--- title: Starburst Reviews meta\_title: 'Starburst Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 104 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: 104 scale: '5' date\_modified: '2026-08-11' parent\_category: name: Big Data url: https://www.g2.com/categories/big-data ---

# Starburst Reviews & Product Details

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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

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## 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

[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Amazon S3 Glacier

](https://www.g2.com/products/amazon-s3-glacier/reviews)[

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AWS Batch

](https://www.g2.com/products/aws-batch/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

AWS Glue

](https://www.g2.com/products/aws-glue/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

AWS Secrets Manager

](https://www.g2.com/products/aws-secrets-manager/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Azure Databricks

](https://www.g2.com/products/azure-databricks/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Cloudera

](https://www.g2.com/products/cloudera/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Dagster

](https://www.g2.com/products/dagster/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Databricks

](https://www.g2.com/products/databricks/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

dbt

](https://www.g2.com/products/dbt/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Grafana Labs

](https://www.g2.com/products/grafana-labs/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Microsoft Power BI

](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Okta

](https://www.g2.com/products/okta/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Oracle Database

](https://www.g2.com/products/oracle-database/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Snowflake

](https://www.g2.com/products/snowflake/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Strategy One (formerly MicroStrategy ONE)

](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Tableau

](https://www.g2.com/products/tableau/reviews)

Show More

 ![Verified User in Airlines/Aviation](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Airlines/Aviation")
AA

Verified User in Airlines/Aviation

Small-Business (50 or fewer emp.)

7/23/2026

"Starburst’s Unified Catalog Makes Complex Cross-Source Queries Fast and Easy"

4/5

What do you like best about Starburst?

I particularly appreciate the robust query capabilities and user-friendly interface of Starburst. The ability to execute complex queries against diverse data sources without writing extensive SQL code is a game-changer. For instance, I often need to analyze large datasets from multiple cloud storage systems simultaneously, and Starburst's unified catalog allows me to do this efficiently with just a few clicks. This significantly reduces the time spent on manual integration and data preparation tasks.

Additionally, the dynamic schema discovery feature automatically detects table schemas for new data sources, which is incredibly helpful when working with constantly changing datasets in my organization. This saves hours each week that would otherwise be wasted setting up and maintaining connections to different databases manually. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

One area for improvement is the initial setup and onboarding process, which can be quite complex and time-consuming. Configuring the unified catalog requires meticulous attention to detail and an understanding of each data source's schema and metadata. While the documentation provides a good starting point, it lacks detailed examples for more advanced configurations involving third-party systems.

Another pain point is the performance when handling extremely large datasets in real-time analytics scenarios. Although Starburst performs well under most conditions, there are occasional delays and scalability issues during peak usage times or when querying very large tables. This can impact productivity and user satisfaction, especially for time-sensitive projects.

Improving the onboarding experience through more interactive tutorials and guided setup wizards could alleviate some of these initial frustrations. Additionally, enhancing query optimization techniques and resource management features would help maintain performance even under heavy loads, ensuring a smoother user experience throughout all phases of data analysis. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

Before using Starburst, we struggled to integrate and analyze data from multiple, disparate sources, including cloud databases, SaaS applications, and on-premises systems. This fragmentation created inefficient workflows: team members spent a lot of time manually preparing, reconciling, and syncing datasets before any analysis could even start. Without a unified catalog, finding and accessing the most up-to-date data was cumbersome and frequently led to delays.

Since implementing Starburst, we can seamlessly query across these diverse data sources through a single interface, which has dramatically improved our overall efficiency. Instead of spending days setting up connections and preparing datasets, I can now run complex analytics queries within minutes, supported by the unified catalog and dynamic schema discovery. As a result, we’ve achieved substantial time savings—about 30 hours per week across my team—and we’re able to spend more time on generating insights rather than managing data.

In terms of measurable impact, we’ve reduced project timelines by roughly 50%, and our ability to respond to business needs with real-time analytics has improved significantly. This strengthens decision-making and helps drive better ROI by enabling faster deployment of data-driven initiatives. Review collected by and hosted on G2.com.

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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")
UI

Verified User in Information Technology and Services

Mid-Market (51-1000 emp.)

7/21/2026

"Fast, Practical Federated SQL with Great Integrations and Support"

4/5

What do you like best about Starburst?

I found Starburst very useful overall, especially because it made it easy to query data across different systems without having to move everything into one place. The experience felt practical and efficient, and it was a good fit for working with distributed data.

UI / UX

I liked the UI because it was clean and easy to use. It made common tasks feel straightforward, and I didn’t spend much time figuring out where things were.

Integrations

One of the biggest positives for me was the integrations. It connected well with multiple data sources, and that saved a lot of time in setup and day-to-day work.

Performance

Performance was a strong point. Queries felt fast, and that made analytics and reporting much smoother than I expected from a federated setup.

