- 690 Views
- 3 replies
- 4 kudos
Performance Comparison: spark.read vs. Autoloader
Hi there, I would appreciate some help to compare the runtime performance of two approaches to performing ELT in Databricks: spark.read vs. Autoloader. We already have a process in place to extract highly nested json data into a landing path, and fro...
- 690 Views
- 3 replies
- 4 kudos
- 4 kudos
Hi @ChristianRRL ,For that kind of ingestion scenario autoloader is a winner . It will scale much better than batch approach - especially if we are talking about large number of files.If you configure autoloader with file notification mode it can sca...
- 4 kudos
- 489 Views
- 1 replies
- 2 kudos
Resolved! AutoLoader Ingestion Best Practice
Hi there, I would appreciate some input on AutoLoader best practice. I've read that some people recommend that the latest data should be loaded in its rawest form into a raw delta table (i.e. highly nested json-like schema) and from that data the app...
- 489 Views
- 1 replies
- 2 kudos
- 2 kudos
I think the key thing with holding the raw data in a table, and not transforming that table, is that you have more flexibility at your disposal. There's a great resource available via Databricks Docs for best practices in the Lakehouse. I'd highly re...
- 2 kudos
- 861 Views
- 2 replies
- 4 kudos
Resolved! What is `read_files`?
Bit of a silly question, but wondering if someone can help me better understand what is `read_files`?read_files table-valued function | Databricks on AWSThere's at least 3 ways to pull raw json data into a spark dataframe:df = spark.read...df = spark...
- 861 Views
- 2 replies
- 4 kudos
- 4 kudos
Also, @ChristianRRL , with a slight adjustment to the syntax, it does indeed behave like Autoloaderhttps://docs.databricks.com/aws/en/ingestion/cloud-object-storage/auto-loader/patterns?language=SQL I'd also advise looking at the different options th...
- 4 kudos
- 5755 Views
- 8 replies
- 0 kudos
Need help migrating company customer and partner academy accounts to work properly
Hi, originally I accidentally made a customer academy account with my company that is a databricks partner. Then I made an account using my personal email and listed my company email as the partner email for the partner academy account. that account ...
- 5755 Views
- 8 replies
- 0 kudos
- 0 kudos
Need help to merge my customer portal id with partner mail id my case number is 00754330
- 0 kudos
- 692 Views
- 4 replies
- 2 kudos
Trying to reduce latency on DLT pipelines with Autoloader and derived tables
What I'm trying to achieve: ingest files into bronze tables with Autoloader, then produce Kafka messages for each file ingested using a DLT sink.The issue: latency between file ingested and message produced get exponentially higher the more tables ar...
- 692 Views
- 4 replies
- 2 kudos
- 2 kudos
Hi, I think it is a delay of the autoloader as it doesn't know about the ingested files. It is nothing in common with the state, as it is just an autoloader and it keeps a list of processed files. Autloader scans the directory every minute, usually a...
- 2 kudos
- 488 Views
- 2 replies
- 2 kudos
Resolved! how to import sample notebook to azure databricks workspace
In the second onboarding video, the Quickstart Notebook is shown. I found that notebook here:https://www.databricks.com/notebooks/gcp-qs-notebook.htmlI wanted to import it to my workspace in Azure Databricks account, to play with it. However, selecti...
- 488 Views
- 2 replies
- 2 kudos
- 6405 Views
- 3 replies
- 3 kudos
Resolved! Configure Databricks in VSCode through WSL
Hi,I am having a hard time configuring my Databricks workspace when working in VSCode via WSL. When following the steps to setup Databricks authentication I am receiving the following error on the Step 5 of "Step 4: Set up Databricks authentication"....
- 6405 Views
- 3 replies
- 3 kudos
- 3 kudos
What worked for me was NOT opening the browser using the pop-up (which generated the 3-legged-OAuth flow error), but clicking on the link provided by the CLI (or copy paste the link on the browser)
- 3 kudos
- 269 Views
- 1 replies
- 1 kudos
Resolved! Request to Extend Partner Tech Summit Lab Access
Hi Team,I would appreciate it if my Partner Tech Summit lab access could be extended, as two of the assigned labs were inaccessible. Could you please advise whom I should contact for this?Thank you.Regards,Lakshmipriya
- 269 Views
- 1 replies
- 1 kudos
- 1 kudos
Hi @Lakshmipriya_N ,Create a support ticket and wait for reply:Contact Us
- 1 kudos
- 5844 Views
- 11 replies
- 2 kudos
Resolved! DataBricks Certification Exam Got Suspended. Require Immediate support
Hello @Cert-Team @Certificate Team,Request Id# 00432042I encountered a pathetic experience while attempting my Databricks Certified Data Engineer Professional certification exam. This is a completely unethical process to harass the examinee and lose...
