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reviewer2750082 - PeerSpot reviewer
Engineering Manager
Real User
Top 20
Aug 14, 2025
Platform reduces management overhead by deploying multiple clusters and tracking costs efficiently while enhancing performance with low-latency responses
Pros and Cons
  • "Starburst Galaxy serves as our primary SQL-based data processing engine, a strategic decision driven by its seamless integration with our AWS cloud infrastructure and its ability to deliver high performance with low-latency responses."

    What is our primary use case?

    Starburst Galaxy serves as our primary SQL-based data processing engine, a strategic decision driven by its seamless integration with our AWS cloud infrastructure and its ability to deliver high performance with low-latency responses.

    The platform provides a comprehensive suite of functionalities that significantly enhance the daily operations of our data engineers and data analysts.

    How has it helped my organization?

    Starburst Galaxy has been instrumental in reducing the maintenance effort and management overhead of our Trino cluster, which is particularly valuable given our lean platform team responsible for Kovi's data infrastructure.

    The platform has enabled us to deploy multiple clusters for different purposes while providing clear cost tracking and utilization monitoring capabilities.

    What is most valuable?

    The most relevant functionalities today are cluster autoscaling for intensive load periods and automated metadata management through cleaning, compression, and orphaned file deletion in Iceberg.

    These capabilities significantly reduce reading costs, storage expenses, and query processing overhead.

    What needs improvement?

    I maintain weekly conversations with Starburst's development and support teams, which provides me with visibility into the product roadmap and evolution.

    Currently, my primary need is the impersonation functionality for BI solutions within Starburst clusters, which would enable enhanced access control and data governance capabilities.

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    For how long have I used the solution?

    I have used the solution for almost 2 years.

    Which solution did I use previously and why did I switch?

    Previously, I utilized the AWS stack with Redshift and Athena.

    I chose to migrate to Starburst Galaxy due to their expertise with Trino, superior aggregate cost structure compared to my previous solutions, and the rapid product evolution with new functionalities, problem corrections, and performance improvements.

    What's my experience with pricing, setup cost, and licensing?

    Since Starburst Galaxy's pricing model is simple to understand and easy to predict, there are no major secrets.

    Everything is transparent and accessible through the product console.

    The only point of attention is the S3 and transfer costs that should also be included when calculating the total cost.

    Which deployment model are you using for this solution?

    Public Cloud

    If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?

    Amazon Web Services (AWS)
    Disclosure: My company does not have a business relationship with this vendor other than being a customer.
    PeerSpot user
    reviewer2747388 - PeerSpot reviewer
    Staff Data Architect at a tech vendor with 11-50 employees
    Real User
    Top 10
    Aug 1, 2025
    Query federation and consistent SQL interface optimize data integration and analysis
    Pros and Cons
    • "I use Starburst as a cost-efficient hosted option for Trino for data integration and ad-hoc analysis across a broad range of data sources."
    • "As a hosted option, I wish I had more control over the cluster configuration, specifically regarding some of the more advanced options."

    What is our primary use case?

    I use Starburst as a cost-efficient hosted option for Trino for data integration and ad-hoc analysis across a broad range of data sources. It is surprisingly useful to query SQL Server, a Google Sheet, data in a blob store, and persist it in Postgres for downstream consumption.

    In addition, the Galaxy platform features such as scheduling jobs, offering a data catalog, easy permission and access control management, and the strong technical support from Starburst make it a breeze to use compared to something like Athena.

    How has it helped my organization?

    I have removed data silos, sped up my pipelines (three to five times the speed of Redshift on a per-cost basis), and now have a single point of entry with consistent SQL semantics to all of my data systems.

    What is most valuable?

    Query federation coupled with excellent performance is the best feature by far. A consistent interface to all my data systems and a friendly UI that supports data personas from Analyst to Architect and everyone in between is extremely valuable.

    What needs improvement?

    As a hosted option, I wish I had more control over the cluster configuration, specifically regarding some of the more advanced options. Trino is extremely flexible and powerful, but some of this functionality is gated on the Galaxy platform.

    Most users and admins will never need these features, but on occasion I have encountered issues that could have been resolved by a configuration change in five minutes rather than redesigning a data product. That said, I have a high degree of expertise with the tool, and this is more of a quibble than a major issue.

    For how long have I used the solution?

    I have used the solution for four years.

    Which solution did I use previously and why did I switch?

    If I have the choice of tooling for managing and interacting with data systems, I always choose Trino first and Starburst Galaxy if I am responsible for managing the deployment. My current team deployed on Redshift before I joined, and the first and best architectural choice I made was to migrate to Galaxy.

    What's my experience with pricing, setup cost, and licensing?

    You pay for cluster uptime. It is important to be aggressive about autoscaling, as a single worker will get you a long way. I recommend never connecting a BI tool to your Galaxy cluster. Instead, write the data to Postgres or a hot database and serve it from there so you don't pay for expensive uptime to serve dashboards.

    Which other solutions did I evaluate?

    Having a good amount of expertise in the domain, I knew that Galaxy was the right choice for quick deployment. Having managed data at scale (hundreds of terabytes) in the past, I know Trino will get the job done without a lot of hassle.

    Athena specifically has two major issues. First, connectors are restricted on write functionality and are more difficult to configure. Not being able to write through connectors is a deal breaker. Second, if you scale out enough, you will encounter issues due to Athena's shared tenancy model and then need to migrate to Trino eventually. It is better to save yourself the hassle.

    What other advice do I have?

    If you are unsure about the service, try the free trial. You can be up to speed with your existing systems in half an hour.

    Disclosure: My company does not have a business relationship with this vendor other than being a customer.
    PeerSpot user
    Buyer's Guide
    Download our free Starburst Galaxy Report and get advice and tips from experienced pros sharing their opinions.
    Updated: August 2026
    Buyer's Guide
    Download our free Starburst Galaxy Report and get advice and tips from experienced pros sharing their opinions.