--- title: Starburst Reviews meta\_title: 'Starburst Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 106 reviews by the users' company size, role or industry to find out how Starburst works for a business like yours. aggregate\_rating: rating\_value: 4.4 review\_count: 106 scale: '5' date\_modified: '2026-08-27' parent\_category: name: Big Data url: https://www.g2.com/categories/big-data --- # Starburst Reviews & Product Details Visit Website Starburst is the data platform for analytics, applications, and AI, unifying data across clouds and on-premises to accelerate AI innovation. Organizations—from startups to Fortune 500 enterprises in 60+ countries—rely on Starburst for fast data access, seamless collaboration, and enterprise-grade governance on an open hybrid data lakehouse. Wherever data lives, Starburst unlocks its full potential, powering data and AI from development to deployment. By future-proofing data architecture, Starburst helps businesses fuel innovation with AI. Learn more at starburst.ai * * * Product Website Starburst Seller [Starburst](https://www.g2.com/sellers/starburst) Discussions [Starburst Community](https://www.g2.com/products/starburst/discuss) Languages Supported English Solution Type Best-of-Breed Overview by Michele Pilgrim ![Cognizant](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Cognizant") Used by Cognizant and 2 others ##### Featured Companies [ ![Cognizant](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Cognizant") Cognizant](https://www.g2.com/products/cognizant/reviews)[ ![ATG Consulting, a Cognizant Company](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "ATG Consulting, a Cognizant Company") ATG Consulting, a Cognizant Company](https://www.g2.com/products/atg-consulting-a-cognizant-company/reviews)[ ![Tata Consultancy Services](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tata Consultancy Services") Tata Consultancy Services](https://www.g2.com/products/tata-consultancy-services/reviews) Beta Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 4 months [ View More Pricing Information ](https://www.g2.com/products/starburst/pricing) ## Starburst Integrations (16) What do users say about integrations? Verified by Starburst [Show More Integrations](https://www.g2.com/products/starburst/integrations) ![paresh j.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "paresh j.") PJ paresh j. Software Programmer Information Technology and Services Small-Business (50 or fewer emp.) 8/20/2026 "Starburst Galaxy: Reliable, Scalable SQL Queries Across Data Silos" 4/5 What do you like best about Starburst? What I like most is being able to query disparate data silos with standard SQL without having to move the data. This has significantly reduced data duplication and improved time-to-insight for our analytics team. The managed setup in Starburst Galaxy has been reliable for us, is straightforward to monitor, and scales smoothly with our query workloads. Review collected by and hosted on G2.com. What do you dislike about Starburst? Cost tracking and resource consumption can ramp up quickly if cluster sizing and auto-suspension policies aren’t carefully managed, especially during peak query periods. Dynamic scaling is definitely convenient, but I’d like to see more granular, out-of-the-box cost-allocation and budgeting dashboards at the workspace level to make administrative oversight simpler. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? It addresses the challenge of managing fragmented data architecture and the significant maintenance overhead that often comes with traditional data warehouse migrations. How it benefits us: By querying data where it resides, we save valuable engineering time, strengthen data governance through unified access controls, and give our team immediate access to live data across all our storage systems. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite RB Rajiv B. Lead Cloud Infrastructure Specialist Enterprise (\> 1000 emp.) 12/4/2024 "Starburst Enterprise Review" 4/5 What do you like best about Starburst? We originally had our data lake built on a Hive engine. One of the tings we like about Starburst Enterprise is the improvement it provided to our consumers by providing a powerful distributed SQL query engine built on a Trino engine, allowing fast querying across diverse data sources. We also shifted away from an Enterprise Data Lake secured Privacera Ranger to a Data Mesh architecture governed by AWS Lake Formation. From a business and customer support perspective, Starburst were attentive to our technical/business requirements, feature requests, etc. Review collected by and hosted on G2.com. What do you dislike about Starburst? One area of improvement for Starburst is to consider the rollout of GA features after undergoing somewhat further rigorous/comprehensive use case testing. Or alternatively, perhaps be more mindful with the language of GA vs Public Preview vs Private Preview. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? Starburst is providing our consumers a seamless and easy method to; scalable, high-performing, cross-data source federation solutions for many of their use cases. With our analytics community being empowered to continue developing more efficiently and productively, this overall reduces the time to market business impact 1) Cross-data source federation: Allows querying across multiple data sources simultaneously, including databases, data warehouses, and data lakes. 2) High performance: Optimized for fast query execution on large datasets through features like intelligent caching and query optimization. 