--- title: Azure Databricks Reviews meta\_title: 'Azure Databricks Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 239 reviews by the users' company size, role or industry to find out how Azure Databricks works for a business like yours. aggregate\_rating: rating\_value: 4.5 review\_count: 239 scale: '5' date\_modified: '2026-08-10' parent\_category: name: Big Data url: https://www.g2.com/categories/big-data --- ### Azure Databricks Pros and Cons: Top 5 Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users find Azure Databricks to be **very easy to use and implement** , enhancing their development experience significantly. [(9 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1042715&qs=pros-and-cons#reviews) Users value the **rich feature set** of Azure Databricks, highlighting its excellent integration and support for multiple languages. [(8 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1042693&qs=pros-and-cons#reviews) Users value the **seamless integrations** of Azure Databricks with Azure services, enhancing efficiency and simplifying workflows. [(6 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043321&qs=pros-and-cons#reviews) Users benefit from the **impressive speed** of Azure Databricks for large-scale data processing and implementation. [(5 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043292&qs=pros-and-cons#reviews) Users value the **efficiency of analytics** in Azure Databricks, enabling streamlined data processing and insights generation. [(4 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043157&qs=pros-and-cons#reviews) Users find Azure Databricks' **complexity** challenging, particularly during initial setup and cluster management. [(3 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=2304252&qs=pros-and-cons#reviews) Users find the **difficult setup** of Azure Databricks challenging, making initial configuration a complex process. [(3 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=2304372&qs=pros-and-cons#reviews) Users experience a **steep learning curve** with Azure Databricks, finding it challenging while adapting to its complexity. [(3 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043126&qs=pros-and-cons#reviews) Users experience **slow performance** with Azure Databricks, particularly during cluster startup and parallel processing tasks. [(3 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=2265547&qs=pros-and-cons#reviews) Users often find **unclear pricing** for Azure Databricks, as costs can escalate quickly without proper monitoring. [(3 mentions)](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043605&qs=pros-and-cons#reviews) ### 5 Pros or Advantages of Azure Databricks ##### 1. Ease of Use Users find Azure Databricks to be **very easy to use and implement** , enhancing their development experience significantly. [ See 9 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1042715&qs=pros-and-cons#reviews) See Related User Reviews SA Suraj A. Mid-Market (51-1000 emp.) 5.0/5 "Azure Databricks: Unified, Scalable Data Platform That Boosts Productivity" What do you like about Azure Databricks? What I like best about Azure Databricks is how it simplifies large-scale data processing while still giving flexibility to engineers. From my experien ![Akshat G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshat G.") AG Akshat G. Small-Business (50 or fewer emp.) 4.5/5 "Effortless Data Processing and Seamless Azure Integration" What do you like about Azure Databricks? The platform manages large-scale data processing with impressive smoothness, and its interface becomes quite user-friendly after a short learning curv ##### 2. Features Users value the **rich feature set** of Azure Databricks, highlighting its excellent integration and support for multiple languages. [ See 8 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1042693&qs=pros-and-cons#reviews) See Related User Reviews SA Suraj A. Mid-Market (51-1000 emp.) 5.0/5 "Azure Databricks: Unified, Scalable Data Platform That Boosts Productivity" What do you like about Azure Databricks? What I like best about Azure Databricks is how it simplifies large-scale data processing while still giving flexibility to engineers. From my experien ![Akshat G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshat G.") AG Akshat G. Small-Business (50 or fewer emp.) 4.5/5 "Effortless Data Processing and Seamless Azure Integration" What do you like about Azure Databricks? The platform manages large-scale data processing with impressive smoothness, and its interface becomes quite user-friendly after a short learning curv ##### 3. Integrations Users value the **seamless integrations** of Azure Databricks with Azure services, enhancing efficiency and simplifying workflows. [ See 6 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043321&qs=pros-and-cons#reviews) See Related User Reviews SA Suraj A. Mid-Market (51-1000 emp.) 5.0/5 "Azure Databricks: Unified, Scalable Data Platform That Boosts Productivity" What do you like about Azure Databricks? What I like best about Azure Databricks is how it simplifies large-scale data processing while still giving flexibility to engineers. From my experien ![Akshat G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshat G.") AG Akshat G. Small-Business (50 or fewer emp.) 4.5/5 "Effortless Data Processing and Seamless Azure Integration" What do you like about Azure Databricks? The platform manages large-scale data processing with impressive smoothness, and its interface becomes quite user-friendly after a short learning curv ##### 4. Speed Users benefit from the **impressive speed** of Azure Databricks for large-scale data processing and implementation. [ See 5 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043292&qs=pros-and-cons#reviews) See Related User Reviews SA Suraj A. Mid-Market (51-1000 emp.) 5.0/5 "Azure Databricks: Unified, Scalable Data Platform That Boosts Productivity" What do you like about Azure Databricks? What I like best about Azure Databricks is how it simplifies large-scale data processing while still giving flexibility to engineers. From my experien ![Akshat G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshat G.") AG Akshat G. Small-Business (50 or fewer emp.) 4.5/5 "Effortless Data Processing and Seamless Azure Integration" What do you like about Azure Databricks? The platform manages large-scale data processing with impressive smoothness, and its interface becomes quite user-friendly after a short learning curv ##### 5. Analytics Users value the **efficiency of analytics** in Azure Databricks, enabling streamlined data processing and insights generation. [ See 4 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043157&qs=pros-and-cons#reviews) See Related User Reviews SA Suraj A. Mid-Market (51-1000 emp.) 5.0/5 "Azure Databricks: Unified, Scalable Data Platform That Boosts Productivity" What do you like about Azure Databricks? What I like best about Azure Databricks is how it simplifies large-scale data processing while still giving flexibility to engineers. From my experien ![Akshat G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshat G.") AG Akshat G. Small-Business (50 or fewer emp.) 4.5/5 "Effortless Data Processing and Seamless Azure Integration" What do you like about Azure Databricks? The platform manages large-scale data processing with impressive smoothness, and its interface becomes quite user-friendly after a short learning curv ### 5 Cons or Disadvantages of Azure Databricks ##### 1. Complexity Users find Azure Databricks' **complexity** challenging, particularly during initial setup and cluster management. [ See 3 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=2304252&qs=pros-and-cons#reviews) See Related User Reviews ![Akshat G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshat G.") AG Akshat G. Small-Business (50 or fewer emp.) 4.5/5 "Effortless Data Processing and Seamless Azure Integration" What do you dislike about Azure Databricks? Sometimes, the platform can seem a little complicated for newcomers, and it may take some time for clusters to start up. Managing costs is not always ![Jhcghbv K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jhcghbv K.") JK Jhcghbv K. Mid-Market (51-1000 emp.) 2.5/5 "Impressive Data Transfer, But Room for Improvement" What do you dislike about Azure Databricks? This is the complex setup . Do not optimisation ##### 2. Difficult Setup Users find the **difficult setup** of Azure Databricks challenging, making initial configuration a complex process. [ See 3 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=2304372&qs=pros-and-cons#reviews) See Related User Reviews ![Jhcghbv K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jhcghbv K.") JK Jhcghbv K. Mid-Market (51-1000 emp.) 2.5/5 "Impressive Data Transfer, But Room for Improvement" What do you dislike about Azure Databricks? This is the complex setup . Do not optimisation ![NOOR A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "NOOR A.") NA NOOR A. Enterprise (\> 1000 emp.) 5.0/5 "A Powerful and Reliable Platform for Scalable Data Engineering" What do you dislike about Azure Databricks? Although Azure Databricks is powerful, a few areas could be improved. The initial setup and environment configuration can be slightly complex for new ##### 3. Learning Curve Users experience a **steep learning curve** with Azure Databricks, finding it challenging while adapting to its complexity. [ See 3 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043126&qs=pros-and-cons#reviews) See Related User Reviews ![Akshat G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshat G.") AG Akshat G. Small-Business (50 or fewer emp.) 4.5/5 "Effortless Data Processing and Seamless Azure Integration" What do you dislike about Azure Databricks? Sometimes, the platform can seem a little complicated for newcomers, and it may take some time for clusters to start up. Managing costs is not always ![Lakshmi B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Lakshmi B.") LB Lakshmi B. Enterprise (\> 1000 emp.) 5.0/5 "“Robust cloud-based big data platform for migration and day-to-day analytics”" What do you dislike about Azure Databricks? Cluster start-up times can still be slow for quick tests. Pricing is consumption-based and can become expensive if clusters are left running or poorly ##### 4. Slow Performance Users experience **slow performance** with Azure Databricks, particularly during cluster startup and parallel processing tasks. [ See 3 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=2265547&qs=pros-and-cons#reviews) See Related User Reviews ![NOOR A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "NOOR A.") NA NOOR A. Enterprise (\> 1000 emp.) 5.0/5 "A Powerful and Reliable Platform for Scalable Data Engineering" What do you dislike about Azure Databricks? Although Azure Databricks is powerful, a few areas could be improved. The initial setup and environment configuration can be slightly complex for new ![firesavant f.