- 5844 Views
- 11 replies
- 2 kudos
- 2 kudos
Hi @Cert-Team, I had similar issue. My exam got suspended too. I had already completed my exam when it got suspended. So you can either evaluate and provide the results or help me reschedule the exam. I have raised a request - #00750846, its been mor...
- 2 kudos
- 346 Views
- 1 replies
- 1 kudos
Resolved! How to install whl from volume for databricks_cluster_policy via terraform.
I would expect resource "databricks_cluster_policy" "cluster_policy" { name = var.policy_name libraries { Volumes { whl = "/Volumes/bronze/config/python.wheel-1.0.3-9-py3-none-any.whl" }}}to work but terraform doesnt recognize "volum...
- 346 Views
- 1 replies
- 1 kudos
- 1 kudos
This workedresource "databricks_cluster_policy" "cluster_policy" { name = var.policy_name libraries { whl = "/Volumes/bronze/config/python.wheel-1.0.3-9-py3-none-any.whl" }}
- 1 kudos
- 907 Views
- 1 replies
- 0 kudos
Cannot get tracing to work on genai app deployed on databricks
Hi, I have a gradio app that is deployed on databricks. The app is coming from this example provided by databricks. The app works fine, but when I want to add tracing I cannot get it to work. I keep getting the errormlflow.exceptions.MlflowException...
- 907 Views
- 1 replies
- 0 kudos
- 0 kudos
Hi @MisterT , In our docs, it is mentioned we use MLflow 3(major upgrade) with GenAI monitoring enabled. Each agent endpoint is assigned an MLflow experiment, and log agent traces from the endpoint to that experiment in real-time. Internally an MLF...
- 0 kudos
- 720 Views
- 3 replies
- 1 kudos
Ai Query Prompt Token and Completition token
HiI would like to know how can I get the Completition token and Prompt token quantity when using Ai_Query?Thanks
- 720 Views
- 3 replies
- 1 kudos
- 1 kudos
Hello @Andreyai good day!!For AI_queries, we have documentation from databricks. : https://docs.databricks.com/aws/en/sql/language-manual/functions/ai_query I am 100% sure you will get better insights from the documentations. But I have something for...
- 1 kudos
- 317 Views
- 1 replies
- 1 kudos
2025 Data + AI World Tour Atlanta
Attending how to build Intelligent Agents at Databricks Data+AI World Tour 2025#Databricks #Data+AI #DatabricksWorldTour
- 317 Views
- 1 replies
- 1 kudos
- 1 kudos
Great to hear, @agilecoach360! Please share your learnings and experience from the event with the Community, it would be really valuable for everyone. Looking forward to your insights.
- 1 kudos
- 3282 Views
- 12 replies
- 5 kudos
Parameters in dashboards data section passing via asset bundles
A new functionality allows deploy dashboards with a asset bundles. Here is an example :# This is the contents of the resulting baby_gender_by_county.dashboard.yml file. resources: dashboards: baby_gender_by_county: display_name: "Baby gen...
- 3282 Views
- 12 replies
- 5 kudos
- 5 kudos
I did however just found out there is parameterization possible.. dont know yet how to incorporate it into asset bundle deploy but at least i have a first step. You can use SELECT * FROM IDENTIFIER(:catalog || '.' || :schema || '.' || :table)Or hardc...
- 5 kudos
- 740 Views
- 2 replies
- 3 kudos
I made an AI assistant for Databricks docs, let me know what you think!
Hello members of the Databricks community!I built this Ask AI chatbot/widget where I gave a custom LLM access to some of Databricks' docs to help answer technical questions for people using Databricks. I tried it on a couple of questions that resembl...
- 740 Views
- 2 replies
- 3 kudos
- 3 kudos
Hi @matte_kapa_bul , how are you doing?First of all, congratulations on the initiative. I’ve tried to do something similar myself, and it’s very useful for locating documentation, but it doesn’t end up being very effective in solving some issues repo...
- 3 kudos
