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DPatil
by • Contributor
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Resolved! Has anyone prototyped Databricks Lakebase or deployed it in a production environment?

Has anyone prototyped Databricks Lakebase or deployed it in a production environment? I'd be interested in hearing about your experience, including any lessons learned, performance observations, or challenges you encountered.I’ve spent quite a bit of...

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DPatil
Contributor
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-->Every enterprise runs two database worlds: Postgres/Oracle for transactions, and a Lakehouse for analytics traditionally connected by a fragile CDC pipeline. -->Databricks now runs your transactions AND your analytics on one platform, one governed...

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RohithChippa
by • New Contributor III
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Resolved! Databricks cleanroom functionality and billing

I'm new to Databricks and have been tasked with exploring Databricks Clean Rooms. I'm a bit confused about how billing works for Clean Rooms and their overall functionality. Specifically, I'm curious about the following:Environment Hosting: Are Clean...

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kabeerthockchom
Databricks Employee
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Databricks no longer charges a per-collaborator fee for Clean Rooms as of Jan 2026. The earlier replies in this thread that reference a per-collaborator daily charge are outdated and should not be used for current billing decisions. Lower cost: No mo...

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pj-celebal-tech
by • New Contributor
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Best Practices and Questions for Configuring High QPS AI Search Endpoints in Databricks

Hello Databricks Community,I am exploring the configuration and scaling of high QPS (Queries Per Second) endpoints for Databricks AI Search, as described in the official documentation. I have several questions and would appreciate insights from anyon...

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Brodybenson
New Contributor II
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For high-QPS AI Search endpoints in Databricks, I’d start by separating the problem into latency, throughput, scaling, and cost. Make sure you know your target QPS, acceptable p95/p99 latency, query size, embedding/model latency, and whether traffic ...

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tomodachilifero
by • New Contributor II
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Resolved! How Can I Analyze Gaming Website Traffic and Search Trends with Databricks?

I'm learning Databricks, and I'm interested in using it to analyze data from a gaming website focused on Tomodachi Life ROM .I'd like to understand the best approach for building a simple analytics workflow.Some questions I have are:How can I import ...

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Michael_-jonson
New Contributor II
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For a beginner, I’d keep the Databricks workflow fairly simple: start by importing your CSV or Google Analytics export into a Delta table, then use Databricks SQL or notebooks to explore the data.You can use PySpark for cleaning, transforming, and ag...

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rkhand14_ltm
by • Databricks Partner
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Do you see a future where enterprise MDM platforms like Informatica MDM could be fully replaced ?

Do you see a future where enterprise MDM platforms like Informatica MDM could be fully replaced or reimagined on Databricks? Databricks has evolved far beyond a data engineering platform. With its growing ecosystem of connectors, governance capabilit...

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ShamenParis
Contributor III
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Hi @rkhand14_ltm ,We are moving quickly toward a world where Databricks can handle almost the entire MDM workload natively through a Composable MDM approach.Instead of buying a monolithic, black-box MDM, you can build it right where your data already...

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suryaprayaga
by • Contributor
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Resolved! Video Recordings of Previous Webinars

Hello.There are a lot of webinars and events / meetings that happened in the past. Is there a way where we can get those recordings of events? Surya

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balajij8
Esteemed Contributor II
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Hi Surya, You can access the video recordings for past webinars here

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Akira
by • Databricks Partner
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"PutWithBucketOwnerFullControl" privilege missing for storage configuration

Hi. I've been unable to create workspaces manually for a while now. The error I get is "MALFORMED_REQUEST: Failed storage configuration validation checks: List,Put,PutWithBucketOwnerFullControl,Delete".  The storage configuration is on a bucket that ...

putwithownercontrols_error.trimmed.png
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CJ2
New Contributor II
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Thanks Rahul! I was trying to provision a workspace in a different region than my buckets. That was the issue.

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Wintermute
by • New Contributor III
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Resolved! Labs

Hi, others have asked this before so apologies in advance but I can't seem to find any useful advice on how to access the labs. I have an active Databricks  Academy Labs Subscription (stated as active when logged on) but I seem to only have access to...

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Brahmareddy
Esteemed Contributor II
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Hi @Wintermute, how are you doing today?As per my understanding, I don’t think signing up as a customer instead of a partner is the issue.First, make sure you are using the same email address that is linked to your Labs Subscription. Also, try openin...

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Manjunath2684
by • New Contributor
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comprehensive guide or usecases for data engineering hands-on

Hello members,I have access to my databricks environment and I see it already includes sample data sets (under "samples" database).I find the learning paths are very basic and not any close the real use cases. Are there any advanced hands-on use case...

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Brahmareddy
Esteemed Contributor II
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Hi Manjunath  How are you doing today? I felt the same way starting out, so I know what you mean. The best structured resource is dbdemos.ai, maintained by the Databricks team. It installs full end to end demos into your workspace in one line (pip in...

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pragya17
by • New Contributor III
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ISV Partnership

I have applied for ISV Partnership in databricks . How many days are taken to review the application or revert back from databricks Team.Thanks,Pragya Sharma

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cgambill
by • New Contributor III
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New to the community!

I’m Chris Gambill, founder of Gambill Data in Knoxville, Tennessee. I’ve spent 26 years working across data engineering, architecture, and leadership, primarily in telecom, manufacturing, and finance. Gambill Data recently joined the Databricks Partn...

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suryaprayaga
Contributor
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Welcome to this wonderful group Chris!! While I am a Databricks & Snowflake practitioner myself, I have been constantly learning a lot of things in this group. Looking forward to connecting with you.

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arijitsam
by • New Contributor II
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Hello from a new member!

Hello Databricks CommunityI finally jumped in and set up my profile this week. I wanted to drop a quick note to introduce myself and say hello to the fellow data minds here.I've spent the last 13+ years operating as a Data Architect and Engineer, wit...

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cgambill
New Contributor III
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Hi @arijitsam -Great to meet you! You’ve inspired me to write an introduction post as well. I usually focus on telecom, manufacturing, and financial services, but many of the same patterns hold across industries.My preferred approach is to ingest int...

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pk35
by • New Contributor
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Resolved! How to restore a workspace ( Cancelled) by mistake

Hello Team, I accidentally cancelled a subscription for a workspace and I lost all the notebooks, jobs along with it. How do I get them restored from Databaricks. Storage is on AWS s3 bucket using unity catalog and I still have access to s3 on aws.I ...

  • 845 Views
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Louis_Frolio
Databricks Employee
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Hey @pk35 , I did some digging and here is what I found. However, before we get to recovery, the most important step is pinning down exactly what got cancelled, because there are three possibilities and they have very different outcomes. You cancell...

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Sadunkalhara
by • New Contributor
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Advika
Community Manager
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Hello @Sadunkalhara, Could you please provide a bit more detail about your question regarding the registration code? This will help the community better understand what you're looking for and assist you more effectively.

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suryaprayaga
by • Contributor
  • 607 Views
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Resolved! Building Plug-ins for AI/BI Dashboard

I want to develop some plug-ins in Databricks to allow me build 3D charts and visualisations that I can use code stubs from external sources like ObservableHQ. The visualisations can be written in any framework or language, but I was looking for a wa...

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AmitDECopilot
Contributor II
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My understanding is Databricks AI/BI dashboards are not really built like Grafana where you can install custom visualization plug-ins inside the dashboard itself. So if the requirement is true custom 3D charts using ObservableHQ / Three.js / custom J...

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