Carrier Integration

Karrio is designed to be easily extensible with new carrier integrations. This guide will walk you through the process of creating a custom carrier integration using Karrio’s built-in CLI tools and following established patterns.

Overview

Integrating a new carrier into Karrio involves several key steps:

Environment Setup: Activate the Karrio development environment
Bootstrapping: Use the CLI to generate the extension structure
Schema Preparation: Create API schema files from carrier documentation
Schema Generation: Generate Python types from carrier API schemas
Implementation: Implement the mapping and API communication logic
Testing: Validate the integration works correctly

Prerequisites

Before you begin, ensure you have:

A Karrio development environment set up
Basic Python programming knowledge
Access to the carrier’s API documentation
Understanding of the carrier’s authentication and request/response format

Extension Structure

Karrio supports two integration patterns:

Direct Carrier Pattern (Standard)

Located in modules/connectors/[carrier_name]/ for carriers like UPS, FedEx, DHL with direct APIs.

Hub Carrier Pattern (Aggregators)

Located in community/plugins/[carrier_name]/ for multi-carrier services like Easyship, ShipEngine.

Standard Extension Structure:

1modules/connectors/[carrier_name]/
2├── pyproject.toml           # Package configuration
3├── setup.py                 # Legacy setup file
4├── README.md               # Documentation
5├── generate                 # Schema generation script
6├── schemas/                 # Raw API schema files
7│   ├── error_response.json
8│   ├── rate_request.json
9│   ├── rate_response.json
10│   └── ...
11├── karrio/
12│   ├── mappers/            # Integration layer
13│   │   └── [carrier_name]/
14│   │       ├── __init__.py   # Legacy metadata
15│   │       ├── mapper.py     # Main integration class
16│   │       ├── proxy.py      # API client
17│   │       └── settings.py   # Connection settings
18│   ├── providers/          # Implementation logic
19│   │   └── [carrier_name]/
20│   │       ├── __init__.py
21│   │       ├── rate.py       # Rating implementation
22│   │       ├── tracking.py   # Tracking implementation
23│   │       ├── shipment/     # Shipping implementation
24│   │       │   ├── __init__.py
25│   │       │   ├── create.py
26│   │       │   └── cancel.py
27│   │       ├── pickup/       # Pickup implementation
28│   │       │   ├── __init__.py
29│   │       │   ├── create.py
30│   │       │   ├── update.py
31│   │       │   └── cancel.py
32│   │       ├── manifest.py   # Manifest implementation
33│   │       ├── duties.py     # Duties calculation
34│   │       ├── insurance.py  # Insurance application
35│   │       ├── webhook/      # Webhook management
36│   │       │   ├── __init__.py
37│   │       │   ├── register.py
38│   │       │   └── deregister.py
39│   │       ├── callback/     # OAuth/webhook callback
40│   │       │   ├── __init__.py
41│   │       │   ├── event.py
42│   │       │   └── oauth.py
43│   │       ├── units.py      # Enums and constants
44│   │       ├── utils.py      # Utility functions
45│   │       └── error.py      # Error handling
46│   ├── plugins/            # New plugin structure
47│   │   └── [carrier_name]/
48│   │       └── __init__.py   # Plugin metadata
49│   └── schemas/            # Generated Python types
50│       └── [carrier_name]/
51│           ├── __init__.py
52│           ├── rate_request.py
53│           └── ...
54└── tests/                  # Test suite
55    └── [carrier_name]/
56        ├── __init__.py
57        ├── fixture.py
58        ├── test_rate.py
59        └── ...

Step 1: Environment Setup

CRITICAL: Always start by activating the Karrio development environment:

From the project root directory
1source ./bin/activate-env

This makes the Karrio CLI (kcli) and development tools available.

