Questions about Azure ML Preview Features Being Removed

Tobias Fischer 90 Reputation points
2025-10-22T07:59:27.8666667+00:00

Hey,

I’ve received a few emails over the last few weeks to months regarding preview features in Azure ML that are going to be removed in the near future. Some example key points are:

Use of v2 data assets (uri_folder and mltable) in a data labeling project

Importing data into a data labeling project

Monitoring compute resources

Is there anywhere a roadmap or a comprehensive list of planned changes for the next year or beyond?

We are currently planning to build a tool for machine learning that handles uniform data labeling, training, model logging, and deployment. Our plan was to use Azure ML with its labeling service and compute resources. However, we received an email stating that the labeling service will be removed, and now we’ve also been informed that compute resource monitoring will be removed too — which makes it difficult to base our tool on Azure ML.

I would appreciate any help or guidance on this topic. Thank you in advance.

Tobias Fischer

Azure Machine Learning
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  1. Aryan Parashar 2,580 Reputation points Microsoft External Staff Moderator
    2025-10-22T10:04:29.82+00:00

    Hi Tobias,

    The following link provides details about planned changes for next year and beyond related to Azure:

    https://azure.microsoft.com/en-us/updates?filters=%5B%22Azure+Machine+Learning%22%5D

    To manage preview features, please refer to the official documentation here:

    https://learn.microsoft.com/en-us/azure/machine-learning/how-to-enable-preview-features?view=azureml-api-2

    Feel free to accept this as an answer.

    Thankyou for reaching out to The Microsoft QNA Portal.

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