- 73 Views
- 1 replies
- 0 kudos
Best Practices for Implementing Automated, Scalable, and Auditable Purge Mechanism on Azure Databric
Hi All, I'm looking to implement an automated, scalable, and auditable purge mechanism on Azure Databricks to manage data retention, deletion and archival policies across our Unity Catalog-governed Delta tables.I've come across various approaches, s...
- 73 Views
- 1 replies
- 0 kudos
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@Phani1 Check my POV:- Follow the Delta purge lifecycle: DELETE → REORG TABLE APPLY (PURGE) → VACUUM- Metadata + Automation: use a control table + Databricks Workflows for scalable, policy-based execution.- Retention by layer + audit centrally: Bron...
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- 61 Views
- 1 replies
- 0 kudos
- 61 Views
- 1 replies
- 0 kudos
- 0 kudos
@R_Chaitanya Check the course status first, maybe a lesson is in progress.Follow: User Menu >> My Activities >> CoursesThen check if all are completed or not.
- 0 kudos
- 326 Views
- 11 replies
- 3 kudos
Resolved! Autoloader inserts null rows in delta table while reading json file
Hi,I am exploring Schema inference and Schema evolution using Autoloader.I am reading a single line json file and writing in a delta table which does not exist already (creating it on the fly), using pyspark (below is the code).Code :spark.readStream...
- 326 Views
- 11 replies
- 3 kudos
- 3 kudos
Hi ,The extra rows could have been caused by various reasons:Extra files in the directoryEmpty or corrupt recordsNon-JSON content being picked up on the first runYou could make sure that your input path contains only valid JSON files or you could mod...
- 3 kudos
- 1717 Views
- 8 replies
- 3 kudos
Resolved! Using cloudFiles.inferColumnTypes with inferSchema and without defining schema checkpoint
Two Issues:1. What is the behavior of cloudFiles.inferColumnTypes with and without cloudFiles.inferSchema? Why would you use both?2. When can cloudFiles.inferColumnTypes be used without a schema checkpoint? How does that affect the behavior of cloud...
- 1717 Views
- 8 replies
- 3 kudos
- 3 kudos
@mits1 , if you are happy with the answer please click on "Accept as Solution." It will give confidence to others. Cheers, Lou.
- 3 kudos
- 81 Views
- 1 replies
- 1 kudos
Databricks SQL Alerts and Jobs Integration: Legacy vs V2
Hi,I’m facing a challenge integrating Databricks SQL alerts with a Databricks Job.After reviewing the documentation, I arrived at the following understanding and would appreciate confirmation from the community or Databricks team:Legacy SQL alerts ca...
- 81 Views
- 1 replies
- 1 kudos
- 1 kudos
Hi @Eliza_geo ,Given your Unity Catalog + serverless + DABS environment, here's what makes sense right now:For new pipelines: Stick to legacy SQL alerts invoked via a SQL task in Jobs. Avoid the SQL Alert task (Beta) in production workflows — Beta fe...
- 1 kudos
- 78 Views
- 2 replies
- 1 kudos
Connection reset error from Databricks notebook but works via curl (GCP)
Hi everyone,I’m facing a connectivity issue in my Databricks workspace on GCP and would appreciate any guidance. ProblemWhen I run commands from a Databricks notebook, I see intermittent errors like:Connection reset Retrying request to https://us-eas...
- 78 Views
- 2 replies
- 1 kudos
- 3798 Views
- 12 replies
- 4 kudos
Lakehouse federation for SQL server: database name with spaces
We're currently using lakehouse federation for various sources (Snowflake, SQL Server); usually succesful. However we've encountered a case where one of the databases on the SQL Server has spaces in its name, e.g. 'My Database Name'. We've tried vari...
- 3798 Views
- 12 replies
- 4 kudos
- 4 kudos
Hello all,We have a good amount of tables from an external ERP system that are being replicated to an existing dwh in an Azure SQL Server database.We have set up a foreign connection for this database and we can connect to the server and database. Sa...
- 4 kudos
- 186 Views
- 4 replies
- 2 kudos
Running python functions (written using polars) on databricks
Hi,We are planning to re-write our application ( which was originally running in R) in python. We chose to use Polars as they seems to be faster than pandas. We have functions written in R which we are planning to convert to Python.However in one of ...
- 186 Views
- 4 replies
- 2 kudos
- 2 kudos
@Manjusha , if you are happy with my response please click on "Accept as Solution." It will help others trust the guidance.