Step 2: Bootstrap the Extension

Use the Karrio CLI to generate the complete extension structure:

Interactive mode - CLI will prompt for details
1./bin/cli sdk add-extension
2
3# Or with parameters
4./bin/cli sdk add-extension \
5  --path modules/connectors \
6  --carrier-slug dhl_express \
7  --display-name "DHL Express" \
8  --features "rating,shipping,tracking" \
9  --is-xml-api false \
10  --confirm

Available Parameters:

--path: modules/connectors (direct carriers) or community/plugins (hub carriers)
--carrier-slug: Unique identifier (e.g., dhl_express, fedex)
--display-name: Human-readable name (e.g., “DHL Express”)
--features: Comma-separated list of capabilities (see table below)
--is-xml-api: true for XML/SOAP APIs, false for JSON APIs

Available Capabilities:

Capability	Description
`address`	Address validation
`callback`	OAuth and webhook callback handling
`document`	Document upload (customs forms, etc.)
`duties`	Duties and taxes calculation
`insurance`	Shipment insurance application
`manifest`	End-of-day manifest creation
`pickup`	Pickup scheduling and management
`rating`	Rate/quote retrieval
`shipping`	Label creation and shipment management
`tracking`	Package tracking
`webhook`	Webhook registration/deregistration

Step 3: Prepare Schema Files

Create JSON (or XML) schema files in the schemas/ directory based on the carrier’s API documentation:

Required Files:

error_response.json (always required)
rate_request.json + rate_response.json (if rating enabled)
shipment_request.json + shipment_response.json (if shipping enabled)
tracking_response.json (if tracking enabled)
pickup_request.json + pickup_response.json (if pickup enabled)
manifest_request.json + manifest_response.json (if manifest enabled)
duties_taxes_request.json + duties_taxes_response.json (if duties enabled)
insurance_request.json + insurance_response.json (if insurance enabled)
webhook_request.json + webhook_response.json (if webhook enabled)

Note: Use actual API request/response examples, not JSON Schema definitions.

Step 4: Generate Python Types

Generate strongly-typed Python classes from your schema files:

Generate schemas for a specific carrier
1./bin/run-generate-on modules/connectors/[carrier_name]
2
3# For hub carriers
4./bin/run-generate-on community/plugins/[carrier_name]

This command:

Finds and executes the generate script in your extension
Uses kcli codegen generate to convert JSON/XML to Python classes
Creates type-safe classes with attrs and jstruct decorators

Step 5: Implementation

After generation, implement the integration logic in the created files:

Settings (karrio/mappers/[carrier_name]/settings.py): Define connection credentials
Units (karrio/providers/[carrier_name]/units.py): Define services, options, packaging types
Proxy (karrio/mappers/[carrier_name]/proxy.py): Implement API communication
Provider Logic (karrio/providers/[carrier_name]/*.py): Implement request/response mapping

Step 6: Testing & Validation

CRITICAL: Karrio uses a standardized testing framework. Follow these patterns exactly:

Testing Framework Rules

Use Python’s unittest (never pytest)
Follow exact naming patterns for test files and methods
Include mandatory debug prints before all assertions
Use assertListEqual with full dict data structures
Mock carrier API responses with actual formats

Test Structure (NEVER DEVIATE)

Every feature requires exactly 4 test methods:

1class Test[CarrierName][Feature](unittest.TestCase):
2    def test_create_[feature]_request(self):      # Request transformation
3    def test_[action_verb](self):                 # HTTP endpoint (mocked)
4    def test_parse_[feature]_response(self):      # Success parsing
5    def test_parse_error_response(self):          # Error handling

Run Tests

Test specific carrier - MANDATORY BEFORE COMPLETION
1python -m unittest discover -v -f modules/connectors/[carrier_name]/tests
2
3# All SDK tests must still pass - MANDATORY
4source ./bin/activate-env && ./bin/run-sdk-tests
5
6# Plugin registration check - MANDATORY
7./bin/cli plugins list | grep [carrier_name]

Test Data Pattern

Each test file must end with exactly these structures:

[Feature]Payload - Karrio input format
[Feature]Request - Carrier request format
[Feature]Response - Mock carrier response
ErrorResponse - Mock error response
Parsed[Feature]Response - Expected Karrio output [data, []]
ParsedErrorResponse - Expected error format [[], [errors]]

Validation Checklist

🚨 MANDATORY: All criteria must pass before integration is considered complete:

Phase 1: Setup & Generation

Environment: source ./bin/activate-env executed successfully
CLI Scaffolding: Used ./bin/cli sdk add-extension (never manual creation)
Schema Files: API samples created in schemas/ directory
Schema Generation: ./bin/run-generate-on [path] executed successfully
Generated Types: Python classes exist in karrio/schemas/[carrier_name]/
Import Test: python -c "import karrio.schemas.[carrier_name]" works

