Agent skill

dash

Build production-grade interactive dashboards with Plotly Dash - enterprise features, callbacks, and scalable deployment

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Forks 4

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

bash
# 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


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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