System Architecture and Implementation

Component Integration 🏗️

System Overview

graph TD
    A[Data Sources] --> B[R Processing Layer]
    B --> C[dbt Transformation]
    C --> D[SQL Server]
    D --> E[Reporting Layer]
    style A fill:#f9f,stroke:#333
    style E fill:#bbf,stroke:#333

Workflow Orchestration with R 🔄

R Processing Components

Component	Purpose	Dependencies
Data Loader	Initial data ingestion	readxl, tidyverse
Validator	Data validation	assertr, validate
Transformer	Data transformation	dplyr, tidyr
Logger	Process logging	logger, futile.logger

Database Schema Design 💾

Logical Data Model 📊

erDiagram
    VESSELS ||--o{ TRIPS : makes
    TRIPS ||--o{ CATCH_DATA : contains
    CATCH_DATA }|--|| SPECIES : references

➡️ Next: System Evaluation