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https://github.com/msolorio/allocation_service
Backend API for allocating customer orders to batches of stock in a warehouse.
https://github.com/msolorio/allocation_service
Last synced: 5 days ago
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Backend API for allocating customer orders to batches of stock in a warehouse.
- Host: GitHub
- URL: https://github.com/msolorio/allocation_service
- Owner: msolorio
- Created: 2024-03-20T17:08:03.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2024-11-04T03:56:08.000Z (about 2 months ago)
- Last Synced: 2024-11-04T04:23:12.349Z (about 2 months ago)
- Language: Python
- Homepage:
- Size: 52.7 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Allocation Service
Backend API for allocating customer orders to batches of stock in a warehouse.
### Stack
- Python
- PostgreSQL
- Flask
- SqlAlchemy
- Docker---
### Architecture
The application uses the [dependency inversion principle](https://en.wikipedia.org/wiki/Dependency_inversion_principle), and creates abstractions around I/O and injects them. This allows us to pass a fake I/O to the service layer for testing the application "edge-to-edge" with fast, in-memory unit tests.
![in-memory-implementation](README_assets/in-memory-implementation.png)
---
For real-world and E2E testing, the service layer is passed real I/O that talks to a database. Because we have already exhaustively tested the service layer with fast, in-memory tests, less slow E2E tests are needed. We can achieve a healthy testing pyramid with high coverage.
![e2e-implementation](README_assets/e2e-implementation.png)
---
A few patterns are used to aid dependency inversion.
**Repository** - an abstraction around data access. Handles syncing between the domain model and the ORM.
**Unit of Work** - an abstraction around transactions and atomicity.
**Service Layer** - the entrypoint for injecting I/O and defines the application's use cases.
**Domain Model** - an object module of the business domain free of dependencies on data access.
**Data Mapper** - handles conversion between domain objects and db objects.**Trade-offs** - Each pattern adds indirection and congintive load and wouldn't be necessary in a simple application. You could, for example, still achieve dependency inversion and abstracting I/O with only a simple repository and a service layer.