--- title: Azure Data Lake Analytics Reviews meta_title: 'Azure Data Lake Analytics Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 37 reviews by the users' company size, role or industry to find out how Azure Data Lake Analytics works for a business like yours. aggregate_rating: rating_value: 4.2 review_count: 37 scale: '5' date_modified: '2026-08-09' parent_category: name: Big Data url: https://www.g2.com/categories/big-data --- # Azure Data Lake Analytics Reviews **Vendor:** Microsoft **Category:** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics) **Average Rating:** 4.2/5.0 **Total Reviews:** 37 ## About Azure Data Lake Analytics Azure Data Lake Analytics is a distributed, cloud-based data processing architecture offered by Microsoft in the Azure cloud. It is based on YARN, the same as the open-source Hadoop platform. ## Azure Data Lake Analytics Reviews ### 1. The power house of data management **Rating:** 5.0/5.0 stars **Reviewed by:** Sam L. | Mid-Market (51-1000 emp.) **Reviewed Date:** February 04, 2023 **What do you like best about Azure Data Lake Analytics?** Fast and scalable solution for all industries that deal with data processing. **What do you dislike about Azure Data Lake Analytics?** Learning curve and professional services were the only reason why we got up and running quickly **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Process large data transformation jobs using pretty much any language needed. ### 2. Great service to manage your big data needs **Rating:** 4.5/5.0 stars **Reviewed by:** Abhishek C. | Senior Technology Architect, Enterprise (> 1000 emp.) **Reviewed Date:** January 07, 2022 **What do you like best about Azure Data Lake Analytics?** Loved the ability to process massive parallel data transformation and support for multiple processing languages viz. U-SQL, R, Phython etc. **What do you dislike about Azure Data Lake Analytics?** Debugging in a multi cloud distributed environment is bit time consuming, looking forward for more simplified process in future releases **Recommendations to others considering Azure Data Lake Analytics:** Service is secure, easy to setup, build, scale and run out of the box on Azure cloud platform. Parallel processing is great on performance for big data analytics and reporting. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** We are handling cross platform applications and various partners sending bulk data to be analysed and processed and reporting needs to real quick which is solved by this product ### 3. Azure Data Analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.) **Reviewed Date:** August 06, 2020 **What do you like best about Azure Data Lake Analytics?** An easy way to store big data for future analysis. secure and compliant. Consolidating your big data into one place **What do you dislike about Azure Data Lake Analytics?** Requires Platform Expertise and Management **Recommendations to others considering Azure Data Lake Analytics:** Its very scalable and Se curable with manageable services.Suggested to work with huge volumes of data. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Loading huge volume of data from SAP systems to Data lake and Processing the data for further business Solutions. Benefits realized like loading data with required formats and maintaining high security for the confidential data ### 4. Azure Data Lake Analytics more efficient and more fast **Rating:** 4.5/5.0 stars **Reviewed by:** Satish C. | Senior Software Engineer at EPAM Systems, Inc., Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2020 **What do you like best about Azure Data Lake Analytics?** Azure data lake analytics services very useful while processing large amounts of data. Its also giving awesome security with Azure AD. **What do you dislike about Azure Data Lake Analytics?** A little bit confusing to the user who coming from the MSBI background . Many developers turned into azure platform from the other area of technology, They need some kind of easy ness to use this tool. **Recommendations to others considering Azure Data Lake Analytics:** This tool is very fast in analytics and good support to report tools like power BI as I feel, while we integrating with any of other software or service it's authenticating with azure inbuilt active directory service jwt tokens.we can also get azure ad b2c service integration also. if anyone wants to elaborate this like Ready to explore big data analytics? “Big data” is a term for data sets that are so large or complex that traditional data processing application software is inadequate to deal with them. Challenges include capture, storage, analysis, data curation, search, sharing, transfer, visualization, querying. I want to give the update here Blob storage now supports encryption at rest. Another update is Azure Data Lake Analytics is a distributed, cloud-based data processing architecture offered by Microsoft in the Azure cloud. It is based on YARN, the same as the open-source Hadoop platform. It pairs with Azure Data Lake Store, a cloud-based storage platform designed for Big Data analytics. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** To do report visualization analytics are more important, When we dealing with large data, this service is very much helpful. It also working with power BI services for reporting. ### 5. Review on Azure Datalake Analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Manish N. | SSE-Data Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 05, 2020 **What do you like best about Azure Data Lake Analytics?** USQL is very easy to learn and has features of query language as well as programming language. by using ADLA TBs of data can be easily analysed and in very short period of time. Monitoring and alerting is very helpful in ADLA. Gives very good out of the box features. **What do you dislike about Azure Data Lake Analytics?** ADLA can have a web based development IDE also as like Azure data factory. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Analysing huge amount of data in very short period of time. Have to pay only for consumed ADLUs. ### 6. Great tool for data analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Christian U. | Enterprise (> 1000 emp.) **Reviewed Date:** April 19, 2020 **What do you like best about Azure Data Lake Analytics?** Procedure enormous information occupations in seconds with Azure Data Lake Analytics. There is no foundation to stress over on the grounds that there are no servers, virtual machines or bunches to hang tight for, oversee or tune. In a flash scale the handling power, estimated in Azure Data Lake Analytics Units (AU), from one to thousands for each activity. You just compensation for the preparation which you use per work. - Massively versatile, secure information lake usefulness based on Azure Blob Storage - Develop hugely equal projects with straightforwardness - Debug and enhance your huge information programs effortlessly **What do you dislike about Azure Data Lake Analytics?** Low efficiency in managing and monitoring of the data pipeline **Recommendations to others considering Azure Data Lake Analytics:** Azure Data Lake Analytics dynamically scales so you'll concentrate on your business goals. rather than deploying, configuring, and tuning hardware, you write queries to rework your data and help extract valuable insights. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Azure data lake analytics has been able to help us manage and read data within a short period of time thereby making our work easy and efficient. ### 7. Complete Data lake review **Rating:** 5.0/5.0 stars **Reviewed by:** Abhishek Y. | Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** August 28, 2020 **What do you like best about Azure Data Lake Analytics?** Data lake allows to us to connect to various source like power bi,data bricks **What do you dislike about Azure Data Lake Analytics?** We can't download complete folder and there are so many key required to connect to it **Recommendations to others considering Azure Data Lake Analytics:** If you confused how to handle many excels we can you it. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** We can keep our data on much more safer environment ### 8. Best choice for keeping the variety of data in ADL for processing data and create a data warehouse **Rating:** 4.5/5.0 stars **Reviewed by:** Shebin K. | Solutions Architect, Enterprise (> 1000 emp.) **Reviewed Date:** August 03, 2020 **What do you like best about Azure Data Lake Analytics?** The way U-SQL has designed for analytics. Combined form of SQL and C# scripting makes it easy to learn and use **What do you dislike about Azure Data Lake Analytics?** Pricing is slightly higher interns of storage. Blob can do the same with lower price **Recommendations to others considering Azure Data Lake Analytics:** If pricing is not a factor. Best for enterprise level data warehousing **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Data centralisation or data warehousing projects im implementing with the help of ADL and ADLA. ### 9. Very well managed with greater functionality. Smooth as direct access **Rating:** 4.5/5.0 stars **Reviewed by:** Piyush L. | Data Engineer 2, Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2020 **What do you like best about Azure Data Lake Analytics?** On demand analytics. Customer focus, partnership along with future vision **What do you dislike about Azure Data Lake Analytics?** Monitoring support with multiple plugins **Recommendations to others considering Azure Data Lake Analytics:** If you are in Azure stack and wants to use analytics tools with very good support it is best solution and easily compatible with almost all azure services. