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Forum Posts

nayan_wylde
by Esteemed Contributor
  • 1752 Views
  • 1 replies
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Databricks Free Edition: The Announcement from Data + AI Summit 2025

The Data + AI Summit 2025 delivered several groundbreaking announcements, but none were more democratizing than the launch of the new Databricks Free Edition. Announced alongside a massive $100 million investment in training, this new offering provid...

  • 1752 Views
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Latest Reply
Advika
Community Manager
  • 3 kudos

Nicely outlined, @nayan_wylde! 

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NandiniN
by Databricks Employee
  • 33571 Views
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Databricks Community Edition Login - Sign Up/Sign In/Forgot Password

Sign Up Go to https://www.databricks.com/try-databricksFill in the 2 steps box on the right hand side  Note - It is important to select the Personal use section in the above step. Sign In Enter your details here https://accounts.cloud.databricks.com/...

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Latest Reply
siva-Manohar
New Contributor II
  • 2 kudos

Hi,I cannot signup to Community edition. When I try to sign up using this link https://www.databricks.com/try-databricks it first shows this pop up, non of these two options allows me to signup for community edition.  I don't find option 'get started...

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WiliamRosa
by Contributor III
  • 1092 Views
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Resolved! Generating a PostgreSQL Table Schema for ETL in Databricks

In a data migration project, I needed to generate the schema of a PostgreSQL table to use in my ETL process. I’d like to share the code snippet in case someone else needs it one day:from pyspark.sql import SparkSession import json import os from typi...

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  • 1092 Views
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WiliamRosa
Contributor III
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tks so much

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WiliamRosa
by Contributor III
  • 895 Views
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Resolved! Automating Notebook Documentation in Databricks with LLMs

In one of my projects, I needed to generate structured documentation for an entire directory of Databricks notebooks.This solution uses the Databricks Workspace API together with a Serving Endpoint (LLM) to automatically create HTML documentation for...

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WiliamRosa
Contributor III
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Suggestions are always welcome — I hope this helps anyone looking to automate notebook documentation in Databricks.

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BS_THE_ANALYST
by Esteemed Contributor III
  • 505 Views
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Data Security at the level of columns or rows or Data masking

Hi everyone, I'm currently going through the Data Analyst learning path. I've just learned about Dynamic Views and I wanted to share the article on them: https://docs.databricks.com/aws/en/views/dynamic#before-you-begin There are some limitations on ...

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Louis_Frolio
Databricks Employee
  • 7 kudos

@BS_THE_ANALYST  Cool stuff, right!  Have read about Attribute-based Access Control (ABAC) yet? Check it out: https://docs.databricks.com/aws/en/data-governance/unity-catalog/abac/ Let me know what you think. Cheers, Louis.

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ilir_nuredini
by Honored Contributor
  • 1012 Views
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Databricks Asset Bundles with Python!

Databricks Asset Bundles now support Python!If you’re a Python fan, you can define jobs and pipelines in Python (or keep YAML) with DABs. You can create jobs from simple metadata, modify them during deployment with mutators, and convert existing jobs...

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RahulGupta
by New Contributor III
  • 1273 Views
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Lakehouse vs. Lakehouse Federation - Bridging the Next Evolution in Data Platforms

Over the past few years, the Lakehouse architecture has become the gold standard for managing modern data workloads. By combining the low-cost storage of data lakes with the reliability and performance of data warehouses, Lakehouses have redefined ho...

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Community Articles
Databricks Lakehouse DataEngineering LakehouseFederation
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devipriya
by New Contributor III
  • 780 Views
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Understanding Modern Databricks Warehousing for the AI era: A Beginner’s Guide

 IntroductionIn the current Gen AI buzz, most conversations focus on RAG for unstructured documents. But there’s another equally important challenge — making sense of structured data at scale.This is where tools like Databricks Genie step in, enablin...

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  • 780 Views
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DILIPKHANDELWAL
by New Contributor
  • 466 Views
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Apache Spark 4.0 — Big Data Engineering!

The latest Spark 4.0 release delivers powerful enhancements across SQL, Python, streaming, and connectivity — all aimed at making big data workloads more efficient, reliable, and developer-friendly.With Databricks Runtime 17.0, these capabilities are...

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devipriya
by New Contributor III
  • 2793 Views
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Pipelines to Prompts: Getting started with Databricks and AWS

NAVIGATION:Why Data EngineeringThe Role of Data Engineering in GenAIWhat is Databricks? Unifying Data and AI on One PlatformDatabricks on AWS: A Full-Stack Platform for GenAIHands-On ExerciseFuture-Proofing: Why Data + AI Skills Matter Now More Than ...

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  • 2793 Views
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RahulGupta
by New Contributor III
  • 3051 Views
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Understanding Liquid Clustering in Databricks - The Next Evolution in Data Optimisation

In the world of big data, organising data smartly is just as important as collecting it. When working with large datasets in Databricks using Delta Lake, how your data is stored and ordered can greatly impact performance, especially for queries. Trad...

  • 3051 Views
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Latest Reply
Louis_Frolio
Databricks Employee
  • 3 kudos

Great post, Rahul! You’ve nailed the key trade-offs perfectly. The Appeal: LC is “set it and forget it” data management—no more manual OPTIMIZE jobs or performance firefighting. The Reality Check: Single-column clustering works great for high-cardina...

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Charansai
by New Contributor III
  • 1090 Views
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Recommendations for Designing Cluster Policies Across Dev/QA/Prod Environments for DE and DA teams

Hi Community,We are working on implementing Databricks cluster policies across our organization and are seeking advice on best practices to enforce governance, security, and cost control across different environments.We have two main teams using Data...

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Charansai
New Contributor III
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I just want to confirm one more thing here is that me as admin managing the cluster creation and no user will have access to create them me know how the cluster policies help me in this perspective.

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RiyazAliM
by Honored Contributor
  • 2875 Views
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The Open Source DLT Meta Framework

DLT Meta is an open-source framework developed by Databricks Labs that enables the automation of bronze and silver data pipelines through metadata configuration rather than manual code development.At its core, the framework uses a Dataflowspec - a JS...

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sridharplv
Valued Contributor II
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Great Article Riyaz. keep Sharing more knowledge

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Nidhi_Patni
by New Contributor III
  • 2008 Views
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How We Built Robust Data Governance at Scale

In today's data-driven world, trust is currency—and that trust starts with quality data governed by strong principles. For one of our client, where we're on a mission to build intelligent enterprises with AI, data isn't just an asset—it's a responsib...

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  • 2008 Views
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Dr-Sylvester
New Contributor III
  • 5 kudos

Great Article  @Nidhi_Patni 

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