FastAPI Shipping Service | Shippo API Integration

FastAPI Shipping Service | Shippo API Integration

FastAPI Shipping Service is a backend system that simulates real-world shipping operations using the Shippo API. It demonstrates how modern e-commerce platforms handle logistics workflows such as shipment creation, rate generation, label purchasing, and tracking.

Problem

Shipping logic in e-commerce systems is often complex and hidden behind third-party services. Understanding how to manage addresses, parcels, shipments, transactions, and tracking through APIs requires structured backend design and integration experience.

Solution

I built a modular FastAPI backend that integrates with Shippo and replicates the full shipping workflow:

  1. Address Handling: Create and validate sender/receiver addresses.
  2. Parcel Creation: Define package dimensions and weight.
  3. Shipment Creation: Generate shipping rates from multiple carriers.
  4. Transaction (Label Purchase): Select a rate and purchase a shipping label.
  5. Tracking Integration: Retrieve shipment tracking details.
  6. Webhook Handling: Receive and process real-time shipping events.

Workflow

Address → Parcel → Shipment → Rate → Transaction → Tracking

Shipping Workflow Diagram

API Demo (Swagger)

The entire system is testable through an interactive Swagger UI, allowing step-by-step execution of the shipping workflow.

Swagger UI

Architecture

  • API Layer: Versioned routes with FastAPI ( / api / v1).
  • Service Layer: Business logic separated from routes.
  • Core Layer: Configuration, logging, and Shippo client abstraction.
  • Schema Layer: Pydantic models for request/response validation.

Impact

  • Demonstrates end-to-end shipping workflow simulation.
  • Showcases real-world API integration with external logistics services.
  • Highlights clean backend architecture and modular design.
  • Provides a testable API environment using Swagger.

Complexity: External API Integration

The main challenge was designing a clean abstraction over the Shippo API while maintaining flexibility and readability:

  • Problem: Direct integration can tightly couple business logic with external API responses.
  • Approach: Introduced a service layer and client abstraction to isolate Shippo interactions.
  • Outcome: A scalable and maintainable architecture that can easily adapt to other shipping providers.

Deliverables

  • Fully functional FastAPI backend with Shippo integration.
  • Documented API with Swagger UI.
  • Structured project architecture for scalability.

Key Takeaways

This project demonstrates strong backend engineering fundamentals, including API design, third-party integration, and workflow modeling for real-world logistics systems.

Call to Action

If you need a scalable backend for shipping, logistics, or API integrations, feel free to connect with me on LinkedIn.