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Upcoming Community BrickTalk | Zerobus Ingest & CDC Workflows

Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, November 5! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and ...

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2 weeks ago
✈️ 9 Cities, 1 Epic November: The Data + AI World Tour is Here!

NOVEMBER · THE TOUR IS ON THE MOVE Nine stops. Three regions.One epic November. THIS MONTH'S ROUTE Munich → Atlanta → Amsterdam → London → Toronto → Los Angeles (Anaheim) → New York City → Milan → Tokyo A free, one-day event on how organizations...

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a week ago
DATA + AI LIVE | Context Is Just the Beginning: Meet your data smart AI coworker

DATA + AI LIVE Time: AMER Nov 11 / 9 AM PT / 12 PM ET APAC Nov 12 / 9:30 AM IST / 12 PM SGT / 1 PM JST-KST / 3 PM AEDT EMEA Nov 17 / 9 AM GMT / 10 AM CET Register for the Workshop Note: Marking RSVP on this Community event does not register you fo...

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2 weeks ago
DATA + AI World Tour 2026

REGISTRATION IS NOW OPEN The Data + AI World Tour is heading your way A free, one-day event on how organizations are building AI they can trust to deliver real outcomes - by grounding models in their own enterprise data and business context. THE...

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09-01-2026
AI/BI + Genie Launchpad (Nov 3-5) | Free Hands-On Training

Free · Hands-on · Instructor-led AI/BI + Genie Launchpad From dashboards your team can trust to answers in plain language with Genie. A three-day arc of live, hands-on sessions, each built for a different role. Join only the day or days that fit you...

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2 weeks ago
Solution Accelerator Series | Responsible Gaming

Responsible gaming initiatives are becoming increasingly important as regulation, gameplay experiences and the betting and gaming industry continue to expand. The Responsible Gaming Solution Accelerator, developed in partnership with AWS, shows how t...

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2 weeks ago
🌟 Community Pulse: Your Community Roundup! September 14 – October 11, 2026

Recap • September 14 – October 11 Community Pulse Four weeks of articles, learning content, and conversations – the highlights, all in one read. Community Stars   The members who showed up and made a real difference : @ivanvyd @data_pulse @Tho...

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3 weeks ago

Community Activity

FuuguPrijs
by > • Visitor
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Fuugu Power Foamer: Houd je toilet fris en verzorgd met minder moeite

Fuugu Power Foamer maakt toiletreiniging eenvoudiger dankzij de krachtige schuimende werking en handige afzonderlijke zakjes. Het helpt vuilringen, kalkaanslag en dagelijkse vlekken los te maken, zodat je met minder moeite kunt genieten van een schoo...

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gokkul
by > • Databricks Partner
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How to access a delta table in UC from lakebase postgres ?

Hi DB Community ,Is there any way to access/write to delta table in UC from lakebase postgres ? There's a way using "Sync Table" - but it is recommended only to read data from Sync Table . Databricks recommends against writing to sync table . Or else...

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Latest Reply
AbhilashNagilla
Databricks Employee
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For the Postgres-to-Delta direction, Lakebase Change Data Feed captures every insert, update, and delete on a Lakebase Postgres table and appends each change to a Unity Catalog managed Delta table named lb_<table_name>_history, flushed about every 15...

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4 More Replies
skarpeck
by > • Databricks Partner
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Lakebase not accessible in Private Network

We have a VNET Injected workspace in Azure. There are multiple SQL Warehouse which are easily accessible from Private Network - both directly from VM and via VPN on client's machine. We deployed Lakebase. Inside the Workspace, connectivity is working...

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Latest Reply
AbhilashNagilla
Databricks Employee
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If your Lakebase connection string uses a regional host (*.database.<region>.azuredatabricks.net), Postgres clients connecting from outside the workspace need inbound Private Link for performance-intensive services on port 5432 alongside the workspac...

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kapil_dua
by > • Databricks Partner
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Data Ingestion Lakeflow UI Bug - Does not allow to create streaming table with BINARY data type

Data Ingestion (Lakeflow) Feature Bug:While creating Data Ingestion streaming table for ingesting pdf files, so that it can store into Binary format, it doesn't allow to select for BINARY data type for a column like (content), but it chose default da...

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Latest Reply
AbhilashNagilla
Databricks Employee
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Reading the PDFs with the binaryFile format returns a fixed schema (path, modificationTime, length, content) with content already typed as BINARY, so there's no column type to set (binary file data source, read_files). You can run this in the SQL edi...

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Ignacio_Soler
by > • Visitor
  • 54 Views
  • 1 replies
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Private network gateway (ALL_TRAFFIC): serverless can't reach on-prem by raw IPv4, only by hostname

Hi all,We're testing the private network gateway (Beta) on Azure Databricks so that serverless compute egresses through a subnet in our VNet and reaches on-prem resources (through a hub firewall + ExpressRoute/VPN) from a predictable IP range.Setup- ...

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Latest Reply
sumitPanda
Databricks Partner
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Your tests show that DNS64/NAT64-addressed connections use the gateway, while a raw IPv4 connection can use Databricks’ default egress. That behavior is not described as an exception in the current docs. They say ALL_TRAFFIC routes all outbound traff...

