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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

malla_aayush
by Databricks Partner
  • 1802 Views
  • 4 replies
  • 2 kudos

Resolved! Not able to find lab for Data Engineering Learning Path

I am not able to find the data engineering learning path , i did open partner databricks academy lab which redirected to uplimit where i also enrolled myself to instructor led course but not able to see any labs.

  • 1802 Views
  • 4 replies
  • 2 kudos
Latest Reply
drishti_chadha
New Contributor II
  • 2 kudos

Thanks, Junaid! This cleared things up for me. I’ve enrolled and received the session invites, so I’ll wait for the next cohort to start and check for lab access then

  • 2 kudos
3 More Replies
Nmtc9to5
by New Contributor II
  • 938 Views
  • 3 replies
  • 0 kudos

Resolved! Enable CDC in Lakeflow Connect Tables

Hello everyone, I'm implementing a project that requires AutoCDC workflows using Lakeflow.The architecture is as follows: Data is ingested from a database using Lakeflow Connect, and then a declarative pipeline performs some transformations on this d...

Data Engineering
autocdc
change data capture
declarative pipelines
LakeFlow
lakeflow connect
  • 938 Views
  • 3 replies
  • 0 kudos
Latest Reply
drishti_chadha
New Contributor II
  • 0 kudos

 Lakeflow Connect tables generally already include the CDC metadata required for downstream processing. I'd first check:SHOW TBLPROPERTIES <catalog>.<schema>.<table>; If delta.enableChangeDataFeed=true is present, you can directly consume the table w...

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nevoezov
by New Contributor II
  • 2910 Views
  • 1 replies
  • 2 kudos

java.lang.SecurityException: Could not verify permissions for OverwritePartitionsDynamic RelationV2 - Delta tables dynamic partition overwrite on Databricks ACL enabled clusters

I'm working on Databricks ACL enabled clusters, and having trouble performing dynamic partition overwrite to Delta tables.I have created a test table using the following query:CREATE TABLE IF NOT EXISTS test_01 ( id STRING, name STRING, c...

  • 2910 Views
  • 1 replies
  • 2 kudos
Latest Reply
shubham-rai21
New Contributor II
  • 2 kudos

This behaviour is expected on some Databricks Runtime versions when Table ACLs (ACL-enabled clusters) are enabled.The key indicator is the error:java.lang.SecurityException: Could not verify permissions for OverwritePartitionsDynamic RelationV2Your o...

  • 2 kudos
Shanmugaraja
by New Contributor
  • 585 Views
  • 2 replies
  • 0 kudos

DLT pipeline's compute policy when Instance pool Id used it ignores the VM series.

Hi In Lake flow Spark Declarative Pipelines (formerly DLT) I’m trying to understand how instance pool, cluster policy and DLT pipeline interact, especially around instance type selection.I created an instance pool with Instance type: Standard_DS3_v2 ...

  • 585 Views
  • 2 replies
  • 0 kudos
Latest Reply
MoJaMa
Databricks Employee
  • 0 kudos

I tried to reproduce and it worked as expected for me. Check your pipeline JSON to make sure your "clusters" spec there is explicitly mentioning the pool details. Example: "pipeline_type": "WORKSPACE", "name": "mojama-dlt-classic-demo", "cluste...

  • 0 kudos
1 More Replies
muaaz
by New Contributor III
  • 612 Views
  • 2 replies
  • 1 kudos

Resolved! PostgreSQL ingestion source not supported in workspace when deploying Databricks Asset Bundle

I'm trying to deploy a Databricks Asset Bundle that creates a DLT/Lakeflow pipeline with a PostgreSQL ingestion source. The bundle builds successfully, uploads artifacts, and starts deploying resources, but the pipeline creation fails with the follow...

  • 612 Views
  • 2 replies
  • 1 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 1 kudos

Hi @muaaz ,Yep, that feature is in public preview. Usually, when something is in public preview you have access to that feature, but in this case they require some steps to enroll it for a given workspace. So, as @balajij8  and docs suggests -> conta...

  • 1 kudos
1 More Replies
muaaz
by New Contributor III
  • 1455 Views
  • 6 replies
  • 1 kudos

Resolved! Automate Lakeflow connect to ingest 300 tables not manually

I have data in PostgreSQL and I’m using Lakeflow Connect via UI to ingest it into Databricks streaming tables.Currently, each Lakeflow Connect pipeline only allows connecting one PostgreSQL table. I have around 300 tables, and creating pipelines manu...

  • 1455 Views
  • 6 replies
  • 1 kudos
Latest Reply
muaaz
New Contributor III
  • 1 kudos

Thanks @szymon_dybczak for your support.

  • 1 kudos
5 More Replies
mnissen1337
by Contributor
  • 1067 Views
  • 3 replies
  • 0 kudos

Resolved! Databricks SQL connection becomes stale in long-running app

I’m building a Databricks App that continuously queries a SQL Warehouse roughly every 30 seconds to retrieve updated data.To avoid the overhead of repeatedly opening new connections, I’m currently caching the Databricks SQL connection using lru_cache...

  • 1067 Views
  • 3 replies
  • 0 kudos
Latest Reply
balajij8
Esteemed Contributor II
  • 0 kudos

SQLAlchemy dialect is a wrapper for the native databricks sql connector. You can try to pass the various authentication configuration supported by the underlying SQL connector directly into the connect_args dictionary parameter of the alchemy engine....

