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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

Sergecom
by New Contributor III
  • 433 Views
  • 2 replies
  • 1 kudos

Resolved! Migrating from on-premises HDFS to Unity Catalog - Looking for advice on on-prem options

Hi,We’re currently running a Databricks installation with an on-premises HDFS file system. As we’re looking to adopt Unity Catalog, we’ve realized that our current HDFS setup has limited support and compatibility with Unity Catalog.Our requirement: W...

  • 433 Views
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Latest Reply
Sergecom
New Contributor III
  • 1 kudos

Thanks very much for your detailed response — this is really helpful.You mentioned client cases where organizations have migrated from on-premises HDFS into the Databricks Unity Catalog, I’d love to learn more about those.If possible, could you share...

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Danish11052000
by New Contributor II
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Looking for Advice: Robust Backup Strategy for Databricks System Tables

HI,I’m planning to build a backup system for all Databricks system tables (audit, usage, price, history, etc.) to preserve data beyond retention limits. Currently, I’m using Spark Streaming with readStream + writeStream and checkpointing in LakeFlow ...

  • 354 Views
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Louis_Frolio
Databricks Employee
  • 0 kudos

Greetings @Danish11052000 , here’s a pragmatic way to choose, based on the nature of Databricks system tables and the guarantees you want.   Bottom line For ongoing replication to preserve data beyond free retention, a Lakeflow Declarative Pipeline w...

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aiohi
by New Contributor
  • 211 Views
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Resolved! Claude Access to Workspace and Catalog

I have a question, if we have a Claude corporate account are we able to link that directly to the Playground of Databricks? So that we would not have to add files separately that are already available in our workspace or catalog.

  • 211 Views
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MuthuLakshmi
Databricks Employee
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@aiohi yes you should be able to access the files available. https://www.databricks.com/blog/anthropic-claude-37-sonnet-now-natively-available-databricks https://support.claude.com/en/articles/12430928-using-databricks-for-data-analysis Docs for your...

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Mathias_Peters
by Contributor II
  • 204 Views
  • 1 replies
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Resolved! Reading MongoDB collections into an RDD

Hi, for a Spark job which does some custom computation, I need to access data from a MongoDB collection and access the elements as of type Document. The reason for this is, that I want to apply some custom type serialization which is already implemen...

  • 204 Views
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Louis_Frolio
Databricks Employee
  • 1 kudos

Greeting @Mathias_Peters , here are some suggestions for your consideration. Analysis You're encountering a common challenge when migrating to newer versions of the MongoDB Spark Connector. The architecture changed significantly between versions 2.x ...

  • 1 kudos
pooja_bhumandla
by New Contributor III
  • 293 Views
  • 1 replies
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Resolved! Broadcast Join Failure in Streaming: Failed to store executor broadcast in BlockManager

Hi Databricks Community,I’m running a Structured Streaming job in Databricks with foreachBatch writing to a Delta table.Failed to store executor broadcast spark_join_relation_1622863(size = Some(67141632)) in BlockManager with storageLevel=StorageLev...

  • 293 Views
  • 1 replies
  • 1 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

Greetings @pooja_bhumandla , here are some helpful hints and tips. Diagnosis Your error indicates that a broadcast join operation is attempting to send ~64MB of data to executors, but the BlockManager cannot store it due to memory constraints. This c...

  • 1 kudos
pabloratache
by New Contributor III
  • 358 Views
  • 4 replies
  • 5 kudos

Resolved! [FREE TRIAL] Missing All-Purpose Clusters Access - New Account

Issue Description: I created a new Databricks Free Trial account ("For Work" plan with $400 credits) but I don't have access to All-Purpose Clusters or PySpark compute. My workspace only shows SQL-only features.Current Setup:- Account Email: ronel.ra...

  • 358 Views
  • 4 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 5 kudos

Ah, got it @pabloratache , I did some digging and here is what I found (learned a few things myself). Thanks for the detailed context — this behavior is expected for the current Databricks 14‑day Free Trial (“For Work” plan).   What’s happening with ...

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SahiSammu
by New Contributor II
  • 365 Views
  • 2 replies
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Resolved! Auto Loader vs Batch for Large File Loads

Hi everyone,I'm seeing a dramatic difference in processing times between batch and streaming (Auto Loader) approaches for reading about 250,000 files from S3 in Databricks. My goal is to read metadata from these files and register it as a table (even...

Data Engineering
autoloader
Directory Listing
ingestion
  • 365 Views
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Latest Reply
SahiSammu
New Contributor II
  • 0 kudos

Thank you, Anudeep.I plan to tune Auto Loader by increasing the maxFilesPerTrigger parameter to optimize performance. My decision to use Auto Loader is primarily driven by its built-in backup functionality via cloudFiles.cleanSource.moveDestination, ...