Pricing / ROI

From my perspective, the value came from reducing data movement and saving engineering time. Even if the pricing isn’t the cheapest, the ROI makes sense when you factor in faster access, simpler architecture, and less operational overhead.

Support / Onboarding

Onboarding was smooth, and the support was responsive when I needed help. The documentation and guidance made it easier to get up and running without a lot of friction.

AI / Intelligence

I also liked that Starburst is moving toward AI-ready use cases. The idea of combining federated data access with governance and AI-friendly features makes it feel more future-proof.

Overall, I’d describe Starburst as a strong platform for teams that want fast, federated SQL access across many systems, with good usability and solid support Review collected by and hosted on G2.com.

What do you dislike about Starburst?

I’d say my biggest dislikes are the steep learning curve, the setup/configuration complexity, and the fact that it can feel expensive as usage grows. For smaller teams, that combination can make it harder to justify unless the federation and performance benefits are clearly worth it.

UI / UX

The UI is usable, but it doesn’t completely hide the complexity underneath. When a platform has a lot of configuration and governance depth, the day-to-day experience can feel heavier than simpler tools.

Integrations

Even though the integrations are a strength, the breadth of connectors can also add operational complexity. In practice, that means there can be more moving parts to manage and more places where setup needs to be exact.

Performance

Performance is generally strong, but it isn’t always perfect for every workload. Some users mention slow queries or performance issues, especially when they’re asking very specific or demanding questions.

Pricing / ROI

Pricing is probably the part I’d question most. The value can be great at scale, but for smaller teams or tighter budgets, the cost can rise quickly as query volume grows.

Support / Onboarding

Onboarding is where I’d expect the most friction. It seems like you need enough technical depth to configure things correctly from the start, otherwise the learning curve can slow the team down.

AI / Intelligence

The AI direction is promising, but I’d still treat it as emerging rather than fully proven for every use case. For me, it wouldn’t be the main reason to choose Starburst today. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

Starburst is mainly solving the problem of data silos: instead of copying data into one central place, it lets you query data where it already lives across warehouses, lakes, databases, and SaaS tools. That also helps with slow, fragmented analytics, because federated query, pushdown, parallelization, and cost-based optimization can make cross-source queries faster and less operationally painful.

For me, the biggest benefit is that I can get a single SQL layer over distributed systems, which means less ETL, less duplication, and less time spent stitching data together manually. It also reduces operational overhead because I don’t need to build and maintain as much custom query infrastructure just to unify sources.

In practice, that means faster access to data, easier cross-system analysis, and quicker decision-making. It’s especially valuable when I need to join data from different platforms in real time or when I want to modernize an architecture without moving everything first.

The real value is not just convenience; it’s that Starburst helps keep data in place while still making it usable for analytics and AI workflows. That gives me more flexibility, better governance, and a cleaner path to scaling analytics without constantly rebuilding pipelines. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Verified User in Financial Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Financial Services")
AF

Verified User in Financial Services

Enterprise (\> 1000 emp.)

12/9/2025

"Outstanding Performance and Savings with Robust Governance"

4.5/5

What do you like best about Starburst?

The query performance, governance features, and cost savings stand out when compared to other solutions such as AWS Athena. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

The user interface could use a more modern design and enhancements to make it easier to use. Additionally, the existing documentation is too basic for enterprise needs; users would benefit from more advanced, production-level examples instead of just beginner tutorials. Finally, the consumption-based pricing model makes it difficult to predict monthly expenses with accuracy. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

This product offers capabilities in data analytics, cataloguing, and data governance. It provides tools that help manage and organize data efficiently, supporting both analysis and oversight. Overall, it addresses key needs in handling and governing data within an organization. Review collected by and hosted on G2.com.

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7/9/2026
Current UserValidated ReviewerIncentivizedSource: Seller invite

 ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User")
G

Verified User

Mid-Market (51-1000 emp.)

7/17/2026

"Faster Data Querying with Room for Improvement"

4/5

What do you like best about Starburst?

I use Starburst to 'dismantle' our data from D365FO efficiently using BYOD, and it's great for querying large amounts of data quickly. I like how Starburst allows me to join large datasets across silos without needing custom pipelines. The separate computing from storage feature and its parallel processing capabilities help in making data processing faster than our current methods. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

I wish Starburst had a direct connection to D365FO because using BYOD or any middleman adds extra cost, specifically in Azure. The initial setup was a bit harder since we had to create a separate BYOD database. If a direct connection were possible, it would definitely be easier. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

I use Starburst to dismantle data from D365FO, enabling us to query data faster and join large datasets across silos. It separates computing from storage and works in parallel, enhancing speed. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Verified User in Health, Wellness and Fitness](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Health, Wellness and Fitness")
CH

Verified User in Health, Wellness and Fitness

Small-Business (50 or fewer emp.)

7/13/2026

"User-Friendly UI, Great Performance, and Time-Saving Integrations"

4/5

What do you like best about Starburst?

