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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

User16826994223
by Databricks Employee
  • 2628 Views
  • 1 replies
  • 1 kudos

spark data frame parquet vs delta : rows Doesn't match

I have data written in Delta on ADLS. As I understand the delta also internal file in parquet format but when Iread the file in different format I got different record countspark.read.parquet() or spark.read.format('delta').load()df = spark.read.for...

  • 2628 Views
  • 1 replies
  • 1 kudos
Latest Reply
User16826994223
Databricks Employee
  • 1 kudos

I think you have written in delta twice using overwrite mode .But Delta is versioned data format - when you use overwrite, it doesn't delete previous data, it just writes new files, and don't delete files immediately - they are just marked as delete...

  • 1 kudos
MoJaMa
by Databricks Employee
  • 10845 Views
  • 3 replies
  • 1 kudos
  • 10845 Views
  • 3 replies
  • 1 kudos
Latest Reply
User16783853906
Databricks Employee
  • 1 kudos

Databricks does not charge DBUs while instances are idle in the pool. Instance provider billing does apply.Please refer here for more information - https://docs.databricks.com/clusters/instance-pools/index.html

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brickster_2018
by Databricks Employee
  • 5405 Views
  • 1 replies
  • 0 kudos

Resolved! Best ways to copy the parquet files in the staging directory to the Delta table

I have some parquet data in a temporary directory. Can I copy them into the delta table directly, what are the best options.

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  • 1 replies
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Latest Reply
brickster_2018
Databricks Employee
  • 0 kudos

The easiest solution is to use the COPY INTO command. The COPY INTO command ensures idempotency, so even if the operation fails there are no data inconsistencies. COPY INTO command utilizes the resources on the Spark cluster hence completes faster. h...

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brickster_2018
by Databricks Employee
  • 3455 Views
  • 1 replies
  • 0 kudos

Resolved! Unable to download the files from the notebook UI

I used to download the SQL query output from the Notebook UI. but right now I am unable to download files now

  • 3455 Views
  • 1 replies
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Latest Reply
brickster_2018
Databricks Employee
  • 0 kudos

This is a workspace-level configuration. Probably your workspace admin disabled it. If you have admin privilege on your workspace you can enable it from the Admin Console -> Workspace Settings

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User16826994223
by Databricks Employee
  • 2072 Views
  • 1 replies
  • 0 kudos

MSCK REPAIR TABLE doesn't work in delta

I have a delta table in adls and for the same table, I have defined an external table in hive After creating the hive table and generating manifests, I am loading the partitions using MSCK REPAIR TABLE. All the partition columns are in same But s...

  • 2072 Views
  • 1 replies
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Latest Reply
User16826994223
Databricks Employee
  • 0 kudos

Can you please check partition column order, does it in same sequence as before or it has changed

  • 0 kudos
brickster_2018
by Databricks Employee
  • 5615 Views
  • 1 replies
  • 0 kudos

Resolved! I can't find my cluster

I had a cluster that I used in the past. I do not see the cluster any longer. I checked with the admin and my team and everyone confirmed that there no user deletion. 

  • 5615 Views
  • 1 replies
  • 0 kudos
Latest Reply
brickster_2018
Databricks Employee
  • 0 kudos

If the cluster is unsued for 30 days, Databricks removes the cluster. This is a general clean-up policy. It's possible to whitelist a cluster from this clean-up by Pinning the cluster. https://docs.databricks.com/clusters/clusters-manage.html#pin-a-c...

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User16826994223
by Databricks Employee
  • 2918 Views
  • 1 replies
  • 0 kudos

Resolved! Delta adds a new partition making the old partition unreadable

  In Notebook, My code read and write the data to delta , My delta is partitioned by calendar_date. After the initial load i am able to read the delta file and look the data just fine.But after the second load for data for 6 month , the previous part...

