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Elementary-data vs G2

Elementary-data and G2 both land on Depends.

G2

g2.com

Depends
Confidence: Medium

Buyers shortlisting B2B software should use G2 free as one input, cross-checked against Capterra or TrustRadius.

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Elementary-data versus G2
CompareElementary-dataG2
VerdictDependsDepends
Best fordbt-centric data teamsB2B software buyers shortlisting tools
Who it's not forTeams not using dbt . the tool is dbt-native end to endVendors without five-figure budgets
PrivacyVendor-disclosed supply chain incident in April 2026: a malicious PyPI/GHCR release pushed an infostealer targeting data engineers' cloud credentials.⁹No public security page found; UpGuard reports no phishing; G2's own DPA references a past data breach.
Support qualityNo support evidence in sourcesTrustpilot and BBB complaints about G2's service
Public sentimentA small but positive review base: users praise seamless dbt integration and competitive pricing, though snippets reveal little negative detail.³Buyers find G2 useful for breadth, but sentiment on G2's own service skews negative on Trustpilot and Redditors weigh it against Capterra and Trustpilot.
Biggest gotchaApril 2026: malicious v0.23.3 PyPI/GHCR release stole cloud credentials. Pin versions; audit CI credentials.10Vendor contracts are negotiated and opaque; budget five figures annually before committing.

Pick Elementary-data when

  • dbt-centric data teams
  • Engineering-led orgs okay self-hosting OSS
  • Teams finding Monte Carlo too pricey
  • Snowflake/BigQuery/Redshift warehouse stacks

When Elementary-data is not a fit

  • Teams not using dbt . the tool is dbt-native end to end
  • Orgs without strict dependency pinning after the 2026 PyPI incident
  • Guess: Non-technical teams wanting no-code, vendor-run dashboards
  • Guess: Small projects with a few tables . dbt tests alone may suffice

Pick G2 when

  • B2B software buyers shortlisting tools
  • Teams wanting peer reviews pre-demo
  • SaaS vendors building review-based social proof
  • Marketers using buyer-intent data

When G2 is not a fit

  • Vendors without five-figure budgets
  • Anyone expecting unbiased star ratings
  • Consumer-product shoppers . B2B only
  • Buyers wanting deep technical vetting

Sources

  1. Elementary Data Reviews 2026 (G2)g2.com
    review
  2. Elementary Data Products . 18 G2 reviewsg2.com
    review
  3. G2 users' pros and consg2.com
    review
  4. Elementary vs Monte Carlo comparisondatastackindex.com
    review
  5. Great Expectations vs Elementarymodern-datatools.com
    review
  6. elementary-data GitHub repogithub.com
    official
  7. Elementary OSS vs. Elementary Cloud docsdocs.elementary-data.com
    official
  8. Elementary pricing pageelementary-data.com
    official
  9. Malicious release of Elementary OSS Python CLI v0.23.3 (vendor report)elementary-data.com
    security
  10. Snyk: malicious PyPI release steals cloud credentialssnyk.io
    security
  11. BleepingComputer: 1.1M-download PyPI package hackedbleepingcomputer.com
    security
  12. StepSecurity: PyPI/GHCR compromise via GitHub Actions injectionstepsecurity.io
    security
  13. AI Data Validations docsdocs.elementary-data.com
    official
  14. Customer story: Improving data observability with dbt tests and Elementaryelementary-data.com
    review
  15. SpotSaaS: dbt-native observability reviewspotsaas.com
    review
  16. G2 (company) . Wikipediaen.wikipedia.org
    news