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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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Aidin
by New Contributor II
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BINARY data type

Hello everyone.I'm trying to understand how BINARY data type works in spark sql. According to examples in the documentation, using cast or literal 'X' should return HEX representation of the binary data type, but when I try the same code, I see base6...

Screenshot 2023-12-22 at 19.55.15.png
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Wojciech_BUK
Valued Contributor III
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If you are confused , please look at this thread, they explain that Databricks use base64 as binary default. This is not documented but can be tracked at source code level.https://stackoverflow.com/questions/75753311/not-getting-binary-value-in-datab...

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sahesh1320
by New Contributor
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Shutdown Cluster in script if there is any failure

I am working on incremental load from sql server to Delta lake tables stored in ADLS gen2. DUring the script i need to qrite a logic toShut down the DB cluster on failure (there needs to be logging added to ensure that shutdown happens promptly to pr...

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Wojciech_BUK
Valued Contributor III
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If you run your notebook via workflow and error happen and there are no retires on job, then job cluster will be terminated immidietly after failure.You can add python block of try catch and if error occurs , you catch the error and log somewhere bef...

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dbx-user7354
by New Contributor III
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Remove description from job

How do I remove a description from a job completely? When I try to just remove the text in the edit window, the same text shows up afterwards, even though it says "Successfully updated job". Also I had to write this twice, because on the first try I ...

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Wojciech_BUK
Valued Contributor III
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Hi,this is not possible form UI  You have to replace content with e.g. white space. I think this is bug.But you can do it using job api !Below example in PowerShell, just reaplce:job_istokenworkspaceURL$body = @' { "job_id": 123456789, "new_setti...

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ksenija
by Contributor
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How to change cluster size using a script

I want to change instance type or number of max workers via a python script. Does anyone know how to do it/is it possible? I have a lot of background jobs when I want to scale down my workers, so autoscaling is not an option. I was getting an error t...

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Wojciech_BUK
Valued Contributor III
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Hi ksenija, this is just my guess but maybe you are using Cluster Policy in your cluster that only allows you to use specific cluster size ? E.g. below cluster policy that limits to some cluster sizes only.  

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SamGreene
by Contributor II
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Change DLT table type from streaming to 'normal'

I have a DLT streaming live table, and after watching a QA session, I saw that it is advised to only use streaming tables for your raw landing.  I attempted to modify my pipeline to have my silver table be a regular LIVE TABLE, but an error was throw...

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quakenbush
Contributor
  • 3 kudos

Just curious, could you point me to said QA session if it's a video or something? I'm not aware of such a limitation. You can use DLT's live streaming tables anywhere in the Medallion architecture, just make sure not to break stream composability by ...

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quakenbush
by Contributor
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Delta Lake, CFD & SCD2

HiWhat's the best way to deal with SCD2-styled tables in silver and/or gold layer while streaming.From what I've seen in the Professional Data Engineer videos, they usually go for SCD1 tables (simple updates or deletes)In a SCD2 scenario, we need to ...

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quakenbush
Contributor
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I did some further reading and got the same conclusion. APPLY CHANGES might to the trick. However, I don't like the limitations. From Bronze to Silver I might need .foreachBatch to implement the JSON-logic and the attribute names (__start_at / __end_...

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lena1
by New Contributor
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Resource exhaustion when using default apply_changes python functionality

Hello!We are currently setting up streaming  CDC pipelines for more than 500 tables. Due to the high number of tables, we split our tables into multiple pipelines, we use multiple DLT pipelines per layer: bronze, silver goldIn silver, we only upsert ...

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Wojciech_BUK
Valued Contributor III
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Hi Lena1,there is no magic behind the scene.If you write readstream from bronze table and writestream with ForEachBatch(function) and in function you will write MERGE stattemnt this will have similiar performance.Maybe there is a lot of shuffeling ha...

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esauesp_co
by New Contributor III
  • 8173 Views
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Resolved! My jobs and cluster were deleted in a suspicious way

I want to know what happen with my cluster and if I can recover it.I entered to my Databricks account and I didn't found my jobs and my cluster. I couldn't find any log of the deleted cluster because the log is into the cluster interface. I entered t...

