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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

Jaclaglez13
by New Contributor III
  • 6460 Views
  • 6 replies
  • 8 kudos

[UNRESOLVED_ROUTINE] Cannot resolve function `date_format`

Hi all,We are getting the following error log in a Workflow:AnalysisException: [UNRESOLVED_ROUTINE] Cannot resolve function `date_format` on search path [`system`.`builtin`, `system`.`session`]. SQLSTATE: 42883The Workflow consists in different noteb...

  • 6460 Views
  • 6 replies
  • 8 kudos
Latest Reply
VaDim
Contributor
  • 8 kudos

Having a similar issue when moving from DBR 13 to DBR 16.4 in a multi-task Job. The first task works ok but the 2nd with identical code but different params fails. For me it fails with Cannot resolve function `and` (I assume from the .between(from_da...

  • 8 kudos
5 More Replies
ChristianRRL
by Honored Contributor II
  • 180 Views
  • 5 replies
  • 0 kudos

Lakeflow Connect - Community Custom Connector - How to troubleshoot source ingestion logic "live"

Hi there, I'm a bit confused about how I should be performing "live" troubleshooting with Lakeflow Connect with a Community Custom Connector I'm working on. Below is a simple example where I attempt to update the ingestion type from "cdc_with_deletes...

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  • 180 Views
  • 5 replies
  • 0 kudos
Latest Reply
ShamenParis
Contributor
  • 0 kudos

Hi @ChristianRRL ,Your compute cluster is caching the older version of your Python package in memory. Standard job runs or dry runs don't always force a rebuild or reload of workspace files.I hope below steps will helps you,Trigger a Full Refresh: In...

  • 0 kudos
4 More Replies
ali_lmalki
by New Contributor
  • 401 Views
  • 4 replies
  • 4 kudos

Genie Ontology

One question that came to mind regarding Genie Ontology is its level of automated curation. From what I've seen, Databricks appears to be taking a different approach from many vendors, where ontologies are often manually designed.Are there meaningful...

  • 401 Views
  • 4 replies
  • 4 kudos
Latest Reply
Lu_Wang_ENB_DBX
Databricks Employee
  • 4 kudos

Today, Genie Ontology provides per-answer citations, but not yet a full reviewable changelog or diff of newly learned context. For regulated environments, that means customers can see what informed an answer, but not yet review every underlying ontol...

  • 4 kudos
3 More Replies
KKo
by Contributor III
  • 214 Views
  • 2 replies
  • 0 kudos

Real time pipelines

How do you design high-volume real-time pipelines that need to stay reliable under load spikes?

  • 214 Views
  • 2 replies
  • 0 kudos
Latest Reply
emma_s
Databricks Employee
  • 0 kudos

Hi, This is a broad question without much detail. The first thing I'd want to understand is what is the definition of realtime that is required. People say realtime but often they can mean a variety of things: What is the latency requirement and wher...

  • 0 kudos
1 More Replies
theanhdo
by New Contributor III
  • 302 Views
  • 1 replies
  • 1 kudos

Trunked-based development model for Databricks question

Hi there,My name is William Do (a senior engineer at Hub24, Australia). I am writing to seek for your advice on a Trunk-based development model that we are hoping to implement for our Databricks project.Problem statementTo give you some context, I am...

  • 302 Views
  • 1 replies
  • 1 kudos
Latest Reply
snicholson
New Contributor
  • 1 kudos

Hi William,The release train in your GitFlow workflow model is what stops you iterating, and long-running feature branches are what jam up a naive trunk-based model.Where I would gently push back is on the proposed hybrid. Reintroducing a develop bra...

  • 1 kudos
phanvy5403
by New Contributor III
  • 435 Views
  • 3 replies
  • 4 kudos

AnalysisException: [UNRESOLVED_ROUTINE] Cannot resolve routine `=`

Hi all,We are experiencing an AnalysisException when migrating our Databricks cluster runtime from 13.3 LTS to 16.4 LTS (Scala 2.13), and would appreciate your help in identifying the root cause.**Error:**```AnalysisException: [UNRESOLVED_ROUTINE] Ca...

  • 435 Views
  • 3 replies
  • 4 kudos
Latest Reply
VaDim
Contributor
  • 4 kudos

Having a similar issue when moving from DBR 13 to DBR 16.4 in a multi-task Job. The first task works ok but the 2nd with identical code but different params fails. For me it fails with Cannot resolve function `and` (I assume from the .between(from_da...

  • 4 kudos
2 More Replies
adhi_databricks
by Contributor
  • 77 Views
  • 1 replies
  • 1 kudos

Serverless Scala JAR: foreachBatch fails with RST_STREAM PROTOCOL_ERROR

Hi everyone,We're migrating a Scala Structured Streaming application (Kinesis → Delta) from classic compute to Databricks Serverless Jobs for cost optimization. During the migration, we're consistently seeing what appears to be a Spark Connect / gRPC...

  • 77 Views
  • 1 replies
  • 1 kudos
Latest Reply
GabFernandes
New Contributor III
  • 1 kudos

Hi @adhi_databricks !This is a very specific and subtle architectural edge case when migrating traditional Scala JAR workloads to Databricks Serverless Compute.The core issue comes down to how Databricks Serverless Jobs execute code via Spark Connect...

