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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

Martinitus
by New Contributor III
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CSV Reader reads quoted fields inconsistently in last column

I just opened another issue: https://issues.apache.org/jira/browse/SPARK-46959It corrupts data even when read with mode="FAILFAST", i consider it critical, because basic stuff like this  should just work!

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Martinitus
New Contributor III
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either:  [ 'some text', 'some text"', 'some text"' ]alternatively: [ '"some text"', 'some text"', 'some text"' ]probably most sane behavior would be a parser error ( with mode="FAILFAST").just parsing garbage without warning the user is certainly not...

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tomph
by New Contributor II
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Resolved! Databricks Asset Bundles - Manage existing jobs

Hello,we are starting to experiment with Databricks Asset Bundles, especially to keep jobs aligned between workspaces. Is there a way to start managing existing jobs, to avoid erasing previous runs history?Thank you,Tommaso

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tomph
New Contributor II
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Great news, thanks!

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matt_stanford
by New Contributor III
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Resolved! Type 2 SCD when using Auto Loader

Hi there! I'm pretty new to using Auto Loader, so this may be a really obvious fix, but it's stumped me for a few weeks, so I'm hoping someone can help! I have a small csv file saved in ADLS with a list of pizzas for an imaginary pizza restaurant. I'...

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matt_stanford
New Contributor III
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So, I figured out what the issue was. I needed to delete checkpoint folder. After I did this and re-ran the notebook, everything worked fine! 

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AlexPedurand
by New Contributor
  • 1935 Views
  • 1 replies
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SOAP API - Connection

HelloWe have a workflow in our team to perform usual monthly tasks to be ran on the first working day of the month.Each of the ~20 users will run a clone of this workflow most likely all around the same time but with different options. Because we don...

  • 1935 Views
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feiyun0112
Honored Contributor
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maybe you can set a lock before call SOAP APIpython - Using a Lock with redis-py - Stack Overflow

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data1233
by New Contributor
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create an array sorted by a field

How do i create an array from a field while applying sorting?how do I do this in data brick since databricks does not support order by in array_agg?  same is possible in Snowflake and(Array agg) or Redshift(listagg). SELECT ARRAY_AGG(O_ORDERKEY) WITH...

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feiyun0112
Honored Contributor
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%sql SELECT array_sort(array_agg(col) ,(left, right) -> CASE WHEN left < right THEN -1 WHEN left > right THEN 1 ELSE 0 END) arr_col FROM VALUES (3), (2), (1) AS tab(col); https://docs.databricks.com/en/sql/language-manual/functions/array_sort.h...

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jerryrard
by New Contributor
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Python Databricks how to run all cells in another notebook except the last cell

I have a Python Databricks notebook which I want to call/run another Databricks notebook using dbutils.notebook.run()... but I want to run all the cells in the "called" notebook except the last one.Is there a way to do a count of cells in the called ...

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feiyun0112
Honored Contributor
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 In the alternative way, you can use dbutils.notebook.run to pass the parameters, and use dbutils.widgets.get in another notebook to get the parameter values,and determine the parameter values to decide whether to execute codes in the specified cellh...

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Kai
by New Contributor II
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Resolved! Differences Between "TEMPORARY STREAMING TABLE" and "TEMPORARY STREAMING LIVE VIEW" in DLT

Hello Databricks community,I'm seeking clarification on the distinctions between the following two syntaxes:CREATE OR REFRESH TEMPORARY STREAMING TABLECREATE TEMPORARY STREAMING LIVE VIEWAs of my understanding, both of these methods do not store data...

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gabsylvain
Databricks Employee
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Hi @Kai, The two syntaxes you're asking about, CREATE OR REFRESH TEMPORARY STREAMING TABLE and CREATE TEMPORARY STREAMING LIVE VIEW, are used in Delta Live Tables and have distinct purposes. CREATE OR REFRESH TEMPORARY STREAMING TABLE: This syntax i...