  • 0 kudos
2 More Replies
thedatacrew
by Databricks Partner
  • 4275 Views
  • 8 replies
  • 1 kudos

Resolved! Delta Live Tables - skipChangeCommits in SQL

Hi,Could anyone tell me if the skipChangeCommits option is supported in SQL mode? I can use it successfully using Python, but it doesn't look like it is supported by SQL.It seems to be a glaring omission from the SQL support, or support for this will...

thedatacrew_0-1736866714336.png
  • 4275 Views
  • 8 replies
  • 1 kudos
Latest Reply
moritzmeister
Databricks Employee
  • 1 kudos

This is now supported:CREATE OR REFRESH STREAMING TABLE basic_stAS SELECT * FROM STREAM samples.nyctaxi.trips WITH (SKIPCHANGECOMMITS);Supported in runtime 17.3 and later.Documentation: https://docs.databricks.com/aws/en/ldp/developer/sql-dev#create-...

  • 1 kudos
7 More Replies
Sameera_Naureen
by New Contributor
  • 562 Views
  • 1 replies
  • 0 kudos

internship

I am a data science aspiring Student i am very much interested in databricks and i am looking for internships. if anyone knows how to apply please help

  • 562 Views
  • 1 replies
  • 0 kudos
Latest Reply
Sumit_7
Esteemed Contributor
  • 0 kudos

@Sameera_Naureen You may be on a lookout for a fresh opportunities on this link - https://www.databricks.com/company/careers/university-recruiting

  • 0 kudos
Nkrom
by New Contributor II
  • 690 Views
  • 4 replies
  • 0 kudos

Renaming a folder in adls is taking a lot of time

Hi i have a folder customer and customer_01 in adls location , now i need to rename customer_01 to customer and customer to customer_01 both if these folder have lots of files . If i use dbutls.fs.mv its taking a lot of time like 7 hours something is...

  • 690 Views
  • 4 replies
  • 0 kudos
Latest Reply
ShamenParis
Contributor III
  • 0 kudos

Hi @Nkrom ,I am happy to share the Azure REST API method! Using the Azure Python SDK is the absolute fastest way to do this but you can choose any other programming language.ADLS Gen2 uses a "Hierarchical Namespace" (HNS). When you use the Azure SDK ...

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3 More Replies
Mario_D
by New Contributor III
  • 1248 Views
  • 3 replies
  • 3 kudos

Resolved! Missing upstream column lineage missing from api call after some time

I ran the following piece of code on 2 occasions.table_name = 'full path of table"lineage = w.api_client.do("GET",f"/api/2.0/lineage-tracking/column-lineage",body={"table_name": table_name,"column_name": "column_x"})u_lineage_df = spark.createDataFra...

  • 1248 Views
  • 3 replies
  • 3 kudos
Latest Reply
Ashwin_DSA
Databricks Employee
  • 3 kudos

Hi @Mario_D, From what I can gather, this can happen, and it’s usually less about a restriction on calling the API itself and more about how lineage was captured or what the caller is allowed to see. A few common reasons are: The caller no longer has...

  • 3 kudos
2 More Replies
dpc
by Contributor III
  • 3056 Views
  • 7 replies
  • 9 kudos

Resolved! disabling a task in a databricks job

Hello I have jobs that perform a number of activities.Sometimes I want to disable one or more of these activities.I can do that easily in an app like ADF.Reading around I cannot find an easy way to do this although, what I've read suggest that it was...

  • 3056 Views
  • 7 replies
  • 9 kudos
Latest Reply
rgabo
New Contributor II
  • 9 kudos

Hi folks, this is Gabor from Databricks here!We've recently launched Disabled tasks which lets you disable an task indefinitely so that it won't run the next time the job runs on a schedule. Simply specify "disabled": true in the job's configuration ...

  • 9 kudos
6 More Replies
johschmidt42
by New Contributor III
  • 3644 Views
  • 4 replies
  • 2 kudos

Resolved! Autoloader cloudFiles.maxFilesPerTrigger ignored with .trigger(availableNow=True)?

Hi, I'm using the Auto Loader feature to read streaming data from Delta Lake files and process them in a batch. The trigger is set to availableNow to include all new data from the checkpoint offset but I limit the amount of delta files for the batch ...

  • 3644 Views
  • 4 replies
  • 2 kudos
Latest Reply
ShamenParis
Contributor III
  • 2 kudos

Hi @johschmidt42 ,This is a great question, but the mystery actually lies in the very first line of your read configuration: spark_session.readStream.format(source="delta")Because you are using .format("delta") instead of .format("cloudFiles"), you a...

  • 2 kudos
3 More Replies
mzare
by New Contributor II
  • 671 Views
  • 2 replies
  • 0 kudos

Resolved! Lakeflow SDP equivalent of whenNotMatchedBySource

I have a Lakeflow Connect SCD1 pipeline for SQL Server where I get a mirror of what's live in the source database at the point of ingestion. Now I want to implement a process where I implement a downstream SCD2 table capturing changes for each ingest...

Data Engineering
create_auto_cdc_flow
foreachBatch
lakeflow connect
sdp
  • 671 Views
  • 2 replies
  • 0 kudos
Latest Reply
sameer_yasser
Contributor
  • 0 kudos

This is exactly the scenario apply_changes_from_snapshot was designed for. It compares consecutive full snapshots and automatically derives inserts, updates, and deletes by absence no delete indicator column needed.

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