- 2 kudos
- 223 Views
- 4 replies
- 4 kudos
Resolved! Databricks to Salesforce Core (Not cloud)
Hi,Is there any native connector available to connect salesforce core (not cloud) in Databricks? If no native connector, what are all recommended approaches to connect to Salesforce coreThanks,Subashini
- 223 Views
- 4 replies
- 4 kudos
- 4 kudos
Hi @sdurai, Yes. Databricks has a native Salesforce connector for core Salesforce (Sales Cloud / Service Cloud / Platform objects) via Lakeflow Connect - Salesforce ingestion connector. It lets you create fully managed, incremental pipelines from Sal...
- 4 kudos
- 158 Views
- 1 replies
- 0 kudos
Connect Databrick's cluster with Artifactory
Hello,I'm trying to connect databricks with an own JFrog Artifactory. The objective is to download both PIP/JAR dependencies from it instead of connecting to maven-central/PyPi. Im struggling with JAR's. My aproximation to solve the problem is:1. Cre...
- 158 Views
- 1 replies
- 0 kudos
- 0 kudos
Hi, I haven't got the ability to test this myself but based on some internal research, I think the following is true: Hi, The most likely issue is your truststore configuration. Setting spark.driver.extraJavaOptions -Djavax.net.ssl.trustStore=<custom...
- 0 kudos
- 77 Views
- 1 replies
- 0 kudos
Databricks workflows for APIs with different frequencies (cluster keeps restarting)
Title: Databricks workflows for APIs with different frequencies (cluster keeps restarting)Hey everyone,I’m stuck with a Databricks workflow design and could use some advice.Currently, we are calling 70+ APIs Right now the workflow looks something l...
- 77 Views
- 1 replies
- 0 kudos
- 0 kudos
Hi @mordex This is a classic high-frequency orchestration problem on Databricks. The core issue is that Databricks job clusters are designed for batch workloads, not sub-5-minute polling loops. Job clusters have a ~3–5 min cold start. For a 1-min fre...
- 0 kudos
- 119 Views
- 3 replies
- 0 kudos
How to import python modules in a notebook?
I have a job with a notebook task that utilizes python modules in another folder than the notebook itself. When I try to import the module in the notebook, it raises module not found error. I solved the problem using sys.pathBut I am curious if there...
- 119 Views
- 3 replies
- 0 kudos
- 0 kudos
While this is a classic way to solve this, it can sometimes be "brittle" if your folder structure changes or if you share the notebook with others who have different file paths. In modern notebook environments.
- 0 kudos
- 60 Views
- 1 replies
- 0 kudos
Databricks Workspace - Unknow IP access
Azure monitor log showing unknow ip authentication requests to Databricks workspace . -- When searched ip below url, result showing its from AZURE CLOUD : <Region> (the region is same as workspace)https://azureipranges.azurewebsites.net/SearchFor -- ...
- 60 Views
- 1 replies
- 0 kudos
- 0 kudos
Hi @ittzzmalind, Because the IP is in the same Azure region but not listed in the Azure Databricks control plane ranges, it’s very likely not a Databricks owned control plane IP. It’s typically either a user or service coming from another Azure resou...
- 0 kudos
- 74 Views
- 1 replies
- 0 kudos
Default ACL for Jobs and Clusters
Hi,I want to set default ACL that applies to all created jobs and clusters, according to a cluster policy for example, but currently I need to apply my ACL at every created job/cluster separately.is there a way to do that?BR,
- 74 Views
- 1 replies
- 0 kudos
- 0 kudos
Hi @murtadha_s Can you please clarify what you are after? The second part of your question sounded more like a statement: "but currently I need to apply my ACL at every created job/cluster separately," and that confused me a bit. To make sure we poi...
- 0 kudos
- 218 Views
- 1 replies
- 1 kudos
Resolved! Databricks optimization for query perfomance and pipeline run
I am currently working on optimizing several Spark pipelines and wanted to gather community insights on advanced performance tuning. Typically, my workflow for traditional SQL optimization involves a deep dive into the execution plan to identify bott...
- 218 Views
- 1 replies
- 1 kudos
- 1 kudos
Hi @sai_sakhamuri You're clearly past the basics. Let me give you a practitioner-level breakdown of each layer you mentioned, plus a few things that often get overlooked.Spark Catalyst Optimizer — Working With the Rules EngineCatalyst operates in fou...
- 1 kudos
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