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Start your journey with Databricks by joining discussions on getting started guides, tutorials, and introductory topics. Connect with beginners and experts alike to kickstart your Databricks experience.
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Forum Posts

kartikchoudhary
by • Contributor
  • 932 Views
  • 5 replies
  • 4 kudos

Is the Semantic Layer the Real Challenge With Databricks Genie?

I've been thinking about this while looking at different Genie use cases.It seems like the hardest part of implementing Genie isn't getting users to ask questions in natural language. It's making sure Genie understands what those questions actually m...

  • 932 Views
  • 5 replies
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Latest Reply
ThomasMonie
New Contributor III
  • 4 kudos

 wrote:I've been thinking about this while looking at different Genie use cases.It seems like the hardest part of implementing Genie isn't getting users to ask questions in natural language. It's making sure Genie understands what those questions act...

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ChiranjeeviKudu
by • New Contributor III
  • 927 Views
  • 4 replies
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How Can I Become a Databricks Partner Champion Through Technical Expertise?

Hello Databricks Community,I am actively building my technical expertise in the Databricks ecosystem and would like guidance on the roadmap to becoming a Databricks Partner Champion, with a strong focus on technical skills and hands-on implementation...

  • 927 Views
  • 4 replies
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Latest Reply
ThomasMonie
New Contributor III
  • 4 kudos

@ChiranjeeviKudu wrote:Hello Databricks Community,I am actively building my technical expertise in the Databricks ecosystem and would like guidance on the roadmap to becoming a Databricks Partner Champion, with a strong focus on technical skills and ...

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pradeep_singh
by • Honored Contributor III
  • 206 Views
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Why External Secrets in Unity Catalog Matter

Modern data and AI workloads rarely operate in isolation. Pipelines connect to operational databases. Notebooks call third-party APIs. Agents invoke external tools. Applications use tokens, passwords, certificates, and API keys to reach the systems a...

  • 206 Views
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weerayut
by • New Contributor II
  • 240 Views
  • 1 replies
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Issue Regarding Missing Badge on Profile: DAIS24 Attendee

Dear Databricks Community Team,I am writing to request assistance regarding a badge display issue on my profile.I received an email notification confirming that I earned the DAIS24 Attendee badge for the Data & AI Summit 2024. However, when I check m...

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  • 240 Views
  • 1 replies
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Latest Reply
AdrianLobacz
Databricks Partner
  • 2 kudos

I found an old post saying that it was a mistake and that some people received this email about receiving the badge. There will probably be a solution.Solved: DAIS24 Attendee Badge - Oops - Databricks Community - 71910

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edward_wong
by • Databricks Employee
  • 312 Views
  • 0 replies
  • 1 kudos

Databricks AppQuest - Dev kit !

I pointed Claude Code at the repository to analyze the directory structure. It identified the YAML configuration file as the key starting point, since it lacked the connection details for the database, branches, and other environment-specific setting...

  • 312 Views
  • 0 replies
  • 1 kudos
soumitradutta2
by • New Contributor II
  • 463 Views
  • 3 replies
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LLM API Returning Inconsistent Responses When Using RAG

Hi Everyone,I am Soumitra Dutta,I have an issue with LLM API and Retrieval-Augmented Generation (RAG). Sometimes the same query returns different answers even if the retrieved documents and the prompt are the same.The retrieval results are useful, bu...

  • 463 Views
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Latest Reply
linda_12
New Contributor II
  • 3 kudos

Hi Soumitra,Yes, this is a common issue with RAG systems. Even with the same context and prompt, LLMs can sometimes generate different responses.A few things I would check:Keep temperature low (0–0.2) for more consistent results.Make the prompt clear...

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anushnagesh
by • New Contributor II
  • 257 Views
  • 1 replies
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Tech Companies & Lakeflow Connect

Hello fellow techies,For the past few days I have been doing some R&D wrt Lakeflow connect. I came to the understanding that, Lakeflow Ingestion Pipeline and SQL server connection have a 1:1 mapping. This would mean that as number of servers scales n...

  • 257 Views
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Latest Reply
Satyasai
New Contributor III
  • 0 kudos

Most modern enterprise data platforms favor managed ingestion (Lakeflow Connect) for standard relational databases like SQL Server. The operational complexity of monitoring 50 managed pipelines is significantly lower than maintaining custom CDC code,...

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anushnagesh
by • New Contributor II
  • 821 Views
  • 8 replies
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Databricks Data Ingestion

Hi all,I am currently exploring the data ingestion feature offered by databricks, specifically connecting to a SQL server. I have gone through the UI and configured an ingestion pipeline that connects to one specific server and can read tables into d...

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srini_ve
Contributor
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I completely understand your concern, and I think this is a valid question.If one ingestion pipeline is permanently associated with one ingestion gateway, then from an operational perspective, 20–30 source connections could indeed result in 20–30 ing...

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Rishabh_Tiwari
by • Community Manager
  • 12459 Views
  • 14 replies
  • 36 kudos

Are you part of a Databricks user group in your city/region?

Joining a regional user group is a great way to connect with data and AI professionals near you. These groups bring together practitioners to learn, network, and share real-world experiences — all within your local context. To join a group: Select y...

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  • 12459 Views
  • 14 replies
  • 36 kudos
Latest Reply
guptem
New Contributor II
  • 36 kudos

Hey @Rishabh_Tiwari, hope you're doing amazing!I'm interested in starting a Databricks User Group in Vadoara. I've checked the new User Group platform at usergroups.databricks.com and I don't see an existing chapter for our city.Could you point me to...

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13 More Replies
ResearcherPHD
by • New Contributor
  • 170 Views
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Como funciona la facturación y pago en Databricks?

Hola comunidad,Tengo una duda sobre cómo funciona la facturación en cuentas Pay-As-You-Go y quería saber si a alguien más le ha pasado algo similar.En mi panel de "Usage" veo un consumo acumulado de varios cientos de dólares durante el último año (pr...

  • 170 Views
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maycol25
by • New Contributor
  • 484 Views
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Resolved! Como aprender correctamente en el entorno de DataBricks y aprovecharlo al 100%

Hola a todos, soy ingeneriero en sistemas y deseo aprender a utilizar esta grandiosa herramienta para poder sacarle el mejor provecho posible.

  • 484 Views
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Latest Reply
Advika
Community Manager
  • 0 kudos

Welcome to the Databricks Community, @maycol25! If you’re just getting started with Databricks, a great place to begin is Databricks Customer Academy, where you can explore courses based on the area you’re interested in, such as Data Engineering, Gen...

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amitsharma1707
by • Databricks Partner
  • 443 Views
  • 0 replies
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From Semantic Similarity to Business Authority: Why Genie Ontology and OntoRank Matter

Enterprise AI does not usually fail because the model lacks intelligence.It fails because the model does not understand what the organization means.Consider a simple question:“What is our current exposure to active customer?”Behind this question are ...

  • 443 Views
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