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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

D3nnisd
by New Contributor III
  • 28430 Views
  • 15 replies
  • 6 kudos

Resolved! BufferHolder Exceeded on Json flattening

On Databricks, we use the following code to flatten JSON in Python. The data is from a REST API:```df = spark.read.format("json").option("header", "true").option("multiline", "true").load(SourceFileFolder + sourcetable + "*.json")df2 = df.select(psf....

  • 28430 Views
  • 15 replies
  • 6 kudos
Latest Reply
Dan_Z
Databricks Employee
  • 6 kudos

@Dennis D​ , what's happening here is that more than 2 GB (2147483648 bytes) is being loaded into a single column value. This is a hard-limit for serialization. This KB article addresses it. The solution would be to find some way to have this loaded ...

  • 6 kudos
14 More Replies
Erik
by Valued Contributor III
  • 3362 Views
  • 4 replies
  • 3 kudos

Feature request: It is possible to add comments to both databricks sql databases and tables. It would be really usefull if these comments could show u...

Feature request: It is possible to add comments to both databricks sql databases and tables. It would be really usefull if these comments could show up (if they are provided) in PowerBI when one connects to the Databricks SQL endpoint, e.g. in this w...

bilde
  • 3362 Views
  • 4 replies
  • 3 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 3 kudos

Nice idea!

  • 3 kudos
3 More Replies
tarente
by New Contributor III
  • 6388 Views
  • 6 replies
  • 5 kudos

Resolved! How to implement the where not exists pattern in scala?

I have a dataframe with the following columns:Key1Key2Y_N_ColCol1Col2For the key tuple (Key1, Key2), I have rows with Y_N_Col = "Y" and Y_N_Col = "N".I need a new dataframe with all rows with Y_N_Col = "Y" (regardless of the key tuple), plus all Y_N_...

  • 6388 Views
  • 6 replies
  • 5 kudos
Latest Reply
-werners-
Esteemed Contributor III
  • 5 kudos

I'd use a left-anti join.So create a df with all the Y, then create a df with all the N and do a left_anti join (on key1 and key2) on the df with the Y.then a union of those two.

  • 5 kudos
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Programming_Sch
by New Contributor
  • 1133 Views
  • 0 replies
  • 0 kudos

aws logo

What is the future of aws?The future of AWS is very promising. So, if you are thinking of a cloud career or want to switch your position to something related to the cloud, I would highly recommend you going for AWS training. No matter what field you ...

  • 1133 Views
  • 0 replies
  • 0 kudos
User16826992666
by Databricks Employee
  • 2648 Views
  • 1 replies
  • 0 kudos

If data from a Delta table is cached in Databricks SQL and the table is altered in the backend, does it invalidate the cache?

Basically I'm worried about the scenario where data that gets cached on Databricks SQL endpoints becomes out of sync with the source Delta table. If that were to happen and data was read from the cache it would be out of date/incorrect. Is this a con...

  • 2648 Views
  • 1 replies
  • 0 kudos
Latest Reply
mathan_pillai
Databricks Employee
  • 0 kudos

There are 3 types of caching. 1-Databricks SQL UI caching, 2-Query results caching , 3-Delta caching . (1) does not get invalidated. It's like your BI dashboard. BI dashboard needs to be manually refreshed.(2) and (3) gets auto invalidation.pls check...

  • 0 kudos
nlee
by New Contributor
  • 4751 Views
  • 1 replies
  • 1 kudos

Resolved! How to create a temporary file with sql

what are the commands to create a temporary file with SQL

  • 4751 Views
  • 1 replies
  • 1 kudos
Latest Reply
mathan_pillai
Databricks Employee
  • 1 kudos

In Spark SQL, you could use commands like "insert overwrite directory" that indirectly creates a temporary file with the datahttps://docs.databricks.com/spark/latest/spark-sql/language-manual/sql-ref-syntax-dml-insert-overwrite-directory.html#example...

  • 1 kudos
Sumeet_Dora
by New Contributor II
  • 3341 Views
  • 1 replies
  • 3 kudos

Resolved! Write mode features in Bigquey using Databricks notebook.

Currently using df.write.format("bigquery") ,Databricks only supports append and Overwrite modes in to writing Bigquery tables.Does Databricks has any option of executing the DMLs like Merge in to Bigquey using Databricks Notebooks.?

  • 3341 Views
  • 1 replies
  • 3 kudos
Latest Reply
mathan_pillai
Databricks Employee
  • 3 kudos

@Sumeet Dora​ , Unfortunately there is no direct "merge into" option for writing to Bigquery using Databricks notebook. You could write to an intermediate delta table using the "merge into" option in delta table. Then read from the delta table and pe...