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Sid_databricks
New Contributor II
  • 1 kudos

Dear folks,When the tables has been deleted, then why I am unable to create the table with same name.It continiously giving me error"DeltaAnalysisException: Cannot create table ('`spark_catalog`.`default`.`Customer_Data`'). The associated location ('...

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feed
by New Contributor III
  • 12499 Views
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TesseractNotFoundError

TesseractNotFoundError: tesseract is not installed or it's not in your PATH. See README file for more information. in databricks

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neha_ayodhya
New Contributor II
  • 3 kudos

%sh apt-get install -y tesseract-ocr this command is not working in my new Databricks free trail account, earlier it worked fine in my old Databricks instance. I get below error: E: Could not open lock file /var/lib/dpkg/lock-frontend - open (13: Per...

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MattPython
by New Contributor
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How do you read files from the DBFS with OS and Pandas Python libraries?

I created translations for decoded values and want to save the dictionary object the DBFS for mapping. However, I am unable to access the DBFS without using dbutils or PySpark library. Is there a way to access the DBFS with OS and Pandas Python libra...

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User16789202230
Databricks Employee
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db_path = 'file:///Workspace/Users/l<xxxxx>@databricks.com/TITANIC_DEMO/tested.csv' df = spark.read.csv(db_path, header = "True", inferSchema="True")

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shagun
by New Contributor III
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Resolved! Delta live tables target schema

The first time i run my delta live table pipeline after setup, I get this error on starting it :-------------------------------------org.apache.spark.sql.catalyst.parser.ParseException: Possibly unquoted identifier my-schema-name detected. Please con...

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BenTendo
New Contributor II
  • 0 kudos

This still errors on internal databricks spark/python code likedeltaTable.history()@shagun wrote:The first time i run my delta live table pipeline after setup, I get this error on starting it :-------------------------------------org.apache.spark.sql...

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ashdam
by New Contributor III
  • 5390 Views
  • 1 replies
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Databricks asset bundles use cluster depending on target (environment) is possible?

Here is my bundle definition  Spoiler# This is a Databricks asset bundle definition for my_project.# See https://docs.databricks.com/dev-tools/bundles/index.html for documentation.experimental:   python_wheel_wrapper: truebundle:  name: my_projectinc...

Data Engineering
Databricks Asset Bundles
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Nastasia
by New Contributor II
  • 6561 Views
  • 2 replies
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Why is Spark creating multiple jobs for one action?

I noticed that when launching this bunch of code with only one action, I have three jobs that are launched.from pyspark.sql import DataFrame from pyspark.sql.types import StructType, StructField, StringType from pyspark.sql.functions import avgdata:...

https___i.stack.imgur.com_xfYDe.png LTHBM DdfHN
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RKNutalapati
Valued Contributor
  • 1 kudos

The above code will create two jobs.JOB-1. dataframe: DataFrame = spark.createDataFrame(data=data,schema=schema)The createDataFrame function is responsible for inferring the schema from the provided data or using the specified schema.Depending on the...

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bathulaj
by New Contributor
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NonDeterministic UDF's making multiple invocations

Hi,Even after defining my UDF's as nonDeterministic like in here ..testUDF = udf(testMthod, StringType()).asNondeterministic()is still making multiple invocations. Is there any thing that I am missing here ?TIA,-John B

  • 836 Views
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famous_jt33
by New Contributor
  • 2140 Views
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SQL UDFs for DLT pipelines

I am trying to implement a UDF for a DLT pipeline. I have seen the documentation stating that it is possible but I am getting an error after adding an SQL UDF to a cell in the notebook attached to the pipeline. The aim is to have the UDF in a separat...

  • 2140 Views
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6502
New Contributor III
  • 2 kudos

You can't. The SQL support on DLT pipeline cluster is limited compared to a normal notebook. You can still define a UDF in Python using, of course, a Python notebook. In this case, you can use the spark.sql() function to execute your original SQL cod...

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