cancel
Showing results for 
Search instead for 
Did you mean: 
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.
cancel
Showing results for 
Search instead for 
Did you mean: 

Forum Posts

farzad_h
by New Contributor
  • 19 Views
  • 1 replies
  • 0 kudos

Am I being throttled?

Hi,Im using the free edition as a student and trying my best to learn databricks. I have participated in the learning festival and trying to prepare bith for my exam and get employed. Im running out of time in order to use your codeI noticed you guys...

  • 19 Views
  • 1 replies
  • 0 kudos
Latest Reply
craig15miller
  • 0 kudos

Databricks Free Edition operates under strict fair usage policies and serverless compute quotas, which can result in automatic throttling or temporary resource limitations if daily usage thresholds are exceeded. To maintain your study momentum while ...

  • 0 kudos
david888
by New Contributor
  • 65 Views
  • 1 replies
  • 1 kudos

Question about MySQL Integrated‑CDC pipeline on Classic compute workspace

Hi everyone,I am trying to set up an Integrated‑CDC pipeline for a MySQL RDS instance on our Databricks workspace. Our workspace only uses Classic compute; Serverless compute is not available.According to the documentation, Integrated‑CDC for MySQL s...

  • 65 Views
  • 1 replies
  • 1 kudos
Latest Reply
ivanvyd
New Contributor III
  • 1 kudos

@david888 the missing wizard is expected. MySQL Integrated CDC currently runs on classic compute only, and UI-based pipeline creation isn't available. Workspace-level feature enablement is required; the docs direct you to your Databricks account team...

  • 1 kudos
AdamLucas
by New Contributor
  • 57 Views
  • 1 replies
  • 1 kudos

Which Topics Deserve More Attention Before the Databricks Data Engineer Associate Certification Exam

As soon as I began my preparation for the Databricks Data Engineer Associate Certification exam, I came to the realisation that merely going through the syllabus won’t be sufficient. There are certain topics which are recurrent in practical situation...

  • 57 Views
  • 1 replies
  • 1 kudos
Latest Reply
anshul2528
Contributor II
  • 1 kudos

Hey @AdamLucas !Based on my personal experience, I can say that there are several practical areas that are more likely to be well-represented in the test. First, to understand and effectively operate Delta Lake, one has to have at least some general ...

  • 1 kudos
Data_Engineer14
by New Contributor II
  • 260 Views
  • 2 replies
  • 1 kudos

Resolved! Storage Credential creation fails with "Access Connector ... could not be found"

Subject: Storage Credential creation fails with "Access Connector ... could not be found" despite fully verified Azure configurationHi all,I'm trying to create a storage credential (Azure Managed Identity) for Unity Catalog on a Premium Azure Databri...

  • 260 Views
  • 2 replies
  • 1 kudos
Latest Reply
Ashwin_DSA
Databricks Employee
  • 1 kudos

@Data_Engineer14, Great troubleshooting so far. The fact that every Azure-side check passes cleanly but the storage credential creation still fails is a strong signal that this is a backend registration issue, not a misconfiguration on your end.   Wh...

  • 1 kudos
1 More Replies
Sandeep11
by New Contributor II
  • 276 Views
  • 4 replies
  • 2 kudos

Incremental Load Issue with SDP

We have identified a critical issue in our pipeline and wanted to share it here to see if others have faced the same and how they approached it.Pipeline architecture: Bronze (Lakeflow Connect) → Silver (SCD2) → GoldThe Problem: Every pipeline run tri...

  • 276 Views
  • 4 replies
  • 2 kudos
Latest Reply
Sandeep11
New Contributor II
  • 2 kudos

Thank you all for the responses. We could get into a solution by adding readChangeFeed flag as true as additional option to the spark.readStream however kept the pipeline configs same.

  • 2 kudos
3 More Replies
1pedroosilva
by New Contributor III
  • 391 Views
  • 5 replies
  • 9 kudos

Resolved! Databricks Dashboard Pivot Table: default collapsed state?

I'm building a financial dashboard in Databricks using a Pivot visualization with two dimensions in the row hierarchy.The drill-down works as expected, but I'm having a usability issue: every time the view is loaded, both dimensions are fully expande...

  • 391 Views
  • 5 replies
  • 9 kudos
Latest Reply
1pedroosilva
New Contributor III
  • 9 kudos

Thanks everyone for the input.Marking @data_pulse's reply as the solution: it confirms through testing that the expand/collapse state isn't persisted in the published dashboard, so there's currently no setting for an initial collapsed state or a defa...

  • 9 kudos
4 More Replies
monson_mark
by Visitor
  • 64 Views
  • 1 replies
  • 1 kudos

Auto-TTL on pipeline streaming table not firing

We have Auto-TTL configured on a Lakeflow pipeline streaming table via create_streaming_table(auto_ttl={"timestamp_column": "_discontinued_on", "expire_in_days": 77}). The autottl.timestampColumn and autottl.expireInDays properties are correctly set ...

  • 64 Views
  • 1 replies
  • 1 kudos
Latest Reply
ThomazNeto
Databricks Partner
  • 1 kudos

Hi,You did the homework, so I'll skip repeating it and add three things.First, the docs contradiction you found is real, and it's worse than you listed. The GDPR page says "The recommended way is Predictive optimization for Unity Catalog managed tabl...