3) Scalability: Can scale horizontally to handle growing data volumes and concurrent users. Review collected by and hosted on G2.com. Show More 7/15/2026 Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Suryansh S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Suryansh S.") SS Suryansh S. Software Developer (TypeScript & Phaser) Small-Business (50 or fewer emp.) 8/4/2026 "Powerful Data Virtualization Platform for Unified Analytics and AI-Driven Insights" 4.5/5 What do you like best about Starburst? What I like best about Starburst is how it simplifies querying and analyzing data across multiple sources without requiring data movement. The platform's data virtualization capabilities make it easy to access data from different cloud storage systems, databases, and data lakes through a single interface. The UI is intuitive and makes managing queries and datasets straightforward, even for users who are not data engineering experts. Performance has been consistently strong, especially when working with large datasets, and the query optimization features help reduce processing times significantly. Starburst's integrations with major cloud providers and analytics tools make it easy to fit into existing data workflows. I also appreciate the governance and security features, which help maintain control over data access without adding unnecessary complexity. Another major benefit is the cost efficiency gained from avoiding data duplication and reducing the need for complex ETL pipelines. The onboarding experience was smooth, and the documentation and support resources made it easy to get started. Overall, Starburst has improved our ability to access and analyze data quickly while maintaining performance, scalability, and strong governance. Review collected by and hosted on G2.com. What do you dislike about Starburst? One downside of Starburst is that there can be a learning curve when setting up and optimizing more complex data architectures, especially for teams that are new to data virtualization concepts. While the platform offers extensive functionality, some advanced configuration and performance tuning options may require deeper technical knowledge to fully leverage. The AI-powered features are promising, but they are still evolving. In some cases, AI-generated query suggestions or natural language capabilities may require refinement and validation before being used in production workflows. Users with highly specialized data environments may find that the AI assistance does not always fully understand their specific business context or data models. In certain scenarios involving highly complex queries across multiple data sources, troubleshooting performance bottlenecks can take time. The user interface is generally well designed, but some administrative and governance features can feel overwhelming for new users during the initial onboarding phase. Pricing may also be a consideration for smaller organizations with limited data infrastructure needs, as the platform is primarily geared toward enterprise-scale workloads. Although documentation and support resources are helpful, there are occasions where more detailed examples for advanced AI, governance, and optimization use cases would make implementation easier. Overall, these challenges are relatively minor compared to the benefits, but they are worth considering when evaluating the platform. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? Starburst helps solve the challenge of accessing and analyzing data that is spread across multiple systems, cloud platforms, and data lakes without requiring data to be copied or moved. Before using Starburst, working with data from different sources often required complex ETL processes and maintaining multiple data copies, which increased costs and introduced delays. By providing a unified data access layer, Starburst allows us to query data from various sources through a single platform, making analytics faster and more efficient. This has improved productivity by reducing the time spent preparing data and enabling quicker access to insights. The platform's performance optimization capabilities also help accelerate large-scale queries, allowing teams to make data-driven decisions more quickly. Additionally, Starburst improves data governance and security by providing centralized access controls across different data sources. Its integrations with existing analytics and cloud tools have made adoption straightforward, while the AI-assisted features help users discover data and generate queries more efficiently. Overall, Starburst has reduced operational complexity, lowered infrastructure costs, and enabled faster, more reliable analytics across the organization. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Financial Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Financial Services") IF Verified User in Financial Services Small-Business (50 or fewer emp.) 11/15/2025 "Transforming Enterprise Analytics and Enabling AI Through Data Federation" 4/5 What do you like best about Starburst? - True data federation that enables querying and joining data across diverse sources without data movement or duplication. - High-performance distributed SQL engine that delivers fast, secure, and governed access to enterprise data at scale. - Open lakehouse architecture with strong support for Iceberg and cloud-native ecosystems, reducing vendor lock-in and improving flexibility. - Continuous innovation through capabilities like AIDA, Starburst Agents, MCP, and Data Products, positioning the platform well for AI-powered data engineering and analytics. Review collected by and hosted on G2.com. What do you dislike about Starburst? - Connector capabilities can be inconsistent, with some source-specific database features and metadata not fully supported across all connectors. - Troubleshooting complex queries can be challenging, as error messages and diagnostics could provide more actionable insights for faster root cause analysis. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? - Eliminates data silos by federating data across multiple platforms, enabling a single, unified view for analytics without data duplication. - Accelerates time to insight by allowing direct querying and feature engineering across distributed data sources, reducing ETL effort. - Enforces secure, governed data access while meeting data residency and compliance requirements, enabling enterprise-wide data sharing with confidence. - Simplifies enterprise reporting by combining data across cloud, on-premises, and regional environments through a single SQL interface, improving decision-making and operational efficiency. Review collected by and hosted on G2.com. Show More 7/19/2026 Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in Insurance](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Insurance") AI Verified User in Insurance Enterprise (\> 1000 emp.) 7/10/2026 "Federated SQL + Solid API Automation on Managed Elastic Compute" 4.5/5 What do you like best about Starburst? The federated query layer — one SQL surface over S3/Iceberg and Redshift — combined with a solid public API that lets us automate the whole cluster/catalog lifecycle for self-service onboarding, on managed elastic compute we don't have to operate. The AI capabilities are an add-on advantage Review collected by and hosted on G2.com. What do you dislike about Starburst? Currently rough edge is managing catalogs at scale (per-cluster limits and some API latency), but it's easy enough to work around.The pricing runs a little on the higher side, so cost is something we keep an eye on as usage grows Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? We struggled with data siloed across S3/Iceberg and Redshift — requiring copies, ETL, and our own query infrastructure to unify it — but now we can query every source through one SQL layer with compute and connections provisioned programmatically, which has resulted in faster access to data, much less ETL and duplication, and significantly lower operational overhead through managed, elastic clusters. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Christian S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Christian S.") CS Christian S. Generative AI Developer Small-Business (50 or fewer emp.) 7/30/2026 "Fast, No-Migration Data Access Across Databases and Cloud with Stardust" 4/5 What do you like best about Starburst? Connect everything—databases and cloud—faster. They eliminate the need to move data around. You can work with clean data and use natural language by asking simple questions, without any migration. Review collected by and hosted on G2.com. What do you dislike about Starburst? Well, what I didn't like much is that the beginning is a bit difficult, you don't know how to unconnect and use it, not to mention that you need to know SQL-based systems. Since data streaming is very dependent on the network, if a database has a slow connection, the entire Stardust query will be slowed down. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? The main problem this helped me solve was the chaos of fragmented data—when information is spread across different servers and sources like AWS, Google Cloud, local databases, or even Excel. It supports real-time decision-making, boosts my productivity right away, and gives me strong control over my data. 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") AI Verified User in Information Technology and Services Enterprise (\> 1000 emp.) 7/9/2026 "Near Real-Time Streaming Security Data Ingestion and Federated Querying with Starburst" 5/5 What do you like best about Starburst? Starburst solves the challenge of ingesting streaming security data via schema discovery while allowing querying and enrichment from federated catalogs at near real time and allows the collapsing of multiple applications into one product thereby reducing cost. Review collected by and hosted on G2.com. What do you dislike about Starburst? Starbursts own application logging could be more detailed and easier to export for historically lookup and review. When a query fails and you use the advance tab to look into specific Trino errors at run time, there is additional steps to troubleshoot/discover what they suggest as the issue. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? The ever-expanding list of catalogs and vendor integrations creates an environment where we no longer have the burden of ingesting and storing and managing all the company's data but provides it seamlessly for our data analytics and data scientists' use cases. There is less product sprawl, less administrative overhead and simpler cross catalog analytics. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Ljubomir R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ljubomir R.") LR Ljubomir R. Senior Full Stack AI Engineer Small-Business (50 or fewer emp.) 7/17/2026 "Starburst simplifies access to data from multiple sources through a single interface." 5/5 What do you like best about Starburst? What I like most is that Starburst makes it easier to work with data located in different places. Instead of constantly transferring and copying data, it is possible to simply access different sources through a single interface. This way, teams can quickly get the information they need and work more efficiently with large amounts of data. Review collected by and hosted on G2.com. What do you dislike about Starburst? What I like less about Starburst is that it takes a little time for users to get accustomed to all the features of the platform. For new users, it can seem complex at first, especially when dealing with larger amounts of data. I wish there were more simple guides and examples for everyday user scenarios. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? Starburst helps us to combine data from different sources and quickly access useful information. We mostly use it for reporting, data analysis, and making decisions based on up-to-date data. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 inviteAI Translated ![Sudhanshu J.