As part of the transition to our new User Groups platform, we’ve updated the community navigation to simplify how you access local events and learning experiences across the Community. If you missed the new User Group platform launch announcement, y...
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Tuesday
We are back with instructor-led Databricks Learning Festivals for APAC & EMEA! Both Udemy and LinkedIn recognized Databricks as one of the top fastest growing skills for 2026 — Udemy's The 100 Fastest-Growing Global Skills for 2026 and LinkedIn's T...
- 302 Views
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Tuesday
June 15–18, 2026 Register Now! Join thousands of data analytics and AI professionals at Data+ AI Summit 2026, the world’s largest conference for data, analytics and AI in San Francisco and virtually. Don’t miss early-bird pricing! Early-bird discoun...
- 830 Views
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2 weeks ago
OverviewTo enhance security and reliability, Databricks is updating the trusted TLS Certificate Authorities (CAs) that issue certificates for our public-facing websites and API endpoints. This change ensures continued compliance with industry best pr...
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01-30-2026
Our new Claims Management Automation Solution Accelerator helps insurance teams streamline and modernize their claims workflows. This accelerator comes with pre-built code, sample data and step-by-step instructions packaged in a Databricks notebook, ...
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Tuesday
Our Champion program has always recognized customers who go above and beyond to engage, support others, and uplift the Community. At the same time, we’re fortunate to have incredible contributors within our Bricksters team whose efforts shine just as...
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a month ago
The week was packed with wisdom! 易From deep-dive blogs to clever hacks, the Community delivered insights that inspired action. Highlights that lit up the week: Star Contributors A huge shoutout to the members driving conversations and spa...
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Tuesday
Community Activity
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Best Approaches to Build a Data‑Driven Fleet Management System on Databricks?
Hi everyone,I’m planning a project to build a fleet management analytics platform using Databricks and I’d love some community guidance. The goal is to ingest vehicle telematics, GPS data, maintenance logs, and fuel consumption into a unified Lakehou...
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Latest Reply
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Hi James, This is a solid use case for the Lakehouse. Here's how I'd approach it based on patterns we use at Databricks. Real-time vs batch ingestion Batch (main path): Lakeflow Spark Declarative Pipelines (formerly Delta Live Tables / DLT) is a st...
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- 78 Views
- 2 replies
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Streamlit alternative
Hi all,I have a simple app that contains an editable grid and displays some graphs. The Streamlit app is slow, and end users need a faster solution. We are using sql warehouse (serverless)The app will show data of the existing delta tables and user w...
- 78 Views
- 2 replies
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Latest Reply
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I have had good results using Dash for apps that need charts and interactive UIs. It’s a solid option if you’re moving beyond Streamlit. Why Dash works well for your use case: Charts: Plotly (built into Dash) gives you interactive charts and good ...
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- 35 Views
- 2 replies
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How to delete and "Account Level" Storage Credential ? (... I think)
This is not a production platform, but I'd like to know the answer. I suspect I have done something stupid.Using Account APIs, I created a Storage Credential.Q1: I cannot see this in a workspace, and I do not know how to see it in the account console...
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- 2 replies
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Latest Reply
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Hi @ThePussCat - You didn’t do anything stupid. In Unity Catalog, a storage credential is always scoped to a metastore, not to a single workspace. It lives under the account/metastore, and can then be used from any workspace that is attached to that...
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- 70 Views
- 1 replies
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Failed to fetch tables for the space when using Genie MCP via Model Serving
Hello everyone,I'm experiencing a specific permissions issue when using an AI agent that queries a Genie space via MCP (Model Context Protocol) within a Model Serving endpoint.I developed an AI agent to query a Genie space to retrieve retail sales da...
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- 1 replies
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Latest Reply
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Hi @ilaria, When you call a Genie space via MCP from a Model Serving endpoint, the queries against the table you have mentioned (fashion_retail.ppl_schema.silver_transactions) don’t run as you (the workspace user who owns the catalog/schema/space), b...
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- 118 Views
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Databrick unity catalog REST API documentation link and lineage retention period
Hi Team,Hope you guys are doing well. Question 1:I am using this Databrick unity catalog rest api endpoint api/2.0/lineage-tracking/table-lineage?table_name=schemaname.catalogname.tablename&include_entity_lineage=true for getting lineage . Is this of...
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Latest Reply
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Hi @sukhendu2017 Here’s how things stand today... 1. Is /api/2.0/lineage-tracking/table-lineage officially supported? No. The endpoint /api/2.0/lineage-tracking/table-lineage (including parameters like include_entity_lineage and start_timestamp) is a...
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- 50 Views
- 1 replies
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Turn off data export functionality
Is there a current way to limit data exporting. Meaning not allowing users export data from a db objects to csv, excel, or copying results to clipboard. I see that currently exporting/downloading data can be done at workspace level, but I am proposin...
