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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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Forum Posts

brickster_2018
by Databricks Employee
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  • 1 replies
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Resolved! Why do I always see "Executor heartbeat timed out" messages in the Spark Driver logs

Often, I see "Executor heartbeat timed out" messages in the Spark driver logs. Sometimes job fails with this error. Will increasing "spark.executor.heartbeatInterval" help to mitigate the issue ?

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brickster_2018
Databricks Employee
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This is a common misconception that increasing "spark.executor.heartbeatInterval" will help to mitigate or resolve the heartbeat issues. In fact, increasing the spark.executor.heartbeatInterval will increase the chance of the error and worse the situ...

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jose_gonzalez
by Databricks Employee
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How to check my streaming job's metrics?

I would like to know if there is a way to keep track of my running streaming job.

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brickster_2018
Databricks Employee
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Streaming metrics are available/exposed mainly through 3 ways:Streaming UI, which is available from Spark 3/DBR 7Streaming listener/Observable metrics APISpark driver logs. Search for the string "Streaming query made progress". The metrics are logged...

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User16752244127
by Databricks Employee
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User16752244127
Databricks Employee
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yes. it is actually quite fun to build Looker dashboards on top of delta lake. here is a Databricks on Looker tutorial that I created when Databricks on GCP was released.

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User16826994223
by Databricks Employee
  • 1173 Views
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Koalas or Pyspark

Should I use PySpark’s DataFrame API or Koalas, Which one is recommended , is there any performance impact if i use koalas or little slower than pyspark API

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User16826994223
Databricks Employee
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If you are already familiar with pandas and want to leverage Spark for big data, we recommend using Koalas. If you are learning Spark from ground up, we recommend you start with PySpark’s API.

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Anonymous
by Not applicable
  • 1405 Views
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Photon usage

How do I know how much of a query/job used Photon?

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sajith_appukutt
Databricks Employee
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If you are using Photon on Databricks SQLClick the Query History icon on the sidebar.Click the line containing the query you’d like to analyze.On the Query Details pop-up, click Execution Details.Look at the Task Time in Photon metric at the bottom.

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Anonymous
by Not applicable
  • 3518 Views
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Malformed Request Error Message

I received the following error when launching a workspace: MALFORMED_REQUEST: Failed storage configuration validation checks: PUT, LIST, DELETE. How do I fix this?

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sajith_appukutt
Databricks Employee
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Check the S3 bucket policy and region. It looks like storage config validation is failing

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Anonymous
by Not applicable
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Failed E2 Workspace Error Message

My workspace ended up in a FAILED workspace state with one of the following messages:INVALID_STATE: The maximum number of VPCs has been reached.INVALID_STATE: The maximum number of VPC endpoints has been reached.INVALID_STATE: The maximum number of a...

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sajith_appukutt
Databricks Employee
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The maximum number of xxx has been reached indicates that you have hit the soft limits for some of the AWS resources in that region. These are mostly soft limits and you could file a request to AWS support team to increase this

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Anonymous
by Not applicable
  • 1912 Views
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E2 Workspace DNS Unreachable

My E2 workspace is in a RUNNING state, but the DNS is unreachable.

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sajith_appukutt
Databricks Employee
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Try deleting the RUNNING workspace, wait for 5-10 minutes, and recreate the same workspace. If that doesn't solve the problem, file a support ticket

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Anonymous
by Not applicable
  • 1773 Views
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E2 workspace - Error Message Malformed Request : Invalid xxx in the HTTP request body

I received one of the following errors: MALFORMED_REQUEST: Invalid xxx in the HTTP request body or MALFORMED_REQUEST: Invalid xxx in body, where xxx is credentials, storage configurations, networks, etc.

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sajith_appukutt
Databricks Employee
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It denotes that the input payload is not what is expected the api-endpoint for the e2 accounts api. Possible causes include typo in variable values or json formatting issues ( not providing quotes etc )

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Anonymous
by Not applicable
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sajith_appukutt
Databricks Employee
  • 1 kudos

To access these driver log files from the UI, you could go to the Driver Logs tab on the cluster details page. You can also configure a log delivery location for the cluster. Both worker and cluster logs are delivered to the location you specify.

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Anonymous
by Not applicable
  • 2117 Views
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Latest Reply
sajith_appukutt
Databricks Employee
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When you remove a user from Databricks, a special backup folder is created in the workspace. More details at https://kb.databricks.com/notebooks/get-notebooks-deleted-user.html

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Anonymous
by Not applicable
  • 1543 Views
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sajith_appukutt
Databricks Employee
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If you have some of the features like "secure cluster connectivity", "multi-workspace accounts" , chances are that the account is E2. Would recommend to check with your Databricks accounts team.

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Anonymous
by Not applicable
  • 1854 Views
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Saving charts in S3

Can you save the charts that you create in Databricks notebooks as an image file to s3? For example I'm viewing the dataframe using display(df) and then using the plot button to actually create the graph

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sajith_appukutt
Databricks Employee
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Would rendering visualizations via plotly and saving them to s3 work ?

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Anonymous
by Not applicable
  • 3073 Views
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SQL Formatting

Is there a way for individual users to adjust the SQL formatting defaults?

  • 3073 Views
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Latest Reply
User16826994223
Databricks Employee
  • 1 kudos

Do you want a different format than Databrick provide the formatting in Sql cell?

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