points
asked 2026-06-15T18:56:59.1766667+00:00
Shannon Lucas
0
Reputation points
2 answers
The Virtual Machine is in the process of being stopped and deallocated as requested by an authorized user or process. No other action is required at this time
Virtual machine is starting, The Virtual Machine is in the process of being stopped and deallocated as requested by an authorized user or process. No other action is required at this time.
Azure Virtual Machines
Azure Virtual Machines
An Azure service that is used to provision Windows and Linux virtual machines.
10,175 questions
asked 2026-05-26T18:32:03.28+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(265.6, 37%, 35%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ERE%3C/text%3E%3C/svg%3E)
ramez elkhouri
0
Reputation points
commented 2026-06-15T18:54:41.7333333+00:00
Manish Deshpande
6,995
Reputation points Microsoft External Staff
Moderator
1 answer
User is unable to connect avd
User is part of avd pool desktop but she is not able to connect.
Azure Virtual Desktop
Azure Virtual Desktop
A Microsoft desktop and app virtualization service that runs on Azure. Previously known as Windows Virtual Desktop.
2,122 questions
asked 2026-05-25T20:53:01.34+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(51.2, 69%, 14%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ES%3C/text%3E%3C/svg%3E)
shamim
0
Reputation points
commented 2026-06-15T18:50:08.3666667+00:00
Manish Deshpande
6,995
Reputation points Microsoft External Staff
Moderator
1 answer
Virtual machine not starting
Failed to start virtual machine Failed to start virtual machine 'TradeFinance'. Error: An unexpected error occured while processing the network profile of the VM. Please retry later.
Azure Virtual Machines
Azure Virtual Machines
An Azure service that is used to provision Windows and Linux virtual machines.
10,175 questions
asked 2026-05-26T20:02:38.6533333+00:00
ramez elkhouri
0
Reputation points
commented 2026-06-15T18:47:54.2433333+00:00
Manish Deshpande
6,995
Reputation points Microsoft External Staff
Moderator
0 answers
Azure VMSS Image Build Failure - WINDOWSSERVER.1P 2022-DATACENTER-AZURE-EDITION
InvalidParameter: One or more images referenced were not found This error was found in the customization log. We use "publisher": "MicrosoftWindowsServer", "offer": "WindowsServer", …
Azure Virtual Machine Scale Sets
Azure Virtual Machine Scale Sets
Azure compute resources that are used to create and manage groups of heterogeneous load-balanced virtual machines.
510 questions
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(243.2, 98%, 33%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESS%3C/text%3E%3C/svg%3E)
0 answers
How to register an additional changelog reader for my AMLFS instance
I need to register an additional changelog reader for my Lustre instance. What are the steps? Who do I need to ask? Thanks, Kris
Azure Storage
Azure Storage
Globally unique resources that provide access to data management services and serve as the parent namespace for the services.
3,861 questions
asked 2026-06-15T18:01:45.08+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(96, 20%, 19%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EKM%3C/text%3E%3C/svg%3E)
Kris Meier
0
Reputation points
commented 2026-06-15T18:35:16.6433333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(83.2, 52%, 18%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EVS%3C/text%3E%3C/svg%3E)
Venkatesan S
9,055
Reputation points Microsoft External Staff
Moderator
0 answers
Unable to Verify Student Eligibility for Azure for Students Despite Official University Email and GitHub Student Verification
Dear Microsoft Azure Support Team, I hope you are doing well. My name is Malik Muhammad Ahmad, and I am currently enrolled in the BS Information Technology program at Muhammad Nawaz Sharif University of Engineering and Technology (MNS UET), Pakistan. I…
Azure | Azure Training
Azure | Azure Training
Training: Instruction to develop new skills.
3,210 questions
asked 2026-06-15T18:31:39.9666667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(227.2, 51%, 32%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMM%3C/text%3E%3C/svg%3E)
Malik Muhammad Ahmad
0
Reputation points
answered 2026-06-15T18:31:59.76+00:00
AI answer
1 answer
Azure Cache for Redis (Used memory vs Used memory %)
Hello Folks, After going over this recommendation [http://learn.microsoft.com/en-us/azure/redis/best-practices-memory-management] I still have some questions. Current ACR prod cluster is at "Used Memory" of 13.2TB of 16TB and "UsedMemory…
Azure Cache for Redis
Azure Cache for Redis
An Azure service that provides access to a secure, dedicated Redis cache, managed by Microsoft.
391 questions
asked 2026-06-15T14:54:25.0466667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(172.8, 32%, 26%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EDS%3C/text%3E%3C/svg%3E)
Desmond Sindatry
91
Reputation points
commented 2026-06-15T18:19:02.88+00:00
Desmond Sindatry
91
Reputation points
1 answer
Can we advertise default route from on-prem to azure vnet over express route
We have Hub and Spoke Virtaul Networks setup. We have a requirement that all internet destination traffic should go to on-prem over Azure expess route, Can we advertise the default route (0.0.0.0/0) from on-prem to azure over express route
Azure ExpressRoute
Azure ExpressRoute
An Azure service that provides private connections between Azure datacenters and infrastructure, either on premises or in a colocation environment.
504 questions
asked 2026-06-15T17:52:29.6133333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(272, 18%, 36%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EPR%3C/text%3E%3C/svg%3E)
Pawan Raut
0
Reputation points
edited a comment 2026-06-15T18:16:20.2866667+00:00
Venkatesan S
9,055
Reputation points Microsoft External Staff
Moderator