  • 1 kudos
FelixBlom
by Visitor
  • 112 Views
  • 3 replies
  • 1 kudos

Resolved! ForEach Repair behaviour

What is the behaviour of a 'repair' run on a ForEach task?Will it only repair failed tasks & non-executed tasks (if cancelled early)? Or rerun all tasks? Where is this documented? Can this be added to the documentation of this task? https://docs.data...

  • 112 Views
  • 3 replies
  • 1 kudos
Latest Reply
aayush_410
New Contributor II
  • 1 kudos

Behavior: A repair run on a job containing a For Each task follows the same rule as repair runs generally — it re-executes only the unsuccessful task runs (failed, or skipped/not-executed due to early cancellation or an upstream failure) and any task...

  • 1 kudos
2 More Replies
HTD360
by New Contributor III
  • 880 Views
  • 5 replies
  • 7 kudos

Autoscaling with the autoloader without SDP

Hi there,I have a question regarding the autoloader without SDP and auto-scaling of clusters. I'm reading the following in the docs:Production considerations for Structured Streaming | Databricks on AWS:Do not enable autoscaling for compute for Struc...

  • 880 Views
  • 5 replies
  • 7 kudos
Latest Reply
ThomazNeto
Databricks Partner
  • 7 kudos

Hi,Two clarifications that I think answer both of your questions.Why the docs say no to autoscaling on streaming jobs. Classic autoscaling only removes a node when it's idle (or, on Premium, "underutilized over the last 40 seconds" on jobs compute, j...

  • 7 kudos
4 More Replies
DB1To3
by Contributor
  • 118 Views
  • 4 replies
  • 2 kudos

Resolved! Unity Catalog Volume as spark checkpoint location (in 2026)

Hi folks,I'd like my checkpoint folder to be easily accessible to me in my UC volume files.  This was possible in Fabric OneLake (Files).  For whatever reason, it is not easy in databricks volumes.  I keep getting meaningless errors: spark.sparkConte...

  • 118 Views
  • 4 replies
  • 2 kudos
Latest Reply
ThomazNeto
Databricks Partner
  • 2 kudos

Hi,Glad it helped. On 14.3, a few things to keep straight before you pick plan B.The error you got isn't about managed vs external. sc.setCheckpointDir hands the path to the JVM's local file API (that java.io.File canonicalize in the stack), and the ...

  • 2 kudos
3 More Replies
dario66952
by New Contributor II
  • 65 Views
  • 1 replies
  • 1 kudos

Can the 5% deletion-vector threshold used by OPTIMIZE be configured?

Hello everyone, we have a compliance requirement to guarantee that deleted records are physically removed from the underlying Parquet files.Our current flow is:DELETE  creates deletion vectors (DVs)OPTIMIZE  may rewrite files and materialize the dele...

  • 65 Views
  • 1 replies
  • 1 kudos
Latest Reply
ThomazNeto
Databricks Partner
  • 1 kudos

Hi,Short version: I couldn't find that knob anywhere in the Databricks docs. maxDeletedRowsRatio is an OSS Delta conf, and Databricks doesn't document it, so even if it's accepted on a given runtime you'd be relying on undocumented behavior for a com...

  • 1 kudos
Dave1967
by New Contributor III
  • 3957 Views
  • 3 replies
  • 2 kudos

Resolved! Serverless Compute - How to determine if being used programatically

Hi,  We use a common notebook for all our "common" settings, this notebook is called in the first cell of each notebook we develop.  This issue we are now having is that we need 2 common notebooks, one for a normal shared compute and one for serverle...

  • 3957 Views
  • 3 replies
  • 2 kudos
Latest Reply
andre214
Visitor
  • 2 kudos

Here's a better solution I found:import os on_serverless = 'IS_SERVERLESS' in os.environ and os.environ['IS_SERVERLESS'] == 'TRUE' 

  • 2 kudos
2 More Replies
DB1To3
by Contributor
  • 50 Views
  • 0 replies
  • 0 kudos

Unity Catalog v.2.0?

Are there plans for a v.2.0 of Unity Catalog?  I find the organization of tables in databricks to be very constrained and inflexible.  Given that UC tables have their origins in data lakes, you would think they would have brought a lot more flexibile...

  • 50 Views
  • 0 replies
  • 0 kudos
prasanna_r
by New Contributor
  • 3183 Views
  • 5 replies
  • 0 kudos

Resolved! Download all pages of a multi-page dashboard

Hi,I have created a multi-page dashboard in databricks. I want to download all the pages of the dashboard as a single pdf file. But when i export the dashboard I get it only in .json format. Is there a way to download all the pages as a pdf file?

  • 3183 Views
  • 5 replies
  • 0 kudos
Latest Reply
varunmmm
New Contributor II
  • 0 kudos

In subscription setup there is limitation of PDF size should be less than 9 MB, So if size increase you'll not get all the pages in email.

  • 0 kudos
4 More Replies
Kushal_2612
by New Contributor II
  • 448 Views
  • 6 replies
  • 1 kudos

Agent outside databricks communication with databricks delta table

Hello community,I have following use case in my project:User[ Ask any query in simple english related to data] -> AI Agent -> Databricks unity catalog -> Delta table.Currently required data for project is in volume of workspace. Then we apply medalli...

  • 448 Views
  • 6 replies
  • 1 kudos
Latest Reply
balajij8
Esteemed Contributor II
  • 1 kudos

@Kushal_2612 The slowness you are seeing is generally when an external service submits queries against standard workspace compute or interactive clusters, which carry heavy execution overhead. For querying Unity Catalog Delta tables from an external ...

  • 1 kudos
5 More Replies
Labels