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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

BobCat62
by Databricks Partner
  • 2497 Views
  • 2 replies
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Resolved! Missing Delta-live-Table in hive-metastore catalog

Hi experts,I defined my delta table in an external location as following:%sqlCREATE OR REFRESH STREAMING TABLE pumpdata (Body string,EnqueuedTimeUtc string,SystemProperties string,_rescued_data string,Properties string)USING DELTALOCATION 'abfss://md...

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Data Engineering
Delta Live Tables
  • 2497 Views
  • 2 replies
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Latest Reply
ashraf1395
Honored Contributor
  • 0 kudos

Hey @BobCat62 , This might helpdlt will be in direct publishingmode by default. If you select hive_metstore you must specify the default schema in the dlt pipeline setting. If not done there. At the time of defining the dlt table pass the schema_name...

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MrFi
by New Contributor
  • 1841 Views
  • 1 replies
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500 Error on /ajax-api/2.0/fs/list When Accessing Unity Catalog Volume in Databricks

 We are encountering an issue with volumes created inside Unity Catalog. We are using AWS and Terraform to host Databricks, and our Unity Catalog structure is as follows:• Catalog: catalog_name• Schemas: raw, bronze, silver, gold (all with external l...

  • 1841 Views
  • 1 replies
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Brahmareddy
Esteemed Contributor II
  • 0 kudos

Hi @MrFi How are you doing today?As per my understanding, It looks like the Unity Catalog UI might have trouble handling external volumes, even though dbutils works fine. Try running SHOW VOLUMES IN catalog_name.raw; to check if the volume is properl...

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ceceliac
by New Contributor III
  • 3448 Views
  • 8 replies
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inconsistent behavior with serverless sql: user is not an owner of table error with views

We get the following error with some basic views and not others when using serverless compute (from a notebook or from SQL Editor or from the Catalog Explorer).  Views are simple select * from table x and underlying schemas/tables are using managed m...

  • 3448 Views
  • 8 replies
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VZLA
Databricks Employee
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@ceceliac just a quick check, if you rerun the same query after it has initially failed, will it go through or still fail? if it runs fine, wait another 10-15mins and rerun it and share the outcome. So: 1.- Run it once, it will fail. 2.- Rerun it inm...

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Kassandra_
by New Contributor
  • 1855 Views
  • 1 replies
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RESTORE deletes part of the delta table's history

Having a delta table with the history of 15 versions (see screenshot). After running the command:RESTORE TABLE hive_metastore.my_schema.my_table TO VERSION AS OF 6;And then running DESCRIBE HISTORY (see screenshot) it seems that a new version (RESTOR...

  • 1855 Views
  • 1 replies
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MariuszK
Valued Contributor III
  • 0 kudos

it's not. I haven't observed this behavior. According to the delta lake documentation "Using the restore command resets the table’s content to an earlier version, but doesn’t remove any data. It simply updates the transaction log to indicate that cer...

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creditorwatch
by New Contributor II
  • 4582 Views
  • 2 replies
  • 1 kudos

Load data from Aurora to Databricks directly

Hi,Does anyone know how to link Aurora to Databricks directly and load data into Databricks automatically on a schedule without any third-party tools in the middle?

  • 4582 Views
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MariuszK
Valued Contributor III
  • 1 kudos

AWS Aurora supports PostgreSQL or MySQL, did you try to connect using JDBC?url = f"jdbc:postgresql://{database_host}:{database_port}/{database_name}"remote_table = (spark.read.format("jdbc").option("driver", driver).option("url", url).option("dbtable...

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philHarasz
by New Contributor III
  • 8003 Views
  • 4 replies
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Resolved! Writing a small pyspark dataframe to a table is taking a very long time

My experience with Databricks pyspark up to this point has always been to execute a SQL query against existing Databricks tables, then write the resulting pyspark dataframe into a new table. For the first time, I am now getting data via an API which ...

  • 8003 Views
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philHarasz
New Contributor III
  • 0 kudos

After reading the suggested documentation, I tried using the "Parse nested XML (from_xml and schema_of_xml)". I used this code from the doc: df = spark.createDataFrame([(8, xml_data)], ["number", "payload"]) schema = schema_of_xml(df.select("payload"...

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vaibhavaher2025
by New Contributor
  • 6249 Views
  • 2 replies
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Serverless compute vs Job cluster

Hi Guys,For running the job with varying workload what should I use ? Serverless cluster or Job compute ?What are positives and negatives?(I'll be running my notebook from Azure data factory)

  • 6249 Views
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Latest Reply
KaranamS
Contributor III
  • 2 kudos

It depends on cost, performance and startup time needed for your use-case.Serverless compute is usually preferred choice because of its fast startup time and dynamic scaling. However, if your workload is long-running and predictable, job compute with...