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sudhanshu J.") SJ Sudhanshu J. Senior Product Engineer Mid-Market (51-1000 emp.) 8/17/2026 "Fast, Secure, and Easy Data Querying in a Single Interface" 4/5 What do you like best about Starburst? Querying data easily. Single interface to access the data. Good Security. Fast speed and performance. Easy to use and understand. Good guide overall. Review collected by and hosted on G2.com. What do you dislike about Starburst? Honestly, while the speed is great, setting this thing up is a massive headache. The learning curve is brutally steep if you aren’t already an expert in distributed SQL, and the initial configuration feels way more complicated than it should be. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? Few ways : Zero Data Movement: I don’t have to waste time, bandwidth, or storage space duplicating gigabytes of data just to run an analysis. One Unified Language: I can fetch, join, and analyze data coming from completely different ecosystems using standard SQL, making cross-platform queries feel seamless. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") G Verified User Small-Business (50 or fewer emp.) 8/7/2026 "Unified Data Querying Made Effortless" 4.5/5 What do you like best about Starburst? I love using Starburst because it makes it easy to run SQL queries, investigate issues, validate changes, and quickly gather information without moving data between systems. It's a useful tool for day-to-day development work and troubleshooting. The query editor is especially easy to use, making it simple to investigate issues and find data. Additionally, the initial setup was quite easy, and I had no issues setting it up. Starburst also provides a more unified way to query data across multiple sources. Review collected by and hosted on G2.com. What do you dislike about Starburst? I find the user interface could be simpler, and better onboarding for new users would be beneficial. It would be helpful if the menus were simpler and user actions were easier to find. Interactive walkthroughs for new users would also be a great addition. Review collected by and hosted on G2.com. What problems is Starburst solving and how is that benefiting you? I use Starburst to query and analyze data across different sources, making it easy to run SQL queries, investigate issues, and gather information without moving data. It offers a more unified way to query data across multiple sources. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ## Pricing Insights Averages based on real user reviews. ### Time to Implement 4 months ### Return on Investment 14 months ### Average Discount 11% [ View More Pricing Information ](https://www.g2.com/products/starburst/pricing) Starburst Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_d09f089519d1c3564aba96fb252fc66b/dremio.jpg "Product Avatar Image") Dremio 4.6/5(71) [ Compare Now ](https://www.g2.com/compare/dremio-vs-starburst) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_18f10ac25966c6ac7bf78e59f9b3bd6e/denodo.jpeg "Product Avatar Image") Denodo 4.3/5(47) [ Compare Now ](https://www.g2.com/compare/denodo-vs-starburst) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") Databricks 4.6/5(1,361) [ Compare Now ](https://www.g2.com/compare/databricks-vs-starburst) ##### ##### Starburst Features Database Real-Time Data Collection Data Distribution Data Lake Integrations Spark Integration Platform Machine Scaling Data Preparation Spark Integration Processing Cloud Processing Workload Processing [ View More Features ](https://www.g2.com/products/starburst/features) ## Top-Rated Alternatives [ ![Dremio](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Dremio") Dremio 4.6/5(71) ](https://www.g2.com/products/dremio/reviews) [ ![Databricks](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Databricks") Databricks 4.6/5(1,361) ](https://www.g2.com/products/databricks/reviews) [ ![Snowflake](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Snowflake") Snowflake 4.6/5(765) ](https://www.g2.com/products/snowflake/reviews) [ View All Alternatives ](https://www.g2.com/products/starburst/competitors/alternatives) ##### Categories on G2 [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution)[Big Data Analytics](https://www.g2.com/categories/big-data-analytics)[Data Warehouse](https://www.g2.com/categories/data-warehouse) ##### Explore More [Which low code mobile app builder tools provide the strongest implementation support for large enterprise deployments?](https://www.g2.com/discussions/which-low-code-mobile-app-builder-tools-provide-the-strongest-implementation-support-for-large-enterprise-deployments)[What are the best stock plan administration platforms for ensuring compliance with securities regulations and tax laws before signing a long-term vendor contract?](https://www.g2.com/discussions/what-are-the-best-stock-plan-administration-platforms-for-ensuring-compliance-with-securities-regulations-and-tax-laws-before-signing-a-long-term-vendor-contract)[What inspection management software lets teams capture photos alongside notes so inspection reports actually contain useful documentation rather than just checkboxes?](https://www.g2.com/discussions/what-inspection-management-software-lets-teams-capture-photos-alongside-notes-so-inspection-reports-actually-contain-useful-documentation-rather-than-just-checkboxes) [What are the highest rated home care agency management platforms for multi-location care organisations and networks?](https://www.g2.com/discussions/what-are-the-highest-rated-home-care-agency-management-platforms-for-multi-location-care-organisations-and-networks)[Best digital platform to improve customer journey](https://www.g2.com/discussions/best-digital-platform-to-improve-customer-journey)[Pros and Cons Details](https://www.g2.com/products/starburst/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)