How to Pass Application Configuration Overrides

0

Hi Team,

All examples that I am seeing are passing application configuration overrides as a dictionary. how to pass this value from a S3 path. This configuration will be pushed from airflow

已提問 1 個月前檢視次數 373 次
1 個回答
2

💡 A solution I see to address this, involves using Airflow to automatically fetch configuration files stored in S3, parse them into a dictionary format, and then pass these dictionaries to the application. This is achieved by using Airflow's S3Hook to access the S3 bucket, retrieve the configuration file (e.g., JSON or YAML), and then convert this file into a dictionary which the application can use as configuration overrides.

ℹ️ It is recommended to set up proper IAM roles and policies to securely manage access between Airflow and S3, ensuring that the Airflow environment has the necessary permissions to read from the specified S3 bucket.


Airflow DAG Template for Fetching Configuration from S3

from airflow.providers.amazon.aws.hooks.s3 import S3Hook
import json

def fetch_and_load_config(ti, aws_connection_id, bucket_name, object_key, file_format='json'):
    # Create an instance of S3Hook
    s3_hook = S3Hook(aws_connection_id=aws_connection_id)
    
    # Read the file content from S3
    config_content = s3_hook.read_key(object_key, bucket_name)
    
    # Parse the configuration file based on the specified format
    if file_format == 'json':
        config_data = json.loads(config_content)
    elif file_format == 'yaml':
        import yaml
        config_data = yaml.safe_load(config_content)
    else:
        raise ValueError("Unsupported file format. Only 'json' and 'yaml' are supported.")
    
    # Push the configuration data to XCom for other tasks to use
    ti.xcom_push(key='config_data', value=config_data)
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已回答 1 個月前
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