1. [Home](https://www.g2.com/) 2. ... 3. [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) 4. [Databricks Discussions](https://www.g2.com/products/databricks/discuss) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") ![Reward for good Databricks reviews](https://images.g2crowd.com/uploads/report_medal_translation/image/38891/medal.svg "Reward for good Databricks reviews") ](/products/databricks/reviews) [ Databricks ](/products/databricks/reviews) (1,391)4.6/5 Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and 70% of the Fortune 500 — rely on the Databricks Data + AI Platform to build and scale data and AI apps, analytics, and agents. Headquartered in San Francisco with 30+ offices around the globe, Databricks offers a unified platform that includes Genie, Lakebase, Agent Bricks, Lakeflow, Lakehouse, and Unity Catalog. Founded in 2013 by the original creators of Apache Spark™, Delta Lake, MLflow and Unity Catalog, Databricks is built on an open lakehouse architecture that brings data, analytics and AI together. The platform is used by data engineers, data scientists, analysts, developers, machine learning teams, AI teams and business users to collaborate across the full data and AI lifecycle. Key Databricks capabilities include: - Data engineering: Build, automate and manage reliable batch, streaming and real-time data pipelines. - Analytics and business intelligence: Run SQL analytics, create dashboards and enable business teams to explore data. - Data governance: Discover, secure and manage data and AI assets across teams, clouds and workloads. - Machine learning and AI: Develop models, build generative AI applications and create production-grade AI agents. - Data applications: Build and deploy data-driven applications using governed enterprise data. Available across AWS, Azure and Google Cloud, Databricks helps organizations work across clouds, reduce data silos and simplify collaboration across teams and tools. Customers use Databricks for use cases such as customer personalization, fraud detection, predictive maintenance, real-time analytics, cybersecurity, healthcare research, financial risk management, supply chain optimization and AI-powered decision-making. Databricks is used across industries including financial services, healthcare and life sciences, retail, manufacturing, energy and the public sector. Organizations use the platform to modernize data infrastructure, accelerate AI adoption and turn enterprise data into business value. Show More * * * ### 203 Discussions ### 210 Participants ### 77.0 Nps Score Already have Databricks? ### All Databricks Discussions Search Most CommentedMost HelpfulCommon QuestionsNewest All DiscussionsDiscussions with CommentsCommon QuestionsDiscussions without Comments FilterFilter Filter byExpand/Collapse Sort by Most Commented Most Helpful Common Questions Newest Filter by All Discussions Discussions with Comments Common Questions Discussions without Comments ![Pinned by G2 as a common question](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pinned by G2 as a common question") G2 Pinned by G2 as a common question • over 4 years ago More Options - [ # What is Lakehouse in Databricks? ](/discussions/what-is-lakehouse-in-databricks) What is Lakehouse in Databricks? [ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software)[ ETL Tools ](https://www.g2.com/tags/etl-tools)[ Big Data Processing And Distribution Systems ](https://www.g2.com/tags/big-data-processing-and-distribution-systems)[ Big Data Analytics Software ](https://www.g2.com/tags/big-data-analytics-software) [ Data Warehouse Software ](https://www.g2.com/tags/data-warehouse-software)[ Data Science and Machine Learning Platforms ](https://www.g2.com/tags/data-science-and-machine-learning-platforms)[ DataOps Platforms ](https://www.g2.com/tags/dataops-platforms) Show More * * * (true)\<0\>0\>Upvotes (false) * * * 4 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.&title=Databricks+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=Databricks+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=Databricks+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss%0aAsk+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.) 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[ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software)[ ETL Tools ](https://www.g2.com/tags/etl-tools)[ Big Data Processing And Distribution Systems ](https://www.g2.com/tags/big-data-processing-and-distribution-systems)[ Big Data Analytics Software ](https://www.g2.com/tags/big-data-analytics-software) [ Data Warehouse Software ](https://www.g2.com/tags/data-warehouse-software)[ Data Science and Machine Learning Platforms ](https://www.g2.com/tags/data-science-and-machine-learning-platforms)[ DataOps Platforms ](https://www.g2.com/tags/dataops-platforms) Show More * * * (true)\<0\>0\>Upvotes (false) * * * 4 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.&title=Databricks+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=Databricks+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=Databricks+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss%0aAsk+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.) 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[ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software)[ ETL Tools ](https://www.g2.com/tags/etl-tools)[ Big Data Processing And Distribution Systems ](https://www.g2.com/tags/big-data-processing-and-distribution-systems)[ Big Data Analytics Software ](https://www.g2.com/tags/big-data-analytics-software) [ Data Warehouse Software ](https://www.g2.com/tags/data-warehouse-software)[ Data Science and Machine Learning Platforms ](https://www.g2.com/tags/data-science-and-machine-learning-platforms)[ DataOps Platforms ](https://www.g2.com/tags/dataops-platforms) Show More * * * (true)\<0\>0\>Upvotes (false) * * * 4 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.&title=Databricks+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=Databricks+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=Databricks+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss%0aAsk+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.) 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[![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=Databricks+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss%0aAsk+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") DC Loading... [Diya C.](https://www.g2.com/users/97f8a9c9-4f21-440e-a4f7-d762e9d2e8f6 "Diya C.") • about 14 hours ago Data Analyst at Mindflaws Academy Data Analyst at Mindflaws Academy More Options - [ # How does Databricks AI accelerate SQL development while ensuring accuracy? ](/discussions/how-does-databricks-ai-accelerate-sql-development-while-ensuring-accuracy) I have been using Databricks AI recently, and I've found it to be incredibly useful for speeding up SQL development and exploring unfamiliar datasets. It offers query suggestions, explains code, and helps identify potential errors, which significantly enhances daily analysis efficiency. However,... 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[![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=Databricks+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fdatabricks%2Fdiscuss%0aAsk+Databricks+questions+and+get+answers+from+expert+users+in+our+Databricks+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") PF Loading... [Peter F.](https://www.g2.com/users/3d448399-988a-4b0d-819e-b1dd0353ea9c "Peter F.") • about 15 hours ago Data Engineer at PolesMagic Data Engineer at PolesMagic More Options - [ # How can I improve null value handling in my AI-generated code? ](/discussions/how-can-i-improve-null-value-handling-in-my-ai-generated-code) I have been using Databricks AI assistance to help speed up my coding and data transformations, but I've noticed that its suggestions require careful review. Recently, I encountered a situation where the generated code did not properly handle null values, which resulted in unexpected outcomes... 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[Darshayita T.](https://www.g2.com/users/c1ea1ec7-ef85-46bc-9e3a-81cbc7970d61 "Darshayita T.") • 2 months ago Posted by DatabricksMarketing Executive Marketing Executive Posted by Databricks More Options - [ # Is Databricks worth it for data engineers managing big data processing? ](/discussions/is-databricks-worth-it-for-data-engineers-managing-big-data-processing) A question for data engineers who are responsible for building and maintaining production ETL pipelines, managing data quality across large datasets, and keeping... 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