  • 3 kudos
gbrueckl
by Contributor II
  • 9887 Views
  • 8 replies
  • 9 kudos

Slow performance of VACUUM on Azure Data Lake Store Gen2

We need to run VACCUM on one of our biggest tables to free the storage. According to our analysis using VACUUM bigtable DRY RUN this affects 30M+ files that need to be deleted.If we run the final VACUUM, the file-listing takes up to 2h (which is OK) ...

  • 9887 Views
  • 8 replies
  • 9 kudos
Latest Reply
Deepak_Bhutada
Databricks Employee
  • 9 kudos

@Gerhard Brueckl​ we have seen near 80k-120k file deletions in Azure per hour while doing a VACUUM on delta tables, it's just that the vacuum is slower in azure and S3. It might take some time as you said when deleting the files from the delta path. ...

  • 9 kudos
7 More Replies
Erik
by Valued Contributor III
  • 14043 Views
  • 6 replies
  • 2 kudos

Run more than nr-of-cores concurrent tasks.

We are using the terraform databricks provier, which is starting a cluster and checking every mount (since there is no mount rest API!). Each mount takes 20 seconds to check, and 99.9% of that time is idle waiting, and it starts a job per mount. If w...

  • 14043 Views
  • 6 replies
  • 2 kudos
Latest Reply
jose_gonzalez
Databricks Employee
  • 2 kudos

hi @Erik Parmann​ ,It is possible to do, but you might need to also enable dynamic allocation at the cluster level to be able to make sure your settings are apply at cluster creation . You can find more details here. As best practice, we do not recom...

  • 2 kudos
5 More Replies
Jon
by New Contributor II
  • 20162 Views
  • 3 replies
  • 5 kudos

How can I use custom python library in Azure Databricks?

I am trying to access functions in my coreapi.py by importing in the main notebook, but I have error ModuleNotFoundError: No module named 'coreapi'. I tried by uploading the file into the same folder and I tried creating a python egg and uploading it...

  • 20162 Views
  • 3 replies
  • 5 kudos
Latest Reply
-werners-
Esteemed Contributor III
  • 5 kudos

There is also the possibility to use Repos file functionality:https://databricks.com/blog/2021/10/07/databricks-repos-is-now-generally-available.html

  • 5 kudos
2 More Replies
giacomosachs
by New Contributor
  • 2050 Views
  • 0 replies
  • 0 kudos

apt-get install texlive error 404

Hi everybody, I'm trying to install on a cluster (Azure Databricks, DBR 7.3LTS) texlive-full using apt-get install texlive-full in an init script.The issue is that, most of the times (not always), I get a 404 when downloading packages from security.u...

  • 2050 Views
  • 0 replies
  • 0 kudos
kjoth
by Contributor II
  • 19925 Views
  • 9 replies
  • 7 kudos

Resolved! Delete row from table is not working.

I have created External table using spark via below command. (Using Data science & Engineering)df.write.mode("overwrite").format("parquet").saveAsTable(name=f'{db_name}.{table_name}', path="dbfs:/reports/testing")I have tried to delete a row based on...

  • 19925 Views
  • 9 replies
  • 7 kudos
Latest Reply
jose_gonzalez
Databricks Employee
  • 7 kudos

hi @karthick J​ ,Can you try to delete the row and execute your command in a non high concurrency cluster? the reason why im asking this is because we first need to isolate the error message and undertand why is happening to be able to find the best ...

  • 7 kudos
8 More Replies
User16835756816
by Databricks Employee
  • 1716 Views
  • 0 replies
  • 5 kudos

Never miss a beat! Stay up to date with all Databricks news, including product updates, and helpful product tips by signing up for our monthly newslet...

Never miss a beat! Stay up to date with all Databricks news, including product updates, and helpful product tips by signing up for our monthly newsletter.Note: Newsletter is currently available to only AWS & GCP customers.

  • 1716 Views
  • 0 replies
  • 5 kudos
User16835756816
by Databricks Employee
  • 1747 Views
  • 0 replies
  • 5 kudos

Learn the basics with these resources: Register for an AWS Onboarding Webinar or an Azure Quickstart Lab- Learn the fundamentals from a Customer Succe...

Learn the basics with these resources: Register for an AWS Onboarding Webinar or an Azure Quickstart Lab- Learn the fundamentals from a Customer Success Engineer & get all your onboarding questions answered live.Started using Databricks, but have que...

  • 1747 Views
  • 0 replies
  • 5 kudos
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