- 50 Views
- 1 replies
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Latest Reply
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Hi @bigdatabase, As of today, Databricks lets you control downloading notebook results only at the workspace level. As you pointed out, a workspace admin can disable downloading results from the notebook for all users in that workspace. However, ther...
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- 302 Views
- 2 replies
- 3 kudos
Databricks Learning Festival (Instructor-Led): APAC & EMEA
We are back with instructor-led Databricks Learning Festivals for APAC & EMEA! Both Udemy and LinkedIn recognized Databricks as one of the top fastest growing skills for 2026 — Udemy's The 100 Fastest-Growing Global Skills for 2026 and LinkedIn's T...
- 302 Views
- 2 replies
- 3 kudos
Latest Reply
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Thanks for organizing the Databricks Learning Festival! These instructor-led sessions look very valuable for the community.Just a quick question — will participants also receive a $100 certification voucher (similar to previous learning festivals) th...
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Move out of ADF now
I think it is time to move out of ADF now. If databricks is your main platform, you can go to Databricks Lakeflow Jobs or to Fabric ADF. Obviously first choice makes more sense, especially if you orchestrate databricks and don't want to spend unneces...
- 11 Views
- 0 replies
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- 48 Views
- 7 replies
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Aggregated task time not accounted for in executions
The following serverless query has an aggregated task time of 1.94h, but each of the two executions runs in an aggregated time of just a few minutes.How is one supposed to make sense of that?
- 48 Views
- 7 replies
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Latest Reply
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@Ashwin_DSA there's no such metrics available here:Also interesting is that the other execution just has 0's for every single value. No time spent, 0 for everything.I might be able to get more detailed information if writing first to a staging table,...
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- 56 Views
- 1 replies
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Share dashboard with external customers
I’m new to Databricks and still exploring the platform. One of our requirements is to share a Databricks dashboard with multiple external customers (for example, Customer 1 and Customer 2).The key requirement is data isolation:When a user from Custom...
- 56 Views
- 1 replies
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Latest Reply
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So just to clarify here, you want to control what the users can see but you don’t know who the users are? how do you know if a user is coming from customer1 or customer2 in this case? Would you rely on the domains?users need to be added in UC to see ...
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- 73 Views
- 1 replies
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Partner Recertification
Hi,I have a question regarding the Partner Recertification program.What are the requirements to be eligible for a voucher to renew a certification, aside from being a Databricks partner and already holding the certification?Are there any specific dea...
- 73 Views
- 1 replies
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Latest Reply
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Hello @maty21 , Please reach out to the Partner team or check the Partner portal for more details. Please note that we cannot provide support via community. Thanks & Regards,@cert-ops
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- 5123 Views
- 6 replies
- 3 kudos
Resolved! How to create Storage Credential using Service Principal [Azure]
As the document indicates, An Azure Databricks access connector is a first-party Azure resource that lets you connect managed identities to an Azure Databricks account. You must have the Contributor role or higher on the access connector resource in ...
- 5123 Views
- 6 replies
- 3 kudos
Latest Reply
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Late reply.The databricks managed Access Connector is used by Databricks to manage its own "managed storage account" ( the one with the randomized characters in the name), which is used "for its own business", when spinning up and managing compute cl...
- 3 kudos
- 31 Views
- 0 replies
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Databricks Community Fellows February 2026 Recap - Living the Values, Rising Stars!
Databricks Community Fellows February 2026 Recap The Databricks Community Fellows are internal Brickster experts who volunteer their time to help customers succeed by answering questions in the Databricks Community forums. This month: 92 customer que...
- 31 Views
- 0 replies
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- 35 Views
- 1 replies
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Certificate Not Received for Databricks Data Engineer Associate Even After 3 Days
Hello,I appeared for the Databricks Data Engineer Associate exam on March 03, 2026.I have not received the certificate yet, even though I have received a confirmation of passing the exam on email with section wise scores.I tried retrieving the certif...
- 35 Views
- 1 replies
- 0 kudos
Latest Reply
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Hello @saptarshi ,Thank you for filing a ticket with our support team, Support team will respond shortly. Please note that we cannot provide support via community. Thanks & Regards,@cert-ops
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- 41 Views
- 0 replies
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Model Serving Endpoints Scaling From Zero Forever
Hello,When deploying agents via a Serving Endpoint with "Scale To Zero" enabled, we are encountering that at seemingly random times, when we hit the endpoint to wake it up, it will begin to "Scale From Zero", but will never become fully available. Th...
- 41 Views
- 0 replies
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Spark Declarative Pipelines “How-To” Series. Part 1: How to Save Results Into A Table
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Schema-Free Data Ingestion with Zerobus and Variant Type
Zerobus Ingest now supports Databricks Variant type via REST API (Beta), enabling schema-free JSON ingestion. No more schema definitions, no more ETL headaches—just send your data and query it. The Sc...
