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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

jx1226
by Databricks Partner
  • 3516 Views
  • 0 replies
  • 0 kudos

Connect to storage with private endpoint from workspace EnableNoPublicIP=No and VnetInjection=No

We know that Databricks with VNET injection (our own VNET) allows is to connect to blob storage/ ADLS Gen2 over private endpoints and peering. This is what we typically do.We have a client who created Databricks with EnableNoPublicIP=No (secure clust...

  • 3516 Views
  • 0 replies
  • 0 kudos
grazie
by Contributor
  • 5429 Views
  • 2 replies
  • 0 kudos

Azure Databricks, migrating delta table data with CDF on.

We are on Azure Databricks over ADLS Gen2 and have a set of tables and workflows that process data from and between those tables, using change data feeds. (We are not yet using Unity Catalog, and also not Hive metastore, just accessing delta tables f...

  • 5429 Views
  • 2 replies
  • 0 kudos
Latest Reply
grazie
Contributor
  • 0 kudos

As it turns out, due to a misunderstanding, the responses from Azure support were answering a slightly different question (about Azure Table Storage instead of Delta Tables on Blob/ADLS Gen2), so we'll try there again. However, still interested in id...

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1 More Replies
hafeez
by Databricks Partner
  • 4769 Views
  • 1 replies
  • 1 kudos

Resolved! Hive metastore table access control End of Support

Hello,We are using Databricks with Hive metastore and not Unity Catalog.We would like to know if there is any End of Support on Table Access Control with Hive as this link it states that it is legacy.https://docs.databricks.com/en/data-governance/tab...

  • 4769 Views
  • 1 replies
  • 1 kudos
Michael_Galli
by Databricks Partner
  • 1733 Views
  • 0 replies
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Many dbutils.notebook.run interations in a workflow -> Failed to checkout Github repository Error

Hi all,I have a workflow that runs one single notebook with dbutils.notebook.run() and different parameters in one long loop.At some point, I do have random git erros in the notebook run:com.databricks.WorkflowException: com.databricks.NotebookExecut...

  • 1733 Views
  • 0 replies
  • 0 kudos
IonFreeman_Pace
by New Contributor III
  • 7445 Views
  • 4 replies
  • 1 kudos

Resolved! First notebook in ML course fails with wrong runtime

Help! I'm trying to run this first notebook in the Scalable MachIne LEarning (SMILE) course.https://github.com/databricks-academy/scalable-machine-learning-with-apache-spark-english/blob/published/ML%2000a%20-%20Spark%20Review.pyIt fails on the first...

  • 7445 Views
  • 4 replies
  • 1 kudos
Latest Reply
-werners-
Esteemed Contributor III
  • 1 kudos

it means your cluster type has to be a ML runtime.When you create a cluster in databricks, you can choose between different runtimes.These have different version (spark version), but also different types:For your case you need to select the ML menu o...

  • 1 kudos
3 More Replies
Hoping
by New Contributor
  • 3503 Views
  • 0 replies
  • 0 kudos

Size of each partitioned file (partitioned by default)

When I try a describe detail I get the number of files the delta table is partitioned into. How can I check the size of each file of these files that make up my entire table ?Will I be able to query each partitioned file to understand how they have b...

  • 3503 Views
  • 0 replies
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eric-cordeiro
by Databricks Partner
  • 2307 Views
  • 0 replies
  • 0 kudos

Insufficient Permission when writing to AWS Redshift

I'm trying to write a table in AWS Redshift using the following code:try:    (df_source.write        .format("redshift")        .option("dbtable", f"{redshift_schema}.{table_name}")        .option("tempdir", tempdir)        .option("url", url)       ...

  • 2307 Views
  • 0 replies
  • 0 kudos
pgruetter
by Contributor
  • 2938 Views
  • 1 replies
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Streaming problems after Vaccum

Hi allTo read from a large Delta table, I'm using readStream but with a trigger(availableNow=True) as I only want to run it daily. This worked well for an intial load and then incremental loads after that.At some point though, I received an error fro...

  • 2938 Views
  • 1 replies
  • 0 kudos
param_sen
by New Contributor II
  • 15554 Views
  • 1 replies
  • 1 kudos

Maintain the camelCase column names in the bronze layer, or is it advisable to rename column names

I am utilizing the Databricks autoloader to ingest files from Google Cloud Storage (GCS) into Delta tables in the bronze layer of a Medallion architecture. According to lakehouse principles, the bronze layer should store raw data  Hi dear community,I...

