shouldiuse.io

VERDICT

Should I use Starburst?

Query across sources with data federation, Trino, and Apache Iceberg, while limiting the need to copy data. - starburst.io

Depends. Buy if you are a large organization with many data sources and engineers to run federation. Skip if you are a small team — usage-based pricing and complexity make it overkill.

Confidence

Medium. Based on ~15 usable public sources; Starburst candy-brand reviews contaminating the evidence were excluded.

Ratings

  • Value for money
  • Ease of use
  • Feature depth
  • Support qualityNo usable evidence in sources reviewed
  • Security posture

Pricing

On-demand usage credits

Starburst Galaxy

ModelNot disclosed
Monthly feesNot disclosed
HardwareNot disclosed
Starburst EnterpriseCustom (contact sales)

Best for

  • Enterprises querying many data sources
  • Teams avoiding data copies
  • Apache Iceberg lakehouse adopters
  • Orgs with dedicated data engineers

Not for

  • Small teams doing simple analytics
  • Anyone wanting published, predictable pricing
  • Startups without data engineering staff
  • BI-dashboards-only needs

Gotchas - check before you buy

high

Galaxy is usage-based; smaller teams report costs feel steep

medium

Enterprise pricing requires sales contact; no public numbers

medium

Starburst-based Dell Data Lakehouse required a July 2024 security update

Pros and cons

Pros

  • Queries data across sources without copying it
  • Built on Trino with Apache Iceberg support
  • Rated 4.3/5 across 117 G2 seller reviews
  • Trusted by 200+ data-driven companies

Cons

  • Reviewers say pricing feels steep for smaller teams
  • No transparent list pricing — usage credits and sales contact
  • Dell's Starburst-based appliance needed a 2024 CVE patch

Sources & method

Analyzed 9/20/2026 - 9 sources - Enterprise security and governance features marketed; 2021 Log4Shell advisory and 2024 Dell-appliance CVE patched; no breaches found in sources reviewed.

official x2review x3security x2news x2
  • Log4Shell advisory, Starburst published a December 2021 advisory addressing the Log4Shell vulnerability.
  • CVE-2024-38302 (Dell Data Lakehouse), Dell issued security update DSA-2024-303 in July 2024 for its Starburst-based Data Lakehouse appliance.

Key stats

  • Value for money: 3/5

    Rating

  • On-demand usage credits

    Starting price

  • 9

    Sources

  • Analyzed

  • Value for money: 3/5. Reviewers call pricing steep for smaller teams
  • Ease of use: 4/5. Galaxy praised as exceptional; still needs data expertise
  • Feature depth: 5/5. Federation, Trino, Iceberg, enterprise governance
  • Support quality. No usable evidence in sources reviewed
  • Security posture: 4/5. Publishes advisories; no breaches found
  • 4.3/5 G2 rating 117 seller reviews
  • $414M Total funding 6 rounds, incl. $250M Series D
  • 200+ Customers 'most data-driven companies'
  • $250M Series D Latest round plus $100M Series C led by a16z

Pricing

Starburst Galaxy

On-demand usage credits

  • Fully managed cloud service
  • Credit-based on-demand list prices

Starburst Enterprise

Not disclosed

  • Self-managed or private deployment
  • Enterprise security and support

Security

Enterprise security and governance features marketed; 2021 Log4Shell advisory and 2024 Dell-appliance CVE patched; no breaches found in sources reviewed.

  • Log4Shell advisoryStarburst published a December 2021 advisory addressing the Log4Shell vulnerability.⁸
  • CVE-2024-38302 (Dell Data Lakehouse)Dell issued security update DSA-2024-303 in July 2024 for its Starburst-based Data Lakehouse appliance.⁹

What users say

Users praise Starburst Galaxy's federated-query capabilities but frequently flag usage-based pricing as steep for smaller teams.

“Starburst Galaxy is truly exception product”
Gartner reviewer
“Starburst's pricing feels steep for smaller teams”
AWS Marketplace review

Companies that use it

  • Priceline
  • Switch
Full analysis

Based on ~15 usable public sources; Starburst candy-brand reviews contaminating the evidence were excluded.

Enterprise-grade federation over Trino and Iceberg; powerful for big data orgs, overkill and pricey for small teams.

Methodology

Based on ~15 usable public sources; Starburst candy-brand reviews contaminating the evidence were excluded.

Sources

  1. G2 seller reviews — 4.3/5, 117 reviewsg2.com
    review
  2. Gartner reviews — analytics query acceleratorsgartner.com
    review
  3. AWS Marketplace — Starburst Galaxy reviewsaws.amazon.com
    review
  4. Starburst pricing detailsstarburst.io
    official
  5. Starburst customers pagestarburst.io
    official
  6. Series C press release ($100M, a16z)starburst.io
    news
  7. Tracxn — $414M total fundingtracxn.com
    news
  8. Log4Shell security advisorydocs.starburst.io
    security
  9. CVE-2024-38302 — NVD (Dell Data Lakehouse)nvd.nist.gov
    security

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