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** It help me to manage mostly real-time data and process it with easiest methods and pushed to reporting department ### 10. On-demand analytics job which simplifies big data **Rating:** 5.0/5.0 stars **Reviewed by:** Srikanth Y. | Senior Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** August 05, 2020 **What do you like best about Azure Data Lake Analytics?** It integrates with VS, visualise with u-sql and works with all Azure Data Storages **What do you dislike about Azure Data Lake Analytics?** Troubleshooting Scenarios we won't get easily in any platform, finally we have to raise the ticket with Azure Data Lake team **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** It gives good support to power Bi reports coz analytics are very important for visualisation to deal with huge data ### 11. About Azure Data Lake **Rating:** 4.5/5.0 stars **Reviewed by:** Mohamed Z. | Manager HR, Mid-Market (51-1000 emp.) **Reviewed Date:** August 18, 2020 **What do you like best about Azure Data Lake Analytics?** Easy to analyze bulk data without any hiccup **What do you dislike about Azure Data Lake Analytics?** Nothing, for now, will add later if found any **Recommendations to others considering Azure Data Lake Analytics:** Azure is helpful and easy to understand **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Accuracy of the result, Fast, and reliable ### 12. Azure reviews **Rating:** 5.0/5.0 stars **Reviewed by:** GEORGE D. | A&R management, Mid-Market (51-1000 emp.) **Reviewed Date:** March 31, 2020 **What do you like best about Azure Data Lake Analytics?** What I love about azure is a collaboration of servers computer networking and data entry to ensure the usage of cloud for storage and only if needed to store business information it's a great sense of security and assurance of having access to data whenever it's needed **What do you dislike about Azure Data Lake Analytics?** Takes a lot memory but is very helpful in data and cloud storage for networking **Recommendations to others considering Azure Data Lake Analytics:** Great software to get the job done quickly with fast networking protocols **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Alot of solutions solved for storage through cloud picking protocols for marketing access and functioning as needed ### 13. Azure Data Lake Analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Electrical/Electronic Manufacturing | Small-Business (50 or fewer emp.) **Reviewed Date:** July 29, 2020 **What do you like best about Azure Data Lake Analytics?** The File system namespace is the most intriguing and interesting part to me. **What do you dislike about Azure Data Lake Analytics?** I believe the archive tier should have a cheaper option, for example, archive deep-dive sort of thing and the charges should be as per retrieval strategy in a year. Some of us might not need to retrieve the data more than twice a year. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Mainly big data solutions. The throughput and the integration with other services are the most critical benefits designed by Microsoft. ### 14. Databricks is very fast and very easy to use. We can use any programing language. **Rating:** 4.5/5.0 stars **Reviewed by:** Rushik K. | Data Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 04, 2020 **What do you like best about Azure Data Lake Analytics?** Any language we can use in notebooks which is easy for any one. **What do you dislike about Azure Data Lake Analytics?** Nonthing which I can dislike about databricks. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Mostly I am using databricks for migration work. So I am creating pipelines. ### 15. It is good to do your analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Consumer Goods | Mid-Market (51-1000 emp.) **Reviewed Date:** August 05, 2020 **What do you like best about Azure Data Lake Analytics?** automatic scaling the load i need to to take care about the hardware **What do you dislike about Azure Data Lake Analytics?** navigation can be improved the navigation system is old **Recommendations to others considering Azure Data Lake Analytics:** Improve the user navigation system **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** to analytics on the go with managing the hardware manually ### 16. Azure data lake analytics a must have for enterprises. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Accounting | Mid-Market (51-1000 emp.) **Reviewed Date:** August 01, 2020 **What do you like best about Azure Data Lake Analytics?** Scaling up and down is fairly easy. Great for storing large volume of data **What do you dislike about Azure Data Lake Analytics?** Haven't found yet. Would like to explore more. