Starburst
Depends
Confidence: Medium
Buy it if you're a large organization querying data spread across many systems and you have data engineers to run it.
Comparison
Starburst vs Amazon Web Services (AWS)
Starburst and Amazon Web Services (AWS) both land on Depends.
Amazon Web Services (AWS)
Depends
Confidence: High
Buy if you run serious infrastructure at scale and have engineers to manage cost, config, and security.
| Compare | Starburst | Amazon Web Services (AWS) |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Enterprises with data spread across many sources | Enterprise engineering orgs |
| Who it's not for | Small teams that just need dashboards on one database | Small sites and simple apps . massive overkill |
| Privacy | Mature posture: public advisories, vulnerability scans, built-in access control; a 2024 CVE touched Starburst-based Dell Data Lakehouse.⁷ | Mature security organization with public CVEs and customer-side breaches on record; shared responsibility means misconfigurations are on you. |
| Support quality | Only a support portal cited; no ratings | Trustpilot 'Bad' at 1.3/5 |
| Public sentiment | Sentiment is positive: 4.4/5 across 104 G2 reviews and 4.3/5 (123 reviews) for Galaxy on AWS Marketplace.¹ | Review volume is enormous, but customer sentiment on Trustpilot is poor while marketplace ratings run higher.13 |
| Biggest gotcha | Enterprise pricing not published . expect sales negotiation, not a rate card⁴ | Managed services create lock-in; migrating off later is slow and expensive |
Pick Starburst when
- Enterprises with data spread across many sources
- Data platform teams needing governed federated queries
- Orgs building AI/analytics on a lakehouse
- Companies with dedicated data engineering staff
When Starburst is not a fit
- Small teams that just need dashboards on one database
- Startups without a data engineering team
- Buyers wanting transparent, self-serve pricing
- Anyone whose data fits in Postgres plus a spreadsheet
Pick Amazon Web Services (AWS) when
- Enterprise engineering orgs
- Apps with spiky global traffic
- Teams with dedicated DevOps/FinOps
- Compliance-heavy regulated workloads
When Amazon Web Services (AWS) is not a fit
- Small sites and simple apps . massive overkill
- Non-technical founders with no DevOps staff
- Anyone needing predictable monthly bills
- Teams that won't own security configuration
Sources
- Starburst Reviews - G2g2.comreview
- G2 rating summary - Starburststarburst.ioreview
- Starburst Galaxy Reviews - AWS Marketplaceaws.amazon.comreview
- Plans and Pricing - Starburststarburst.ioofficial
- Customers - Starburststarburst.ioofficial
- Security advisories - Starburst docsdocs.starburst.iosecurity
- CVE-2024-38302 - NVDnvd.nist.govsecurity
- Log4Shell advisory - Starburst docsdocs.starburst.iosecurity
- Starburst Announces $250M Series Dstarburst.ionews
- Starburst Announces Strategic Investment from Citiprnewswire.comnews
- What Is Starburst Data - Seattle Data Guytheseattledataguy.comnews
- Introduction to Starburst - Data Intellectdataintellect.comnews
- AWS on Trustpilot . rated 'Bad' 1.3/5trustpilot.comreview
- Amazon Web Services Reviews (14,388) . Glassdoorglassdoor.comreview
- Amazon Web Services Review . PCMagpcmag.comreview
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