  • 2918 Views
  • 1 replies
  • 0 kudos
Latest Reply
User16826994223
Databricks Employee
  • 0 kudos

I think you are writing the data in override mode. what happens in delta is it doesn't delete the data for certain days even it is written by overwrite mode for versioning , and you will be able to query only most recent data,But in format parque...

  • 0 kudos
brickster_2018
by Databricks Employee
  • 1347 Views
  • 1 replies
  • 0 kudos

Resolved! Additional permission for Delta compared to Parquet

I am trying to create a Delta table and it seems the Delta table requires additional permissions on the parent folder of the table. The command failed telling permission errors. I tried to create a parquet table and it works fine. 

  • 1347 Views
  • 1 replies
  • 0 kudos
Latest Reply
brickster_2018
Databricks Employee
  • 0 kudos

Delta table is the non-hive compatible format. So there must also be permissions for a client to access the path to the database’s location so that it can create a new temporary “directory” there. This comes from Spark SQL’s handling of external tabl...

  • 0 kudos
brickster_2018
by Databricks Employee
  • 2462 Views
  • 1 replies
  • 1 kudos

Resolved! How many active connections are made to Hive metastore

We are using an internal metastore implementation. ie the metastore is hosted at the Dataricks side. However, we believe the metastore instance made available for my workspace is not adequate enough to handle the load. How can I monitor the number of...

  • 2462 Views
  • 1 replies
  • 1 kudos
Latest Reply
brickster_2018
Databricks Employee
  • 1 kudos

Use the below code snippet from a notebook%scala import java.sql.Connection import java.sql.DriverManager import java.sql.ResultSet import java.sql.SQLException   /** * For details on what this query means, checkout https://dev.mysql.com/doc/refma...

  • 1 kudos
User16826992666
by Databricks Employee
  • 2985 Views
  • 1 replies
  • 1 kudos

Resolved! Does Databricks integrate with Immuta?

My company uses Immuta for data governance. Will Databricks be able to fit into our existing security patterns?

  • 2985 Views
  • 1 replies
  • 1 kudos
Latest Reply
Ryan_Chynoweth
Databricks Employee
  • 1 kudos

Yes, check out the immuta web page on the Databricks Integration. https://www.immuta.com/integrations/databricks

  • 1 kudos
brickster_2018
by Databricks Employee
  • 3124 Views
  • 1 replies
  • 0 kudos

Resolved! Compute cost for the SQL Analytics query

Is there a way to get some kind of compute the cost associated with every SQL analytics query?

  • 3124 Views
  • 1 replies
  • 0 kudos
Latest Reply
brickster_2018
Databricks Employee
  • 0 kudos

Right now, we do not have an option to measure the compute cost at a query level.

  • 0 kudos
User16765131552
by Databricks Employee
  • 764 Views
  • 0 replies
  • 0 kudos

docs.databricks.com

Best practices: Cluster configuration | Databricks on AWSLearn best practices when creating and configuring Databricks clusters.https://docs.databricks.com/clusters/cluster-config-best-practices.html

  • 764 Views
  • 0 replies
  • 0 kudos
User16765131552
by Databricks Employee
  • 670 Views
  • 0 replies
  • 0 kudos

docs.gcp.databricks.com

Best practices | Databricks on Google CloudLearn best practices when using or administering Databricks.https://docs.gcp.databricks.com/best-practices-index.html

  • 670 Views
  • 0 replies
  • 0 kudos
User16765131552
by Databricks Employee
  • 676 Views
  • 0 replies
  • 0 kudos

docs.microsoft.com

Best practices - Azure DatabricksLearn best practices when using or administering Azure Databricks.https://docs.microsoft.com/en-us/azure/databricks/best-practices-index

  • 676 Views
  • 0 replies
  • 0 kudos
User16765131552
by Databricks Employee
  • 751 Views
  • 0 replies
  • 0 kudos

docs.databricks.com

Best practices | Databricks on AWSLearn best practices when using or administering Databricks.https://docs.databricks.com/best-practices-index.html

  • 751 Views
  • 0 replies
  • 0 kudos

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