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noorbasha534
by Valued Contributor II
  • 3313 Views
  • 1 replies
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Databricks Jobs Failure Notification to Azure DevOps as incident

Dear all,Has anyone tried sending Databricks Jobs Failure Notification to Azure DevOps as incident? I see webhook as a OOTB destination for jobs. I am thinking to leverage it. But, like to hear any success stories of it or any other smart approaches....

  • 3313 Views
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Latest Reply
mark_ott
Databricks Employee
  • 0 kudos

Yes, there are successful approaches and best practices for sending Databricks Job Failure notifications to Azure DevOps as incidents, primarily by leveraging the webhook feature as an out-of-the-box (OOTB) destination in Databricks Jobs. The workflo...

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aonurdemir
by Contributor
  • 359 Views
  • 3 replies
  • 5 kudos

Resolved! Broken s3 file paths in File Notifications for auto loader

Suddenly at "2025-10-23T14:12:48.409+00:00", coming file paths from file notification queue started to be urlencoded. Hence, our pipeline gets file not found exception. I think something has changed suddenly and broke notification system. Here are th...

  • 359 Views
  • 3 replies
  • 5 kudos
Latest Reply
K_Anudeep
Databricks Employee
  • 5 kudos

Hello @aonurdemir, Could you please re-run your pipeline now and check? This issue should be mitigated now. It is due to a recent internal bug that led to the unexpected handling of file paths with special characters. You should set ignoreMissingFile...

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vinaykumar
by New Contributor III
  • 11007 Views
  • 7 replies
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Log files are not getting deleted automatically after logRetentionDuration internal

Hi team Log files are not getting deleted automatically after logRetentionDuration internal from delta log folder and after analysis , I see checkpoint files are not getting created after 10 commits . Below table properties using spark.sql(    f"""  ...

No checkpoint.parquet
  • 11007 Views
  • 7 replies
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Latest Reply
alex307
New Contributor II
  • 0 kudos

Any body get any solution?

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somedeveloper
by New Contributor III
  • 1056 Views
  • 2 replies
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Modifying size of /var/lib/lxc

Good morning,When running a library (sparkling water) for a very large dataset, I've noticed that during an export procedure the /var/lib/lxc storage is being used. Since the storage seems to be at a static 130GB of memory, this is a problem because ...

  • 1056 Views
  • 2 replies
  • 1 kudos
Latest Reply
Walter_C
Databricks Employee
  • 1 kudos

Unfortunately this is a setting that cannot be increased on customer side

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VikasSinha
by New Contributor
  • 6771 Views
  • 5 replies
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Which is better - Azure Databricks or GCP Databricks?

Which cloud hosting environment is best to use for Databricks? My question pins down to the fact that there must be some difference between the latency, throughput, result consistency & reproducibility between different cloud hosting environments of ...

  • 6771 Views
  • 5 replies
  • 0 kudos
Latest Reply
bidek56
Contributor
  • 0 kudos

@VikasSinha Databricks is not stable regardless of the cloud, jobs and clusters keep crashing. Use Polars or Duckdb instead.

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Danish11052000
by New Contributor II
  • 222 Views
  • 1 replies
  • 1 kudos

Resolved! Missing warehouse id/metadata for the system compute warehouse table

I ran the following queries for a specific warehouse_id = '54a93d2138433216' SELECT * FROM system.billing.usage WHERE usage_metadata.warehouse_id = '54a93d2138433216';SELECT * FROM system.compute.warehouse_events WHERE warehouse_id = '54a93d213843321...

Danish11052000_0-1762164373471.png Danish11052000_1-1762164374050.png Danish11052000_2-1762164373505.png
  • 222 Views
  • 1 replies
  • 1 kudos
Latest Reply
MuthuLakshmi
Databricks Employee
  • 1 kudos

@Danish11052000 The issue can happen when the warehouse created is very old (let's say last year), then you may not see the details in system table. If they were deleted before the table was created, you'll not see it.

  • 1 kudos
bianca_unifeye
by Contributor
  • 768 Views
  • 1 replies
  • 2 kudos

Resolved! Webinars

Hi! My colleagues and I at Unifeye are hosting a series of regular webinars focused on Databricks content. In November, we’re running four sessions covering Geospatial, Governance, AI, and Delta Sharing, featuring Databricks architects as guest speak...

  • 768 Views
  • 1 replies
  • 2 kudos
Latest Reply
Advika
Databricks Employee
  • 2 kudos

Hello @bianca_unifeye! Thanks for sharing! This looks like a great initiative.For better visibility and engagement, please go ahead and post about the Webinar series directly in the Community as a post. Members can then register and join through your...

  • 2 kudos

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