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Phani1
by Databricks MVP
  • 2123 Views
  • 1 replies
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Databricks Vs Fabric use case

Hi Team,We've noticed that for some use cases, customers are proposing a architecture with A) Fabric in the Gold layer and reporting in Azure Power BI, while using Databricks for the Bronze and Silver layers. However, we can also have the B) Gold lay...

  • 2123 Views
  • 1 replies
  • 1 kudos
Latest Reply
MariuszK
Valued Contributor III
  • 1 kudos

Gold layer in Databricks and connect to Power BI - this is a good option.However, If you need to use some of Fabric capabilities, because your team has preferences to use T-SQL, Direct Lake, Python notebooks, low-code tools like Data Factory. MS Fabr...

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dzsuzs
by New Contributor II
  • 3616 Views
  • 3 replies
  • 2 kudos

OOM Issue in Streaming with foreachBatch()

I have a stateless streaming application that uses foreachBatch. This function executes between 10-400 times each hour based on custom logic.  The logic within foreachBatch includes: collect() on very small DataFrames (a few megabytes) --> driver mem...

  • 3616 Views
  • 3 replies
  • 2 kudos
Latest Reply
gardnmi1983
New Contributor II
  • 2 kudos

Did you ever figure out what is causing the memory leak?  We are experiencing a nearly identical issue where the memory gradually increases over time and OOM after a few days.  I did track down this open bug ticket that states there is a memory leak ...

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robertomatus
by New Contributor II
  • 2674 Views
  • 3 replies
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Autoloader infering struct as a string when reading json data

Hi Everyone,Trying to read JSON files with autoloader is failing to infer the schema correctly, every nested or struct column is being inferred as a string.   spark.readStream.format("cloudFiles") .option("cloudFiles.format", "json") .option("cloud...

  • 2674 Views
  • 3 replies
  • 1 kudos
Latest Reply
Brahmareddy
Esteemed Contributor II
  • 1 kudos

Hi @robertomatus ,You're right—it would be much better if we didn’t have to rely on workarounds. The reason AutoLoader infers schema differently from spark.read.json() is that it's optimized for streaming large-scale data efficiently. Unlike spark.re...

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Phani1
by Databricks MVP
  • 4452 Views
  • 1 replies
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Databricks vs snowflake use case comparision

Hi Databricks Team,We see Databricks and Snowflake as very close in terms of features. When trying to convince customers about Databricks' products, we would like to know the key comparisons between Databricks and Snowflake by use case.Regards,Phani

  • 4452 Views
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Latest Reply
Alberto_Umana
Databricks Employee
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Hi @Phani1, You can read these resources: https://www.databricks.com/databricks-vs-snowflake https://www.databricks.com/blog/2018/08/27/by-customer-demand-databricks-and-snowflake-integration.html

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Katalin555
by New Contributor II
  • 1820 Views
  • 2 replies
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df.isEmpty() and df.fillna(0).isEmpty() throws error

In our code we usually use Single user cluster with 13.3 LTS with Spark 3.4.1 when loading data from delta table to Azure SQL Hyperscale, and we did not experience any issues, but starting last week our pipeline has been failing with the following er...

  • 1820 Views
  • 2 replies
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Katalin555
New Contributor II
  • 0 kudos

Hi @Alberto_Umana ,Yes I checked and did not see any other information. We are using Driver: Standard_DS5_v2 · Workers: Standard_E16a_v4 · 1-6 workers, at the stage when the pipeline fails the shuffle information was :Shuffle Read Size / Records: 257...

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AnudeepKolluri
by New Contributor II
  • 1377 Views
  • 4 replies
  • 0 kudos
  • 1377 Views
  • 4 replies
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Latest Reply
Jim_Anderson
Databricks Employee
  • 0 kudos

It looks like your completion email was distributed on Feb 04, but I will DM you the certification discount code again for your reference    

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3 More Replies
nagsky1
by New Contributor II
  • 866 Views
  • 1 replies
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Resolved! Not recieved coupon Code

I have completed my Databricks Learning Festival and yet haven't received coupon Code

  • 866 Views
  • 1 replies
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Latest Reply
Jim_Anderson
Databricks Employee
  • 0 kudos

@nagsky1 Please feel free to DM me with the email address associated with your Academy account so I can verify your participation  

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LearnDB1234
by New Contributor III
  • 2200 Views
  • 4 replies
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How to store SQL query output columns as variables to be used as parameters for API data call in DAT

I have a sql query which provides me with the below output :Select FirstName,LastName,Title From Default.Name Tony Gonzalez Mr Tom Brady Mr Patricia Carroll MissI would like to store FirstName, LastName & title column output...

  • 2200 Views
  • 4 replies
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Latest Reply
Brahmareddy
Esteemed Contributor II
  • 0 kudos

Hi @LearnDB1234 ,Here is the approach - You can make your API call dynamic by first running your SQL query and storing the results in a DataFrame. Then, you can loop through each row in the DataFrame and extract the FirstName and LastName values, pas...

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