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Administration & Architecture
Explore discussions on Databricks administration, deployment strategies, and architectural best practices. Connect with administrators and architects to optimize your Databricks environment for performance, scalability, and security.
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Data + AI Summit 2024 - Data Lakehouse Architecture


Forum Posts

User16789201666
by Databricks Employee
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What's Early Stopping in Hyperopt? When should it be used?

It’s advantageous to stop running trials if progress has stopped. Hyperopt offers an early_stop_fn parameter, which specifies a function that decides when to stop trials before max_evals has been reached. Hyperopt provides a function no_progress_loss...

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brickster_2018
by Databricks Employee
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Resolved! How to determine if am using the same DBR minor version?

DBR minor version details are not exposed. However, in the documentation, it mentioned Databricks performs maintenance releases every 2 weeks. How can I determine if I am using the same minor version

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brickster_2018
Databricks Employee
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The below code snippet can help to determine the DBR Hash string for the DBR version. DBR hash string is unique for the DBR minor version. val scalaVersion = scala.util.Properties.versionString   val hadoopVersion = org.apache.hadoop.util.VersionInf...

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Anonymous
by Not applicable
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sajith_appukutt
Honored Contributor II
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Delete workspace doesn't delete the root bucket. You could choose to use the same root bucket for more than one workspace ( though not recommended ) It is recommended to automate the infrastructure creation via terraform or quickstart so that cleanup...

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Anonymous
by Not applicable
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Monitoring jobs

Are there any event streams that are or could be exposed in AWS (such as Cloudwatch Eventbridge events or SNS messages? In particular I'm interested in events that detail jobs being run. The use case here would be for monitoring jobs from our web app...

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sajith_appukutt
Honored Contributor II
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You could write code to call the PutLogEvents api at the beginning of each job to write out custom events to cloudwatch / or use aws sdk to send and SNS notification and route it to a desired consumer.

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User16765131552
by Contributor III
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Azure Databricks Repos and HIPAA

Are Repos HIPAA compliant, or is there a plan and timeline to support this? Customer is getting a warning when trying to enable the Repos feature in a HIPAA deployment on Azure Databricks.

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sajith_appukutt
Honored Contributor II
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There is a plan to support this. For timeline, please reach out to your Databricks account team.

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MoJaMa
by Databricks Employee
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Ryan_Chynoweth
Esteemed Contributor
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Unfortunately this is not possible. The default user workspace name will be the user's email address.

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User16826992666
by Valued Contributor
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What do I need to think about for Disaster Recovery planning?

I am working on a disaster recovery plan for my environment which includes Databricks. Where do I start with my planning? What all do I need to consider when building a DR plan?

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sajith_appukutt
Honored Contributor II
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Depending on your RPO/RTOs there are different recovery solution strategies that could be considered (active/passive, active/active) for Databricks deployments. A detailed explanation of these approaches are mentioned here

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User16826992666
by Valued Contributor
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Can you use credential passthrough for users running jobs?

I would like it if I could make it so that the credentials of the user who initiates a job are used as the credentials for the job run. Is this possible?

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sajith_appukutt
Honored Contributor II
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Is this in Azure? If so, it is not supported currently. https://docs.microsoft.com/en-us/azure/databricks/security/credential-passthrough/adls-passthrough

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MoJaMa
by Databricks Employee
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MoJaMa
Databricks Employee
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Yes. We support this.Please see https://docs.databricks.com/administration-guide/workspace/storage.html#modify-the-storage-location-for-notebook-results and https://docs.databricks.com/administration-guide/workspace/storage.html#configure-the-storage...

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User16826992666
by Valued Contributor
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Ryan_Chynoweth
Esteemed Contributor
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Databricks only charges for compute time while machines are being used. If a machine is on "IDLE" then Databricks does not charge you for those machines. The cloud providers will charge you for the machines that are running regardless if they are IDL...

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MoJaMa
by Databricks Employee
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MoJaMa
Databricks Employee
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Yes. It is not self-service. We can "merge" accounts on AWS, such that you can manage all your Databricks workspaces from a single place at https://accounts.cloud.databricks.com/loginPlease contact your Databricks Representative.

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