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Storing large volume of data as well as integrating it with power platforms ### 17. Muzammil Review on Azure on Lake Analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Airlines/Aviation | Mid-Market (51-1000 emp.) **Reviewed Date:** April 14, 2020 **What do you like best about Azure Data Lake Analytics?** Data analytics are good and data mining is also okay **What do you dislike about Azure Data Lake Analytics?** Work flow have some limitation and assigning to users is little difficult **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Work flow is little complicated, data analytics is good ### 18. Data Lake Solutions done easy **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** April 09, 2020 **What do you like best about Azure Data Lake Analytics?** Easy implementation features, lot of features are automated. **What do you dislike about Azure Data Lake Analytics?** Learning all functionalities still takes some time, easier if followed online available training or videos **Recommendations to others considering Azure Data Lake Analytics:** Lot of features are automated **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Integrating disparate data ### 19. Azure Data Lake Analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Anuj S. | Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** April 18, 2019 **What do you like best about Azure Data Lake Analytics?** It's a very easy tool to use for data analytics and especially for them who had used Hadoop in the past. We use U-SQL Scripting language that is a mix of SQL and C#. Performing data extraction is a pretty easy task in ADL. **What do you dislike about Azure Data Lake Analytics?** The processing time of the pipeline is more. **Recommendations to others considering Azure Data Lake Analytics:** It's a very good tool for setup. **What problems is Azure Data Lake Analytics solving and how is that benefiting you?** Analysis of the customer reviews of the different products. ## Azure Data Lake Analytics Discussions - [what azure data lake is best at](https://www.g2.com/discussions/31094-what-azure-data-lake-is-best-at) - 1 upvote - [How can assign the Analytic unit (AU) based on amount of data.?](https://www.g2.com/discussions/30528-how-can-assign-the-analytic-unit-au-based-on-amount-of-data) - [Is there any scope further to implement same as the Googles Big Query at least in Gen 3 of Azure? Any though process at-least to step in this way?](https://www.g2.com/discussions/30354-is-there-any-scope-further-to-implement-same-as-the-googles-big-query-at-least-in-gen-3-of-azure-any-though-process-at-least-to-step-in-this-way) - [What are ur suggestions people coming from MSBI side](https://www.g2.com/discussions/30182-what-are-ur-suggestions-people-coming-from-msbi-side) - [Why azure analytics is taking lot of memory with multiple stages of processing with near real-time data process](https://www.g2.com/discussions/30079-why-azure-analytics-is-taking-lot-of-memory-with-multiple-stages-of-processing-with-near-real-time-data-process) - [View Azure Data Lake Analytics pricing details and edition comparison](https://www.g2.com/products/azure-data-lake-analytics/reviews?filters%5Bnps_score%5D%5B%5D=5§ion=pricing&secure%5Bexpires_at%5D=2026-08-12+17%3A45%3A58+-0500&secure%5Bsession_id%5D=dcaa2fb3-5b69-4cc2-87fe-c47373648131&secure%5Btoken%5D=6abeedee934932db151d5c0b10bd6a79fe6ae46754f9ca6c740169b729141c48&format=llm_user) ## Azure Data Lake Analytics Features **Data Transformation** - Real-Time Analytics - Data Querying - Reporting/Analytics - Predictive Analytics - Visual Analytics **Connectivity** - Hadoop Integration - Spark Integration - Multi-Source Analysis - Data Lake - Real-Time Data - Data Capture and Transfer - Trend Analysis - What-if Analysis - Statistical Analysis - Data Blending - Ad hoc Analysis - Third-Party Integrations **Operations** - Data Visualization - Data Workflow - Governed Discovery - Embedded Analytics - Notebooks - Data Discovery **Additional Functionality** - Data Warehousing - Drag & Drop - Activity Dashboard - Data Connectors - Ad hoc Reporting - Customizable Reports - Alerts/Escalation - Templates - Forecasting - Data Migration - Data Transformation - Access Controls/Permissions - API - Data Cleansing - Data Synchronization - AI Copilot - Dashboard Creation - Data Extraction - Data Security - SSL Security - Collaboration Tools - No-Code - High Volume Processing - Database Support - Search/Filter - Generative AI **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs - Real-Time Data - Real-Time Data - Third-Party Integrations - Third-Party Integrations **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications - Mobile Access - Metadata Management ## Top Azure Data Lake Analytics Alternatives - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) - 4.5/5.0 (1,145 reviews) - [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) - 4.3/5.0 (415 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.6/5.0 (714 reviews)