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Overview — Panel v1.9.4 vs Streamlit

Overview — Panel v1.9.4 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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Overview — Panel v1.9.4 versus Streamlit
CompareOverview — Panel v1.9.4Streamlit
VerdictDependsWorth it
Best forPython data teamsData scientists building internal tools
Who it's not forNon-coders wanting drag-and-drop BINon-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.11
Support qualityNo support evidence foundActive community forum; no paid support evidence
Public sentimentNo independent user reviews were found in the sources reviewed; only tutorials and blog references.⁵Sources show wide adoption in research and data science, with the main complaint being slow, reboot-prone free hosting.13
Biggest gotchaNo security page found; you handle dependency auditing and patching yourself⁴Free Community Cloud apps reportedly load slowly and reboot mid-session13

Pick Overview — Panel v1.9.4 when

  • Python data teams
  • Notebook-first analysts
  • PyData stack users
  • Developers building dashboard apps

When Overview — Panel v1.9.4 is not a fit

  • Non-coders wanting drag-and-drop BI
  • Buyers needing a vendor support contract
  • Teams wanting turnkey hosted SaaS dashboards
  • Procurement requiring security documentation

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. Overview . Panel v1.9.4panel.holoviz.org
    official
  2. Components Overview . Panelpanel.holoviz.org
    official
  3. Templates Overview . Panelpanel.holoviz.org
    official
  4. Security pagepanel.holoviz.org
    security
  5. Data Visualisation . scrapbook GitBookstephanosterburg.gitbook.io
    news
  6. Panel入門：強力なデータ可視化フレームワークjs2iiu.com
    news
  7. Panel応用編 第1回： 高度なレイアウトカスタマイズjs2iiu.com
    news
  8. Streamlit GitHub repositorygithub.com
    official
  9. Streamlit official sitestreamlit.io
    official
  10. Streamlit product security pagestreamlit.io
    security
  11. CVE-2026-10804 (CVSS 4.7)echelongraph.io
    security
  12. Streamlit pricing: free plan + paid tiers (2026)shyft.ai
    review
  13. Community forum: slow loading and rebooting appdiscuss.streamlit.io
    review
  14. Compare Streamlit vs Dash vs Bokeh vs Voila vs Gradioaierastack.com
    review
  15. Streamlit vs React comparisonlibhunt.com
    review
  16. Adrien Treuille . Streamlit + Snowflakelinkedin.com
    news