Starburst has good and user friendly UI. It also provides a very good performance. The out of the box integrations saves hours of work every week. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

So far I haven't found any downsides of using starburst. Everything is really good. The AI Integration is really good. And it can be improved further to increase the AI coverage throughout the product. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

Starburst acts as a one-stop-shop tool for analytics. It helps me get meaningful insights from my data, and it takes less than a day to set up. With other tools, it typically takes at least a week to reach the same point. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: G2 invite

 ![Verified User in Banking](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Banking")
AB

Verified User in Banking

Enterprise (\> 1000 emp.)

12/3/2024

"Blazing Fast Queries, Minimal Maintenance"

5/5

What do you like best about Starburst?

I like how fast Starburst is and how maintenance-free the administration of it is. The initial setup of Starburst was very easy. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

I find the documentation of Starburst could be improved as sometimes it doesn't match. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

I use Starburst to read Hive data from the data lake. It improves the speed of querying and acts as a federation layer. Review collected by and hosted on G2.com.

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7/15/2026
Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller

 ![Verified User in Banking](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Banking")
AB

Verified User in Banking

Mid-Market (51-1000 emp.)

7/20/2026

"Better Performance, Great UI/UX, and Support with Cost-Efficient Integrations"

4/5

What do you like best about Starburst?

It has better performance, UI/UX and support. Also we consider cost efficiency for this purchase. It has rich integration options for our use case. I will highly recommend. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

Licensing can get expensive as clusters scale, especially compared to running open-source Trino yourself. For teams already comfortable managing infrastructure, the premium can feel hard to justify. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

Starburst lets you query data across multiple sources (data lakes, warehouses, databases) through one SQL interface, without moving or duplicating everything into a single system first. That's the core problem it solves: data fragmentation across teams and platforms. Review collected by and hosted on G2.com.

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Validated ReviewerIncentivizedSource: Seller invite

 ![Verified User in Retail](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Retail")
AR

Verified User in Retail

Enterprise (\> 1000 emp.)

3/30/2023

"Deployment of Starburst was smooth"

4.5/5

What do you like best about Starburst?

Starburst isn’t a tool I’ve had a lot of exposure with since deployment, but I’ve always been impressed with how the tool works and integrates with so much. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

Documentation is improving but always wise to keep it moving Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

Starburst is allowing the single-pane-of-glass approach that I have mentioned before. Along with enabling us to keep our data sources up to date and working towards a future where Data is easily accessible to the people who need to access it, through a single system. Review collected by and hosted on G2.com.

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7/3/2026
Validated ReviewerIncentivizedSource: G2 invite on behalf of seller

 ![Verified User in Banking](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Banking")
AB

Verified User in Banking

Enterprise (\> 1000 emp.)

12/5/2025

"Streamlined Data Analytics with Excellent Support"

4.5/5

What do you like best about Starburst?

I like how Starburst gives us more insight about the query execution plan. It's really helpful in understanding how a query is going to execute. It also has lineage and audit features. I find it user-friendly for managing data security with RBAC and based security controls, which are necessary for data governance. Starburst is especially useful for running complex queries, especially when dealing with multiple joins and data source systems. It supports multiple languages, which I find very valuable. Setting up Starburst wasn't complex, and I had good support from the solution architect, which made the process successful. Review collected by and hosted on G2.com.

What do you dislike about Starburst?

Sometimes I face challenges with the query editor. Whenever we have a big source code, it's not big enough to troubleshoot and run the query faster compared to a traditional SQL editor. I would definitely give feedback to the internal team to make it more user-friendly. Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

Starburst solves data duplication issues, allowing access to any source without copying data for analytics. It's user-friendly for managing data security with RBAC and facilitates complex queries across multiple data sources, supporting multilingual analytics. Review collected by and hosted on G2.com.

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12/7/2025
Validated ReviewerSource: Organic

 ![Verified User in Retail](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Retail")
AR

Verified User in Retail

Enterprise (\> 1000 emp.)

3/30/2023

"Excellent Engagement"

5/5

What do you like best about Starburst?

Cleaner sharding and better autoscaling Review collected by and hosted on G2.com.

What do you dislike about Starburst?

Nothing at the moment that would be needed Review collected by and hosted on G2.com.

What problems is Starburst solving and how is that benefiting you?

Enables us to query multiple sources from a single tool and provide meaningful data products across these sources. Review collected by and hosted on G2.com.

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Response from Megan Kemphaus of Starburst

[Editedit](https://www.g2.com/survey_responses/starburst-review-7884095/official_response/edit)

Thank you for sharing your experience with us!

7/3/2026
Validated ReviewerIncentivizedSource: G2 invite on behalf of seller

## 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

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Dremio

4.6/5(71)

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Denodo

4.3/5(47)

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Databricks

4.6/5(1,365)

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##### 
##### 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

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Dremio

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Databricks

4.6/5(1,365)

](https://www.g2.com/products/databricks/reviews)

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Snowflake

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##### Categories on G2

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