Data Engineering
dataengineering
delta_table
  • 15554 Views
  • 1 replies
  • 1 kudos
Latest Reply
Dribka
New Contributor III
  • 1 kudos

Hey @param_sen ,Navigating the nuances of naming conventions, especially when dealing with different layers in a lakehouse architecture, can be a bit of a puzzle. Your considerations are on point. If consistency across layers is a priority and downst...

  • 1 kudos
eimis_pacheco
by Contributor
  • 13113 Views
  • 3 replies
  • 1 kudos

Resolved! What are the best practices in bronze layer regarding the column data types?

Hi dear community,When I used to work in the Hadoop ecosystem with HDS the landing zone was our raw layer, and we used to use AVRO format for the serialization of this raw data (for the schema evolution feature), only assigning names to columns but n...

  • 13113 Views
  • 3 replies
  • 1 kudos
Latest Reply
param_sen
New Contributor II
  • 1 kudos

Hi dear community,I am utilizing the Databricks autoloader to ingest files from Google Cloud Storage (GCS) into Delta tables in the bronze layer of a Medallion architecture. According to lakehouse principles, the bronze layer should store raw data wi...

  • 1 kudos
2 More Replies
Karo
by New Contributor
  • 1916 Views
  • 0 replies
  • 0 kudos

Function in juypter notebook 12x faster than in python script

Hello dear community,I wrote some ETL functions, e.g. to count the sessions until a conversion (see below). There for I load the data and then execute several small function for the feature generation.When I run the function feat_session_unitl_conver...

  • 1916 Views
  • 0 replies
  • 0 kudos
Erik
by Valued Contributor III
  • 4761 Views
  • 1 replies
  • 0 kudos

Run driver on spot instance

The traditional advice seems to be to run the driver on "on demand", and optionally the workers on spot. And this is indeed what happends if one chooses to run with spot instances in Databricks. But I am interested in what happens if we run with a dr...

  • 4761 Views
  • 1 replies
  • 0 kudos
Latest Reply
Erik
Valued Contributor III
  • 0 kudos

Thanks for your answer @Retired_mod ! Good overview, and I understand that "driver on-demand and the rest on spot" is a good generall advice. But I am still considering using spot instances for both, and I am left with two concrete questions:1: Can w...

  • 0 kudos
Faisal
by Contributor
  • 10001 Views
  • 2 replies
  • 1 kudos

Error while creating delta table with partitions

Hi All,I am unable to create delta table with partitioning option, can someone please correct me what I am missing and help me with updated query  CREATE OR REPLACE TABLE invoice USING DELTA PARTITION BY (year(shp_dt), month(shp_dt)) LOCATION '/ta...

  • 10001 Views
  • 2 replies
  • 1 kudos
Latest Reply
Emil_Kaminski
Contributor II
  • 1 kudos

@Retired_mod Hi. Is that not exactly what I suggested before? Sorry for stupid questions, but I am learning rules or earning kudos and getting solutions approved, therefore suggestions from your end would be appreciated. Thank you.

  • 1 kudos
1 More Replies
hold_my_samosa
by New Contributor II
  • 9798 Views
  • 1 replies
  • 0 kudos

Delta Partition File on Azure ADLS Gen2 Migration

Hello,I am working on a migration project and I am facing issue while migrating delta tables from Azure ADLS Gen1 to Gen2.So, as per the Microsoft migration pre-requisites:File or directory names with only spaces or tabs, ending with a ., containing ...

Data Engineering
azure
datalake
delta
dtabricks
  • 9798 Views
  • 1 replies
  • 0 kudos
BWong
by New Contributor III
  • 11795 Views
  • 8 replies
  • 6 kudos

Resolved! Cannot spin up a cluster

HiWhen I try to spin up a cluster, it gives me a bootstrap timeout error{ "reason": { "code": "BOOTSTRAP_TIMEOUT", "parameters": { "databricks_error_message": "[id: InstanceId(i-00b2b7acdd82e5fde), status: INSTANCE_INITIALIZING, workerEnv...

  • 11795 Views
  • 8 replies
  • 6 kudos
Latest Reply
BWong
New Contributor III
  • 6 kudos

Thanks guys. It's indeed a network issue on the AWS side. It's resolved now

  • 6 kudos
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