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nrajkumarf3
by > • Visitor
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  • 1 replies
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Cluster Creation Failed

Hi Everyone, I am encountering an issue with Databricks cluster creation and would appreciate your support in resolving it.During cluster launch, the creation fails with the following network health check error:Error Details:  - Error Code: X_NHC_CON...

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Latest Reply
ThomazNeto
Databricks Partner
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Hi,Both checks timing out, the control plane (centralindia.azuredatabricks.net) and www.databricks.com, usually means the cluster subnets have no outbound path at all, not a problem with one specific endpoint. The error codes doc says the same: when ...

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data_pulse
by > • Contributor
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Unity AI Gateway Observability: Models, MCP Tools, and Coding Agents

Databricks Unity AI Gateway provides a unified way to monitor and understand AI activity through its built-in Workspace AI Gateway Usage Analytics dashboard and the underlying system.ai_gateway.usage system table.Some useful capabilities include:Mode...

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Latest Reply
data_pulse
Contributor
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@jimcarre system.ai_gateway.usage provides quite useful coding-agent session metadata, including the agent name/version, session ID, model, token consumption, latency and request status etc.For eg, in my OpenCode validation, I could correlate all suc...

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TulioSouza
by > • Visitor
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Partner Champion nomination – no Champions or PSA at my company (LATAM)

Hi Databricks team,I'm a Senior Data Engineer at DB, a Databricks partner in Brazil, and I'd like to be nominated for the Partner Champion Program (Solutions Architect track). Our company doesn't have any Partner Champions yet and we're not aligned w...

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Pratikmsbsvm
by > • Contributor
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Data Migration from SAP S/4HANA to Databricks

May someone please help me designing the Migration of SAP S/4 HANA to Databricks. How to design this. what all we need to consider as LLD.1. How Data needs to be extracted and by which tool ? near–real-time replication is required2. Each layer for Da...

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Latest Reply
dima
New Contributor
  • 3 kudos

@Pratikmsbsvm I will try to be brief but accurate.1. Getting data out of SAPYou need a properly supported connector/extraction method. You can start researching Fivetran, SNP Glue and alike. What you need to understand is that this can be expensive, ...

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Brahmareddy
by > • Esteemed Contributor II
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AI Agents Should Not Start Every Conversation From Zero

Databricks Agent Memory brings an interesting new direction to building AI agents that can learn from past interactions.Recently, Databricks introduced Agent Memory, and I think this is an interesting step toward making AI agents more useful in every...

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Latest Reply
DoTA
Honored Contributor
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Worth knowing before anyone builds on it: the docs now mark the earlier managed memory store as deprecated and point new agents at the newer agent memory plus agent sessions, which Databricks runs on Lakebase for you. The self-managed Lakebase route ...

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Phani1
by > • Databricks MVP
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Resolved! Databricks Cost Estimation Template

Hi Databricks Team, Is there a standard Databricks cost estimation template(xl), sizing calculator, or TCO tool that allows us to provide the following inputs and derive an approximate monthly and annual platform cost:Source systems and their types (...

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Latest Reply
robert7878
New Contributor
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A standardized cost estimation template would be extremely useful for projects of this scale. Combining workload frequency, execution time, data volume, concurrency, and environment requirements into one model would make monthly and annual cost proje...

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MonikaGarg
by > • Visitor
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Workspaces Prefetch error: 500

I registered for Databricks Free Edition using Google authentication. Google login succeeds and I can see my account name. However, when I select my account to enter the workspace, I receive a "Workspaces Prefetch error: 500". This also happens in an...

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Latest Reply
balajij8
Esteemed Contributor II
  • 0 kudos

Multiple users reported this issue. The issue here is likely a temporary service degradation that broke the sign in flow for few workspaces hosted in the US region. The login page works and initial authentication (Google login or OTP) succeeds, but t...

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1 More Replies
xavi-albert
by > • Visitor
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"account users" system group has the Account admin role. Can it be removed, and how do we get a per-

We manage Databricks on AWS with Terraform (databricks provider 1.x), using one Unity Catalog metastore shared by several workspaces. Each customer gets its own workspace, an ISOLATED catalog, an ISOLATED storage credential, and an ISOLATED external ...

  • 78 Views
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shiv5
by > • Visitor
  • 67 Views
  • 0 replies
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Databricks Free Edition – AI Playground Empty and system.ai Schema Does Not Exist

Hello Databricks Team,I recently created a new Databricks Free Edition account using my Google account and also completed LinkedIn identity verification.I am learning Generative AI and prompt engineering, but I cannot access any foundation models in ...

shiv5_0-1793722606481.png shiv5_1-1793722619692.png shiv5_2-1793722627462.png
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NaniOnyx07
by > • Visitor
  • 61 Views
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REQUEST ESCALATION: free resolution needed (purge soft-deleted tables OR raise quota)

My request — ONE of these two free resolutions is enough:Server-side purge of ~438 soft-deleted test tables in the UNDROP recovery window on metastore fd1c7b60-c241-495d-93f6-7c95d07f3b26 (all are unnecessary test artifacts, all owned by nani.onyx07@...

  • 61 Views
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Assume, don't inherit. Putting Databricks RBAC to work.

Access problems in Databricks are rarely about missing permissions. More often they are about people carrying every permission they have ever been given into every session. Someone gets added to a fin...

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