Phase 2: Implementation

Settings: Connection credentials configured properly
Units: Services, options, packaging types defined
Proxy: HTTP communication implemented with proper authentication
Provider Logic: All required features implemented using generated types
Mapper Untouched: mapper.py left unchanged from CLI generation
Error Handling: Carrier errors parsed to Karrio Message objects

Phase 3: Testing & Registration

Test Structure: All test files follow exact naming patterns
Test Methods: Each feature has exactly 4 required test methods
Carrier Tests: python -m unittest discover -v -f [path]/tests passes
SDK Tests: ./bin/run-sdk-tests still passes (no regressions)
Plugin List: ./bin/cli plugins list | grep [carrier_name] shows plugin
Plugin Details: ./bin/cli plugins show [carrier_name] works
Installation: pip install -e [path] succeeds without errors

Phase 4: Final Validation

Schema Regeneration: ./bin/run-generate-on [path] still works
Fresh Install: Clean reinstall works after uninstall
All Features: Every enabled feature (rating, shipping, etc.) tested
Error Scenarios: Error responses properly handled and tested

Architecture Overview

Next Steps

Follow the detailed guides for specific implementation areas:

Schema Generation: Generate Python types from API schemas
Metadata: Configure connection settings and data units
API Requests: Implement HTTP communication
Data Mapping: Transform between formats

⚠️ Critical Rules & Common Pitfalls

ABSOLUTE RULES (Violation Will Cause Failure)

🚨 NEVER Manual File Creation:
- Always use ./bin/cli sdk add-extension for scaffolding
- If CLI fails, fix the tool - never create files manually
- Manually created integrations will not work correctly
🚨 NEVER Edit Generated Files:
- Never modify files in karrio/schemas/[carrier_name]/
- Never modify mapper.py (CLI generated, delegation only)
- Only edit source schema files and regenerate
🚨 NEVER Skip Environment Activation:
- Must run source ./bin/activate-env before ANY command
- This makes CLI tools available and ensures correct dependencies
🚨 NEVER Deviate from Test Patterns:
- Test file names, class names, method names are FIXED
- Only adapt data content, never structure or naming
- Use unittest framework only (never pytest)

Common Mistakes

Editing mapper.py: This file only contains delegation methods
Wrong test assertions: Use assertListEqual with full dict structures
Missing debug prints: Always add print statements before assertions
Inconsistent naming: Follow exact patterns from existing integrations
Manual schema editing: Only modify source files in schemas/ directory

Success Tips

Study existing integrations like UPS, FedEx for direct carriers
Study Easyship, ShipEngine for hub carrier patterns
Always test both success and error scenarios
Ensure all 6 success criteria pass before considering complete

Getting Started

OSS contribution

Guides

Carrier Integration

Overview

Prerequisites

Extension Structure

Direct Carrier Pattern (Standard)

Hub Carrier Pattern (Aggregators)

Step 1: Environment Setup

Step 2: Bootstrap the Extension

Step 3: Prepare Schema Files

Step 4: Generate Python Types

Step 5: Implementation

Step 6: Testing & Validation

Testing Framework Rules

Test Structure (NEVER DEVIATE)

Run Tests

Test Data Pattern

Validation Checklist

Phase 1: Setup & Generation

Phase 2: Implementation

Phase 3: Testing & Registration

Phase 4: Final Validation

Architecture Overview

Next Steps

⚠️ Critical Rules & Common Pitfalls

ABSOLUTE RULES (Violation Will Cause Failure)

Common Mistakes

Success Tips

Getting Started

OSS contribution

Guides

Carrier IntegrationCopy for LLM

Overview

Prerequisites

Extension Structure

Direct Carrier Pattern (Standard)

Hub Carrier Pattern (Aggregators)

Step 1: Environment Setup

Step 2: Bootstrap the Extension

Step 3: Prepare Schema Files

Step 4: Generate Python Types

Step 5: Implementation

Step 6: Testing & Validation

Testing Framework Rules

Test Structure (NEVER DEVIATE)

Run Tests

Test Data Pattern

Validation Checklist

Phase 1: Setup & Generation

Phase 2: Implementation

Phase 3: Testing & Registration

Phase 4: Final Validation

Architecture Overview

Next Steps

⚠️ Critical Rules & Common Pitfalls

ABSOLUTE RULES (Violation Will Cause Failure)

Common Mistakes

Success Tips

Carrier Integration