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 Databricks
Starburst and Databricks both land on Depends.
Databricks
Depends
Confidence: High
Buy if you run large-scale data/ML with dedicated data engineers and budget for cost management.
| Compare | Starburst | Databricks |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Enterprises with data spread across many sources | Enterprise data teams |
| Who it's not for | Small teams that just need dashboards on one database | Small teams wanting simple analytics |
| Privacy | Mature posture: public advisories, vulnerability scans, built-in access control; a 2024 CVE touched Starburst-based Dell Data Lakehouse.⁷ | Active security program (bug bounty, trust center) but several CVEs in 2024-2026, including a critical Azure SSRF flaw. |
| Support quality | Only a support portal cited; no ratings | No support-quality evidence found |
| Public sentiment | Sentiment is positive: 4.4/5 across 104 G2 reviews and 4.3/5 (123 reviews) for Galaxy on AWS Marketplace.¹ | Reviewers rate Databricks highly for capability and UX, but cost predictability is the loudest complaint.13 |
| Biggest gotcha | Enterprise pricing not published . expect sales negotiation, not a rate card⁴ | DBU pricing is opaque; buyers report unpredictable bills and overruns¹ |
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 Databricks when
- Enterprise data teams
- Large-scale ETL and ML
- Unified lakehouse with governance
- AI-focused orgs on cloud data
When Databricks is not a fit
- Small teams wanting simple analytics
- Startups without dedicated data engineers
- Price-sensitive buyers needing predictable bills
- Dashboard-only BI needs
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
- Databricks Reviews . G2g2.comreview
review
review
- Pricing and cost experience . PeerSpotpeerspot.comreview
