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Data exchange agent for migrations and validation

Project description

Snowflake Data Exchange Agent

License Apache-2.0 Python

A REST API service for database migrations and data validation. Supports multiple databases including Snowflake, PostgreSQL, and SQL Server with queue-based task processing.

Quick Start

# Install
pip install snowflake-data-exchange-agent

# Run
data-exchange-agent --port 8080

# Test
curl http://localhost:8080/health

Installation

From PyPI (Production)

pip install snowflake-data-exchange-agent

Requirements & Dependencies

Python Version: 3.10, 3.11, or 3.12 (3.13 not yet supported)

Available dependency groups:

  • development: Testing and development tools (pytest, ruff, etc.)
  • all: Includes all development dependencies

Core dependencies include:

  • Snowflake Connector for Python
  • PySpark for data processing
  • Flask + Waitress for REST API
  • PostgreSQL support (psycopg2-binary)
  • AWS SDK (boto3)

Configuration

Create src/data_exchange_agent/configuration.toml:

selected_task_source = "api"

[application]
workers = 4
task_fetch_interval = 120
debug_mode = false

[task_source.api]
key = "api-key"

[connections.source.<sqlserver|postgresql|teradata>]
username = "username"
password = "password"
database = "database_name"
host = "127.0.0.1"
port = <1433|5432|1025>

[connections.target.snowflake_connection_name]
connection_name = "connection_name"

[connections.target.s3]
profile_name = "profile_name"
bucket_name = "bucket_name"

[connections.target.blob]
connection_string = "DefaultEndpointsProtocol=https;AccountName=account_name;AccountKey=account_key;EndpointSuffix=core.windows.net"
container_name = "container_name"
# Optional: Account name and use_default_credential if not using connection string
account_name="storage_account_name"
use_default_credential=<True|False>

For Snowflake, create ~/.snowflake/config.toml:

[connections.default]
account = "your_account.region"
user = "your_username"
password = "your_password"
warehouse = "COMPUTE_WH"
database = "PRODUCTION_DB"

API Usage

Command Line

# Basic usage
data-exchange-agent

# Production settings
data-exchange-agent --workers 8 --port 8080

# Debug mode
data-exchange-agent --debug --port 5001

Health Check

GET /health
{
  "status": "healthy",
  "version": "0.0.18",
  "database_connections": {
    "snowflake": "connected"
  }
}

Task Management

# Start processing
GET /handle_tasks

# Stop processing
GET /stop

# Get status
GET /get_handling_tasks_status

# Task count
GET /get_tasks_count

Add Task

POST /tasks
Content-Type: application/json
{
  "task_type": "data_extraction",
  "source_config": {
    "database": "postgresql",
    "query": "SELECT * FROM users"
  },
  "destination_config": {
    "type": "snowflake_stage",
    "stage": "@data_stage/users/"
  }
}

Development

Setup

git clone https://github.com/snowflakedb/migrations-data-validation.git
cd migrations-data-validation/data-exchange-agent
pip install -e .[development]

Testing

# Run all tests
pytest

# With coverage
pytest --cov=src/data_exchange_agent

# Run specific test types
pytest tests/unit/           # Unit tests only
pytest -m "not integration" # Non-integration tests

Code Quality

# Format code
ruff format .

# Lint code
ruff check .

# Auto-fix linting issues
ruff check --fix .

🤝 Contributing

We welcome contributions! See our Contributing Guide for details on how to collaborate, set up your development environment, and submit PRs.


📄 License

This project is licensed under the Apache License 2.0. See the LICENSE file for details.

🆘 Support


Developed with ❄️ by Snowflake

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