Agent skill
dash
Build production-grade interactive dashboards with Plotly Dash - enterprise features, callbacks, and scalable deployment
Install this agent skill to your Project
npx add-skill https://github.com/vamseeachanta/workspace-hub/tree/main/.claude/skills/data/analysis/dash
SKILL.md
Dash
When to Use This Skill
USE Dash when:
- Production dashboards - Building dashboards for business users
- Complex interactivity - Need fine-grained control over updates
- Enterprise requirements - Authentication, scaling, reliability needed
- Plotly ecosystem - Already using Plotly for visualizations
- Custom components - Need to extend with JavaScript/React
- Long-term projects - Dashboard will be maintained and extended
- Multi-user access - Multiple concurrent users accessing dashboards
DON'T USE Dash when:
- Quick prototypes - Use Streamlit for faster iteration
- Simple visualizations - Static reports may suffice
- No interactivity needed - Use static HTML/PDF reports
- Limited Python knowledge - Steeper learning curve than Streamlit
- Single-user tools - Jupyter notebooks may be simpler
Prerequisites
# Basic installation
pip install dash
# With common extras
pip install dash plotly pandas dash-bootstrap-components
# Full installation
pip install dash plotly pandas polars dash-bootstrap-components dash-ag-grid gunicorn
# Using uv (recommended)
uv pip install dash plotly pandas dash-bootstrap-components dash-ag-grid
Version History
- 1.0.0 (2026-01-17): Initial release
- Core application structure
- Callbacks and interactivity
- Layout components (HTML, DCC, Bootstrap)
- Multi-page applications
- Authentication patterns
- Complete dashboard examples
- Real-time monitoring example
- AG Grid integration
- Deployment patterns
- Best practices and troubleshooting
Resources
- Official Docs: https://dash.plotly.com/
- Components: https://dash.plotly.com/dash-core-components
- Bootstrap Components: https://dash-bootstrap-components.opensource.faculty.ai/
- AG Grid: https://dash.plotly.com/dash-ag-grid
- Enterprise: https://plotly.com/dash/
- GitHub: https://github.com/plotly/dash
Build enterprise-grade interactive dashboards with Python and Plotly!
Sub-Skills
- 1. Basic Application Structure
- 2. Callbacks and Interactivity
- 3. Layout Components
- 4. Bootstrap Components
- 5. Multi-Page Applications
- 6. Authentication
- 1. Optimize Callback Performance (+3)
- Common Issues
Sub-Skills
- Example 1: Sales Analytics Dashboard (+2)
- Gunicorn Production Server (+2)
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