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Pros & Cons summary

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Prominent pros & cons

PROS

Starburst Galaxy enables rapid query responses, significantly reducing the time required for data analysis.
It acts as a cost-efficient and flexible solution for data integration and performance management, supporting cross-database queries.
Starburst Galaxy optimizes data processing with high performance and low-latency responses, seamlessly integrating with AWS infrastructure.
The platform unifies access to diverse data sources and eliminates the need for complex ETL processes, ensuring efficient data handling.
Starburst Galaxy accelerates decision-making across organizations by offering a unified data strategy and fast query execution.

CONS

As a hosted option, users want more control over the cluster configuration, particularly advanced options.
Cluster startup time is a persistent issue, often taking 3 to 5 minutes, which can hinder ad-hoc work.
Better alerting integrations for failures and errors in scheduled tasks and maintenance jobs are needed.
Multi-tenancy could be improved for environments using SSO and different AWS accounts.
There is still room for improved usability and diagnostics, impacting users who are not platform specialists.
 

Starburst Galaxy Pros review quotes

Pedromachado Ventura - PeerSpot reviewer
Data Analyst at a financial services firm with 5,001-10,000 employees
Sep 22, 2026
The main positive impact Starburst Galaxy has made is making data more accessible for analytics and reporting.
NK
Advisory Solutions Architect at Dell Technologies
Apr 27, 2026
Starburst Galaxy serves the best purpose for me because if my SLAs are not met with my customers, they will raise a case, and I have tried many other tools, but Starburst Galaxy fits the best.
reviewer2816292 - PeerSpot reviewer
Senior Vice President at a financial services firm with 10,001+ employees
Apr 10, 2026
Starburst Galaxy has positively impacted my organization by allowing us to rethink the strategy for data and architect data differently; instead of having multiple data marts and siloed data marts, we have a unified vision, and that is how it is changing.
Learn what your peers think about Starburst Galaxy. Get advice and tips from experienced pros sharing their opinions. Updated: September 2026.
914,805 professionals have used our research since 2012.
reviewer2750097 - PeerSpot reviewer
VP, Business Intelligence at a outsourcing company with 501-1,000 employees
Aug 14, 2025
Starburst Galaxy has improved our organization by unifying access to all major data sources, reducing the need for complex ETL processes.
reviewer2748021 - PeerSpot reviewer
Head of Engineering at a tech vendor with 1-10 employees
Aug 5, 2025
Starburst on Trino, combined with our SQL-native data transformation tool SQLMesh, has delivered anywhere from a two to five times improvement in compute performance across our transformation DAG.
reviewer2749434 - PeerSpot reviewer
Head of Data at a financial services firm with 51-200 employees
Aug 12, 2025
The most fundamental feature is the query engine, which is much faster than any of the competitors; Starburst is able to finish most queries within 10 seconds, which is especially important for many non-technical employees.
reviewer2750055 - PeerSpot reviewer
Chief Solutions Officer
Aug 14, 2025
Starburst has provided us with virtually guaranteed performance on complex queries across datasets that are in the tens of gigabytes which complete in seconds.
reviewer2750067 - PeerSpot reviewer
Staff Analytics Engineer at a computer software company with 201-500 employees
Aug 14, 2025
Starburst Galaxy has significantly improved our data architecture flexibility and performance management by solving cross-database query challenges and enabling us to utilize iceberg tables externally across our entire data ecosystem.
Stephen-Howard - PeerSpot reviewer
Sr Director, Technology at Spreetail
Aug 11, 2025
Starburst Galaxy is becoming a cornerstone of our data platform, empowering us to make smarter and faster decisions across the organization.
reviewer2747388 - PeerSpot reviewer
Staff Data Architect at a tech vendor with 11-50 employees
Aug 1, 2025
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.
 

Starburst Galaxy Cons review quotes

Pedromachado Ventura - PeerSpot reviewer
Data Analyst at a financial services firm with 5,001-10,000 employees
Sep 22, 2026
There is still room for improved usability and diagnostics, especially for users who are not platform specialists.
NK
Advisory Solutions Architect at Dell Technologies
Apr 27, 2026
Starburst Galaxy can be improved by discovering unstructured data and building in streaming ingestion because we are currently using Kafka for that purpose.
reviewer2816292 - PeerSpot reviewer
Senior Vice President at a financial services firm with 10,001+ employees
Apr 10, 2026
I think there are areas of improvement with respect to AI adaptability, and also in general, the amount of connectors working with other tools are areas where it can be expanded.
Learn what your peers think about Starburst Galaxy. Get advice and tips from experienced pros sharing their opinions. Updated: September 2026.
914,805 professionals have used our research since 2012.
reviewer2750097 - PeerSpot reviewer
VP, Business Intelligence at a outsourcing company with 501-1,000 employees
Aug 14, 2025
I would like to see better alerting integrations for failures and errors in scheduled tasks and maintenance jobs.
reviewer2748021 - PeerSpot reviewer
Head of Engineering at a tech vendor with 1-10 employees
Aug 5, 2025
The most persistent issue is the cluster spin-up time.
reviewer2749434 - PeerSpot reviewer
Head of Data at a financial services firm with 51-200 employees
Aug 12, 2025
I would like Starburst to leverage AI to improve usability. Data lakes are complicated and difficult for users to explore.
reviewer2750055 - PeerSpot reviewer
Chief Solutions Officer
Aug 14, 2025
Multi-tenancy could be improved. In order to have multiple environments for SSO, we maintain multiple tenants that are connected to different AWS accounts via the Marketplace.
reviewer2750067 - PeerSpot reviewer
Staff Analytics Engineer at a computer software company with 201-500 employees
Aug 14, 2025
Cluster startup time is another pain point, typically 3 to 5 minutes, which is not the worst with proper planning but can be annoying for ad-hoc work.
Stephen-Howard - PeerSpot reviewer
Sr Director, Technology at Spreetail
Aug 11, 2025
Cluster startup time can be slow, sometimes taking over a minute.
reviewer2747388 - PeerSpot reviewer
Staff Data Architect at a tech vendor with 11-50 employees
Aug 1, 2025
As a hosted option, I wish I had more control over the cluster configuration, specifically regarding some of the more advanced options.