Overview — Panel v1.9.4
Depends
Confidence: Low
Strong fit only if your team writes Python; data teams get a capable dashboard framework for $0.
New check
Comparison
Overview — Panel v1.9.4 vs Streamlit
Overview — Panel v1.9.4 lands on Depends, and Streamlit lands on Worth it.
Streamlit
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.
| Compare | Overview — Panel v1.9.4 | Streamlit |
|---|---|---|
| Verdict | Depends | Worth it |
| Best for | Python data teams | Data scientists building internal tools |
| Who it's not for | Non-coders wanting drag-and-drop BI | Non-technical teams . Python is mandatory |
| Privacy | No known public vulnerabilities found in the sources reviewed.⁴ | One medium CVE (CVSS 4.7) found; vendor maintains a public security page.11 |
| Support quality | No support evidence found | Active community forum; no paid support evidence |
| Public sentiment | No independent user reviews were found in the sources reviewed; only tutorials and blog references.⁵ | Sources show wide adoption in research and data science, with the main complaint being slow, reboot-prone free hosting.13 |
| Biggest gotcha | No security page found; you handle dependency auditing and patching yourself⁴ | Free 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
- Overview . Panel v1.9.4panel.holoviz.orgofficial
- Components Overview . Panelpanel.holoviz.orgofficial
- Templates Overview . Panelpanel.holoviz.orgofficial
- Security pagepanel.holoviz.orgsecurity
- Data Visualisation . scrapbook GitBookstephanosterburg.gitbook.ionews
- Panel入門：強力なデータ可視化フレームワークjs2iiu.comnews
- Panel応用編 第1回： 高度なレイアウトカスタマイズjs2iiu.comnews
- Streamlit GitHub repositorygithub.comofficial
- Streamlit official sitestreamlit.ioofficial
- Streamlit product security pagestreamlit.iosecurity
- CVE-2026-10804 (CVSS 4.7)echelongraph.iosecurity
review
- Community forum: slow loading and rebooting appdiscuss.streamlit.ioreview
- Compare Streamlit vs Dash vs Bokeh vs Voila vs Gradioaierastack.comreview
- Streamlit vs React comparisonlibhunt.comreview
- Adrien Treuille . Streamlit + Snowflakelinkedin.comnews