  • 1 kudos
AnandGNR
by New Contributor III
  • 4128 Views
  • 10 replies
  • 3 kudos

Resolved! Unable to create secret scope -"Fetch request failed due expired user session"

Hi everyone,I’m trying to create an Azure Key Vault-backed secret scope in a Databricks Premium workspace, but I keep getting this error: Fetch request failed due expired user sessionSetup details:Databricks workspace: PremiumAzure Key Vault: Owner p...

  • 4128 Views
  • 10 replies
  • 3 kudos
Latest Reply
AnandGNR
New Contributor III
  • 3 kudos

Hi @lofidev I resolved by requesting a policy exemption window to create scopes. The issue was due to a restrictive policy. Precisely what @lingareddy_Alva summarized earlier on this thread "When Databricks tries to programmatically grant its SP Get/...

  • 3 kudos
9 More Replies
Phani1
by Databricks MVP
  • 2368 Views
  • 3 replies
  • 1 kudos

Databricks Vs Fabric use case

Hi Team,We've noticed that for some use cases, customers are proposing a architecture with A) Fabric in the Gold layer and reporting in Azure Power BI, while using Databricks for the Bronze and Silver layers. However, we can also have the B) Gold lay...

  • 2368 Views
  • 3 replies
  • 1 kudos
Latest Reply
priyasinhakt
New Contributor
  • 1 kudos

When looking at a data fabric vs data lake  strategy, the data lake approach shines when you need a high-performance landing zone for vast amounts of structured, semi-structured, and unstructured data. It gives data science and engineering teams tota...

  • 1 kudos
2 More Replies
Datalight
by Contributor
  • 1475 Views
  • 4 replies
  • 1 kudos

Resolved! Design Oracle Fusion SCM to Azure Databricks

Hello Techie,I am planning to migrate All module of Oracle fusion scm data to Azure Databricks.Do we have only option of BICC (Business Intelligence Cloud Connector), OR any other option avaialble.Can anyone please help me with reference architecture...

  • 1475 Views
  • 4 replies
  • 1 kudos
Latest Reply
masonreed11
New Contributor II
  • 1 kudos

BICC is the standard choice for bulk Oracle Fusion SCM extraction, but REST APIs and OIC are also good options depending on your use case. Your architecture and data freshness requirements will determine the best approach.

  • 1 kudos
3 More Replies
lkahn
by New Contributor II
  • 165 Views
  • 1 replies
  • 1 kudos

R plots are not rendering properly again

It looks like we have another workspace-side notebook UI regression for R plots (something similar happened last May).This time, R plots are displaying but have several very strange symptoms related to scaling:1. Larger figures (that are too big to b...

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  • 165 Views
  • 1 replies
  • 1 kudos
Latest Reply
aviast
New Contributor II
  • 1 kudos

My Notebook, which previously worked fine, is now scaling all plots to `repr.plot.width` by `repr.plot.width`.

  • 1 kudos
shubham_007
by Contributor III
  • 12664 Views
  • 11 replies
  • 9 kudos

Resolved! What are powerfull data quality tools/libraries to build data quality framework in Databricks ?

Dear Community Experts,I need your expert advice and suggestions on development of data quality framework. What are powerfull data quality tools or libraries are good to go for development of data quality framework in Databricks ? Please guide team.R...

  • 12664 Views
  • 11 replies
  • 9 kudos
Latest Reply
gbhoglexeliq
Databricks Partner
  • 9 kudos

I have used Databricks labs - DQX for a failrly complex data quality implementation and it handlled the mix of built in validations and custom business rules well. One thing we learned is that performance depended much more on the underlying data lay...

  • 9 kudos
10 More Replies
van45678
by New Contributor III
  • 314 Views
  • 4 replies
  • 2 kudos

Auto-Termination Did Not Trigger on Production Cluster Despite 20-Minute Inactivity

Hello everyone,I recently encountered an issue with one of our production all-purpose clusters where the auto-termination feature did not work as expected.The cluster was configured with "Terminate after 20 minutes of inactivity", but it never termin...

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  • 314 Views
  • 4 replies
  • 2 kudos
Latest Reply
binlogreader
New Contributor II
  • 2 kudos

@van45678 -- @balajij8 's diagnosis matches what your Spark UI shows, so I will just add three things from the operational side, one for the postmortem and two for making sure the next occurrence costs you hours instead of five days.(1) Driver logs a...

  • 2 kudos
3 More Replies
GvReddy
by New Contributor
  • 96 Views
  • 1 replies
  • 0 kudos

Installing App from Marketplace

Hi All,I'm using the free edition and I'm trying to install a free app from the Marketplace. After the installation, it's asking me to provide secrets.Could you please guide me on where I can obtain these secrets? Do I need to get them from the app o...

  • 96 Views
  • 1 replies
  • 0 kudos
Latest Reply
ThomazNeto
Databricks Partner
  • 0 kudos

Good question, and the answer is usually simpler than it looks: those secrets are almost always YOUR OWN credentials for whatever third-party service the app talks to — not something the developer sends you.Here's the model: Marketplace apps aren't a...

  • 0 kudos
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