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RyHubb
by New Contributor III
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Resolved! Databricks asset bundles job and pipeline

Hello, I'm looking to create a job which is linked to a delta live table.  Given the job code like this: my_job_name: name: thejobname schedule: quartz_cron_expression: 56 30 12 * * ? timezone_id: UTC pause_stat...

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Yeshwanth
Databricks Employee
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@RyHubb  You can specify the variable of the ID and it will be materialized at deploy time. No need to do this yourself. An example is at https://github.com/databricks/bundle-examples/blob/24678f538415ab936e341a04fce207dce91093a8/default_python/...

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leaw
by New Contributor III
  • 7684 Views
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Resolved! How to load xml files with spark-xml ?

Hello,I cannot load xml files.First, I tried to install Maven library com.databricks:spark-xml_2.12:0.14.0 as it is told in documentation, but I could not find it. I only have HyukjinKwon:spark-xml:0.1.1-s_2.10, with this one I have this error: DRIVE...

  • 7684 Views
  • 7 replies
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Frustrated_DE
New Contributor III
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Mismatch on Scala version, my bad! Sorted

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rsamant07
by New Contributor III
  • 4351 Views
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DBT JOBS FAILING

HI ,we have dbt workflow jobs and its been failing randomly from last few days  with below error.  is there any known issue for this , any help on the root cause will be helpful.Encountered an error: Runtime Error Database Error __init__() got an une...

  • 4351 Views
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  • 1 kudos
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rsamant07
New Contributor III
  • 1 kudos

setting dbt-databricks==1.7.3 solved this issue but now we randomly get the below error . it gets fixed after restrating the cluster sometimes. but is there any permanent solution for this ? from dbt.events import types_pb2 File "/databricks/python3/...

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Andyt
by New Contributor
  • 1705 Views
  • 1 replies
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Restore sql editor

any Options restore sql editors query after workspace was accidentally deleted and restored 

  • 1705 Views
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arpit
Databricks Employee
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@Andyt If the workspace is accidentally deleted, there is not way to retrieve content from SQL editor.

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WhistlePodu
by New Contributor
  • 2888 Views
  • 1 replies
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How to get Workflow status and error description programmatically ?

Hi,I want to take some basic info by running workflow and populate a table with those data. I want to add logic programmatically in a notebook and will run it by attaching it in a task of workflow.Information required to be populated in table:Job idJ...

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arpit
Databricks Employee
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@WhistlePodu You can review the jobs API for getting the other fields like jobs status etc

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Sangram
by New Contributor III
  • 1177 Views
  • 1 replies
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data engineer course materials are throwing error

Your course material for data engineering associate program is throwing error.Please correct the below error: -This is from section 2.2 "ETL with Spark".

Sangram_0-1705846100252.png
Data Engineering
data engineering
pyspark
spark
  • 1177 Views
  • 1 replies
  • 1 kudos
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arpit
Databricks Employee
  • 1 kudos

@Sangram Can you please confirm if that DBFS exists in the specified location?  

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pshuk
by New Contributor III
  • 1010 Views
  • 1 replies
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Access Databricks Volume through CLI

Hi,I am able to connect to DBFS and transfer files there or download from there. But when I change the path to Volumes, it doesn't work. Even though I created the volume I still get this error message:Error: no such directory: /Volumes/bgem_dev/text_...

  • 1010 Views
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arpit
Databricks Employee
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@pshuk If you are still facing the issue, can you please share the commands you are using ?May be you need to use the latest CLI version to use Volumes which is a new feature?

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Fnazar
by New Contributor II
  • 1206 Views
  • 1 replies
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Streaming delta table - Performance with incremental refresh

Hi Team,We are hitting performance issues with Streaming live delta table specifically when evaluating large tables of more than 10million rows. What are the workarounds to handle these streaming live tables in an attempt to load these large tables. ...

  • 1206 Views
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Priyanka_Biswas
Databricks Employee
  • 0 kudos

Hi @Fnazar  When dealing with streaming data, you might end up with many small files, which can be inefficient. Use Delta Lake's OPTIMIZE command to compact files into larger ones and ZORDER to colocate related information in the same set of files. T...

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