Alation Agent SDK
Project description
Alation AI Agent SDK
The Alation AI Agent SDK is a Python library that enables AI agents to access and leverage metadata from the Alation Data Catalog.
Overview
This SDK provides a simple, programmatic way for AI applications to:
- Retrieve contextual information from the Alation catalog using natural language questions
- Search for and retrieve data products by product ID or natural language queries
- Customize response formats using signature specifications
Installation
pip install alation-ai-agent-sdk
Prerequisites
To use the SDK, you'll need:
- Python 3.10 or higher
- Access to an Alation Data Catalog instance
- A valid refresh token or client_id and secret. For more details, refer to the Authentication Guide.
- If you cannot obtain service account credentials (admin only), see the User Account Authentication Guide for instructions.
Quick Start
from alation_ai_agent_sdk import AlationAIAgentSDK, ServiceAccountAuthParams
# Initialize the SDK using service account authentication (recommended)
sdk = AlationAIAgentSDK(
base_url="https://your-alation-instance.com",
auth_method="service_account",
auth_params=ServiceAccountAuthParams(
client_id="your-client-id",
client_secret="your-client-secret"
)
)
# Ask a question about your data
response = sdk.get_context(
"What tables contain sales information?"
)
print(response)
# Use a signature to customize the response format
signature = {
"table": {
"fields_required": ["name", "title", "description"]
}
}
response = sdk.get_context(
"What are the customer tables?",
signature
)
print(response)
# Retrieve a data product by ID
data_product_by_id = sdk.get_data_products(product_id="finance:loan_performance_analytics")
print(data_product_by_id)
# Search for data products using a natural language query
data_products_by_query = sdk.get_data_products(query="customer analytics dashboards")
print(data_products_by_query)
Core Features
Response Customization with Signatures
You can customize the data returned by the Alation context tool using signatures:
# Only include specific fields for tables
table_signature = {
"table": {
"fields_required": ["name", "description", "url"]
}
}
response = sdk.get_context(
"What are our fact tables?",
table_signature
)
For detailed documentation on signature format and capabilities, see Using Signatures .
Getting Available Tools
# Get all available tools
tools = sdk.get_tools()
Using the UpdateCatalogAssetMetadata Tool
The UpdateCatalogAssetMetadata tool allows you to update metadata for one or more Alation catalog assets using custom field values.
Example
from alation_ai_agent_sdk import AlationAIAgentSDK, ServiceAccountAuthParams
sdk = AlationAIAgentSDK(
base_url="https://your-alation-instance.com",
auth_method="service_account",
auth_params=ServiceAccountAuthParams(
client_id="your-client-id",
client_secret="your-client-secret"
)
)
custom_field_values = [
{
"oid": "123",
"otype": "table",
"field_id": 8,
"value": "Updated value"
},
# ... more objects ...
]
result = sdk.update_catalog_asset_metadata(custom_field_values)
print(result)
Check Job Status Tool
The check_job_status tool allows you to check the status of a bulk metadata job in Alation by job ID.
Example Usage
from alation_ai_agent_sdk import AlationAIAgentSDK
sdk = AlationAIAgentSDK(
base_url="https://your-alation-instance.com",
auth_method="service_account",
auth_params=("your-client-id", "your-client-secret")
)
job_status = sdk.check_job_status(123)
print(job_status)
- Parameters:
job_id(int): The integer job identifier returned by a previous bulk operation.
- Returns:
- The job status and details as a JSON object.
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