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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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soumitradutta2
by • New Contributor II
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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...

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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
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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...

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Satyasai
New Contributor III
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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
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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
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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...

Screenshot 2025-07-04 at 4.11.32 PM.png
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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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ResearcherPHD
by • New Contributor
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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...

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maycol25
by • New Contributor
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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.

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Advika
Community Manager
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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
  • 426 Views
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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 ...

  • 426 Views
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Anmol_Chauhan
by • New Contributor III
  • 489 Views
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Resolved! External location not accessble with job and general purpose cluster but works fine with serverless

I m setting up a pipeline in databricks.For data source I create an external location and add my pipeline run_as SP as read files and read metadata permission. When i trigger the pipeline with serverless cluster, i m able to read data from external l...

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data access
External Location
Externsl location
Unity Catalog
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balajij8
Esteemed Contributor II
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@Anmol_Chauhan You have few distinct problems across the classic compute - cluster networking during boot and the cluster's compute access mode. Serverless works properly because Databricks manages the control plane routing and networking boundaries ...

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Mohit
by • New Contributor
  • 184 Views
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Path to become a Databricks Trainer

Hello,I am an independent consultant and a trainer in the data space, focused primarily on Databricks. I wanted to understand the path to becoming a Databricks trainer delivering ILT sessions on Databricks Academy or to Databricks partners.It would b...

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data_lover
by • New Contributor III
  • 1108 Views
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Resolved! Excel Add-in Regression - Sign-in opens external browser window instead of embedding in task pane, r

Issue: The Databricks Excel Add-in launches authentication in an external browser window rather than within the Excel task pane. The Unity Catalog does display in the external browser window, but after sign-in, Excel remains stuck spinning/loading in...

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databricks excel add in
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data_lover
New Contributor III
  • 3 kudos

Worked with Databricks support engineers to resolve.  Root cause determined to be that while the Marketplace add-in previously allowed the connection to be made to the workspace URL, it no longer does.  Resolution was to remove the Marketplace add-in...

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Forssen
by • New Contributor II
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Resolved! When is it time to change from ETL in notebooks to whl/py?

Hi!I would like some input/tips from the community regarding when is it time to go from a working solution in notebooks to something more "stable", like whl/py-files?What are the pros/cons with notebooks compared to whl/py?The way i structured things...

  • 3733 Views
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Isi
Honored Contributor III
  • 3 kudos

Hey @Forssen ,My advice:Using .py files and .whl packages is generally more secure and scalable, especially when working in a team. One of the key advantages is that code reviews and version control are much more efficient with .py files, as changes ...

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AnneEst
by • Databricks Partner
  • 1388 Views
  • 4 replies
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Resolved! Changing profile from customer to partner

HelloI was previously registered with a customer profile, and have updated my profile to use my work email which is a partner email, but still I am unable to access the partner academy.I tried different things (incognito window, clearing cookies, etc...

  • 1388 Views
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ThiamLee
Contributor
  • 1 kudos

Yeah, that sounds frustrating. Hopefully support can get the profile linked properly—seems like it should be a pretty straightforward account update.

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thelogicplus
by • Contributor III
  • 362 Views
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Hospino : Hospital Management Software

Have any one intergrated Hospino  We’re exploring an integration between Hospino – Hospital Information System ( #Hospino.com and #Databricks, and I’d love to learn from the community.

  • 362 Views
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masonreed11
Contributor
  • 2 kudos

I couldn’t find a documented Hospino–Databricks integration yet. The key is determining whether Hospino provides an API, database access, or export mechanism; Databricks can then ingest the data through a suitable connector or pipeline.

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