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Evidence vs Streamlit

Evidence lands on Depends, and Streamlit lands on Worth it.

Streamlit

streamlit.io

Worth it
Confidence: Medium

Buy if your team writes Python and needs internal dashboards or ML demos fast . the core is free and open-source.

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Evidence versus Streamlit
CompareEvidenceStreamlit
VerdictDependsWorth it
Best forData teams that code in SQLData scientists building internal tools
Who it's not forNon-technical teams wanting drag-and-drop dashboardsNon-technical teams . Python is mandatory
PrivacyNo known public vulnerabilities found in the sources reviewed.⁴One medium CVE (CVSS 4.7) found; vendor maintains a public security page.16
Support qualityNo support evidence foundActive community forum; no paid support evidence
Public sentimentReddit data-engineering communities discuss Evidence as a credible code-first BI option, though some threads question the BI-as-code trend itself.⁶Sources show wide adoption in research and data science, with the main complaint being slow, reboot-prone free hosting.
Biggest gotchaTeam price ($15/user/mo) comes from a third-party listing; verify current pricing with vendor⁹Free Community Cloud apps reportedly load slowly and reboot mid-session

Pick Evidence when

  • Data teams that code in SQL
  • Developer-led analytics
  • Version-controlled reporting
  • Docs/report-heavy data products

When Evidence is not a fit

  • Non-technical teams wanting drag-and-drop dashboards
  • Anyone without SQL skills
  • Business users who need self-serve charts
  • Buyers avoiding vendor risk at a seed-stage company

Pick Streamlit when

  • Data scientists building internal tools
  • AI/ML engineers demoing models
  • Python teams needing quick dashboards
  • Researchers sharing interactive analyses

When Streamlit is not a fit

  • Non-technical teams . Python is mandatory
  • Pixel-perfect consumer apps; use React instead
  • Buyers needing vendor SLAs and support contracts
  • Guess: apps needing fine-grained auth or multi-user workflows

Sources

  1. Evidence - Business Intelligence as Code (official)evidence.dev
    official
  2. evidence-dev/evidence on GitHubgithub.com
    official
  3. Evidence on Y Combinatorycombinator.com
    official
  4. Product security pageevidence.dev
    security
  5. Evidence raises $2.1M seed (LinkedIn)linkedin.com
    news
  6. r/BusinessIntelligence thread on Evidencereddit.com
    review
  7. r/dataengineering thread on Evidencereddit.com
    review
  8. BI as code is dead? (r/BusinessIntelligence)reddit.com
    review
  9. Evidence pricing listing (Team $15/user/mo)toolfox.ru
    official
  10. Evidence on Product Huntproducthunt.com
    review
  11. Code-centric BI for small teams threadreddit.com
    review
  12. Open Source Project Report: Evidence (OSA Con)youtube.com
    review
  13. Streamlit GitHub repositorygithub.com
    official
  14. Streamlit official sitestreamlit.io
    official
  15. Streamlit product security pagestreamlit.io
    security
  16. CVE-2026-10804 (CVSS 4.7)echelongraph.io
    security