Data Analysis Data Pipeline Architecture

Data Pipeline Architecture (+2)

Data Pipeline Architecture

Raw Data --> Ingestion --> Processing --> Analysis --> Visualization --> Reporting
    |            |             |             |              |              |
    +-- Files   +-- Validate  +-- polars   +-- EDA tools  +-- streamlit  +-- great-tables
    +-- APIs    +-- Clean     +-- Transform +-- Profiling  +-- dash       +-- Export
    +-- DB      +-- Schema    +-- Aggregate +-- Insights   +-- Charts     +-- Share

Dashboard Development Flow

Requirements --> Prototype --> Iterate --> Deploy --> Monitor
      |              |            |           |           |
      +-- Metrics   +-- streamlit +-- Feedback +-- Cloud  +-- Usage
      +-- Users     +-- Mock data +-- Polish   +-- Auth   +-- Performance
      +-- Frequency +-- Layout    +-- Test     +-- Scale  +-- Alerts

EDA Workflow

Load Data --> Profile --> Visualize --> Document --> Share
     |            |            |            |           |
     +-- Sample  +-- ydata    +-- autoviz  +-- Findings +-- HTML
     +-- Schema  +-- sweetviz +-- Custom   +-- Issues   +-- Notebook
     +-- Types   +-- Alerts   +-- Explore  +-- Next     +-- Slides