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "firesavant f.") FF firesavant f. 4.5/5 "Efficient but Needs More Compute Power" What do you dislike about Azure Databricks? I find configuring Azure Databricks and connecting it to Visual Studio Code to be quite challenging. Additionally, I feel that the parallel processing ##### 5. Unclear Pricing Users often find **unclear pricing** for Azure Databricks, as costs can escalate quickly without proper monitoring. [ See 3 mentions ](https://www.g2.com/products/azure-databricks/reviews?filters%5Bsentiment_snippet%5D=1043605&qs=pros-and-cons#reviews) See Related User Reviews ![NOOR A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "NOOR A.") NA NOOR A. Enterprise (\> 1000 emp.) 5.0/5 "A Powerful and Reliable Platform for Scalable Data Engineering" What do you dislike about Azure Databricks? Although Azure Databricks is powerful, a few areas could be improved. The initial setup and environment configuration can be slightly complex for new ![Lakshmi B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Lakshmi B.") LB Lakshmi B. Enterprise (\> 1000 emp.) 5.0/5 "“Robust cloud-based big data platform for migration and day-to-day analytics”" What do you dislike about Azure Databricks? Cluster start-up times can still be slow for quick tests. Pricing is consumption-based and can become expensive if clusters are left running or poorly ## Top-Rated Alternatives [ ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx") Alteryx 4.6/5(893) ](https://www.g2.com/products/alteryx/reviews) [ ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") Snowflake 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews) [ ![Splunk Enterprise](https://images.g2crowd.com/uploads/product/hd_favicon/b92838221b8df42dd6b5bb09c9f8ff55/splunk-enterprise.svg "Splunk Enterprise") Splunk Enterprise 4.3/5(434) ](https://www.g2.com/products/splunk-enterprise/reviews) [ View All Alternatives ](https://www.g2.com/products/azure-databricks/competitors/alternatives) ![Jhcghbv K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jhcghbv K.") JK Jhcghbv K. Teacher Mid-Market (51-1000 emp.) 11/30/2025 "Impressive Data Transfer, But Room for Improvement" 2.5/5 What do you like best about Azure Databricks? Huge data celan transfer. And this is mainly use from banking Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? This is the complex setup . Do not optimisation Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? My huge data clean transfer Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Adnan J.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Adnan J.") AJ Adnan J. BI Engineer Mid-Market (51-1000 emp.) 6/26/2025 "Azure Is amazing" 5/5 What do you like best about Azure Databricks? Its like a one stop shop for everything. Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? Sometimes the use of python with sql gets complicated. Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? I am using 3rd party API's to stage my data into databricks and using that data as a downstream for tableau reporting. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Organic ![Vikram K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Vikram K.") VK Vikram K. Data Engineer Enterprise (\> 1000 emp.) 8/2/2025 "A complete data tool for every requirement and use case" 5/5 What do you like best about Azure Databricks? They are improving the existing features and adding new features for easy integration. Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? Some features are not very intuitive and user friendly live crearting secret scope. Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? Running big clusters for spark becomes very easy instead of on-prem systems. Its serverless services are helpfull in reducing cost for exploratory data analysis. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic AK Aman Kumar K. Software Engineer Enterprise (\> 1000 emp.) 10/26/2024 "Databricks in all you need for any work related to data" 5/5 What do you like best about Azure Databricks? There are lots of things for example: 1. An excellent Data Engineering tool. 2. Support multiple languages like Scala, Python, R and SQL. 3. Support Analytical work as well. 4. We can create and deploy Machine Learning Models. 5. Very fast as build on top on Apache Spark. 6. Multi language support within one Notebook. 7. Compute is extremely faster and cluster options are available like All-Purpose and Job Clusters. 8. Function like cluster pools are very useful. 9. Using it daily and loving it's UI and functinalities. Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? I am using Databricks since 2019, and have no complaint or issues as such. There is one area where more functionality can be added is in FS command (File System). More functionality can give more flexibility to the developers. Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? We are using Databricks for all data related tasks, be it for creation of Data Pipeline for Data Engineering, for Data Analytics to present reports to business user and for machine learning tasks as well. Along with that scheduling jobs and pipelines. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![firesavant f.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "firesavant f.") FF firesavant f. 10/2/2025 "Efficient but Needs More Compute Power" 4.5/5 What do you like best about Azure Databricks? I appreciate how easy it was to start using Azure Databricks online, which made the initial setup straightforward. The ability to create jobs that run on serverless computes has been a huge time-saver, significantly speeding up processing tasks. Running Python files and notebooks efficiently on this platform enhances my productivity. Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? I find configuring Azure Databricks and connecting it to Visual Studio Code to be quite challenging. Additionally, I feel that the parallel processing speed could be improved, as it currently doesn't meet my expectations for efficiency. I also encounter restrictions with the DLT pipeline, as it limits the keywords I can use with SQL, complicating my workflow. Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? I use Databricks for serverless computing, speeding up Python file processing and notebook execution. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Verified User in Consumer Goods](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Consumer Goods") CC Verified User in Consumer Goods Enterprise (\> 1000 emp.) 10/21/2024 "Unified Lakehouse" 4/5 What do you like best about Azure Databricks? Unified data eco system capability for DE and ML Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? Steep learning curve, still evolving on basics Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? Gives you unified lakehouse capability to break down silos in data teams. Being able to create E2E solution in one solution rather than using many solution from seperate companies Review collected by and hosted on G2.com. Show More 5/6/2025 Validated ReviewerSource: Organic ST Shubham T. Data Engineer Enterprise (\> 1000 emp.) 5/15/2024 ""Best data processing and Analytic platform": Azure Databricks review" 5/5 What do you like best about Azure Databricks? About azure Databricks what I like most is,it's ability of providing multiple services for data like data processing,management,analysis. It is extensively used by data engineer for data extract,tranform and load in professional work. It allows user to write basic and advanced transformation logic within notebook. Also clustered is automatically managed by service provider thus user do not need to worry about it. And the GUI and ease of use is simple. High Customer Support. Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? Sometime pricing structure create problem for small business. Starting cluster with high dataset take more time to get started. Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? Databricks helps to handle big data with maximum potential,capacity and with ease ,and it very easy to create connection from databricks to snowflake for data loading. In notebook using pyspark,SQL,python language etc we can create complex transformation logic in databricks,which is very helpful data engineer and data scientist. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite SR Sanjana R. Analyst Enterprise (\> 1000 emp.) 4/7/2024 "Databricks reviews- Best data analytics tool" 5/5 What do you like best about Azure Databricks? It is very easy to use and we do not need to manage the cluster configuration as it is properly automated. It is used by datascientis and data engineer for data transformation and Extract tranform and load (ETL).. I like the Graphical user interfacer and it allow me to use with azure cloud platforms. Also it is less costly then other tools like snowflakes. Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? When we are using it with large dataset then it get costly. And the major thing that I dislike is,more dependency on microsoft azure cloud provider. Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? It is very helful in writing transformation scripts inside notebbok using python or sql language. Data loading to snowflake is very easy through databricks. Large volumes of data processing efficiently might be challenging but using Azure Databricks it become easy to handle big data with ease,as it built on Apache Spark that offers scalable and distributed data processing capabilities. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Samshitha V.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Samshitha V.") SV Samshitha V. Quality Engineering Enabler Mid-Market (51-1000 emp.) 9/28/2024 "My Experience with Azure Databricks as Platform Integration Engineer" 5/5 What do you like best about Azure Databricks? There are many ETL tools , but nothing comes near Databricks. We can have n number of complex transformations that can be done in datbricks notebooks using pyspark and Unity catalog is the best feature. Customer support is very good, had to connect with them for some external integrations like prefect. Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? Costing is more, but if you have proper policies in place as organization and have control over cluster usage then can easily overcome high cost. Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? Many of our application teams needs ETL processing. So Databricks integartion to our platform made their works easy. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Information Technology and Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Information Technology and Services") CI Verified User in Information Technology and Services Enterprise (\> 1000 emp.) 1/8/2025 "My experience is fairly nice" 5/5 What do you like best about Azure Databricks? Its big data processing capablity and multiple language interface in one notebook Review collected by and hosted on G2.com. What do you dislike about Azure Databricks? Workflows monitoring and ui is not mature enough to handle multiple pipeline exceution Review collected by and hosted on G2.com. What problems is Azure Databricks solving and how is that benefiting you? Big data processing and it saves lot of our time and space and boost our descion making capablity Review collected by and hosted on G2.com. 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