Skip to main content

A Python package for supporting migration from on-prem to cloud

Project description

🚀 Snowforge - Powerful Data Integration

Snowforge is a Python package designed to streamline data integration and transfer between AWS, Snowflake, and various on-premise database systems. It provides efficient data extraction, logging, configuration management, and AWS utilities to support robust data engineering workflows.


✨ Features

  • AWS Integration: Manage AWS S3 and Secrets Manager operations.
  • Snowflake Connection: Establish and manage Snowflake connections with key-pair authentication.
  • Advanced Logging: Centralized logging system with colored output for better visibility.
  • Snowflake Logging: Structured task logging directly to Snowflake using stored procedures (requires setup).
  • Configuration Management: Load and manage credentials from a TOML configuration file.
  • Data Mover Engine: Parallel data processing and extraction strategies for efficiency.
  • Extensible Database Extraction: Uses a strategy pattern to support multiple on-prem database systems (e.g., Netezza, Oracle, PostgreSQL, etc.).

📥 Installation

Install Snowforge using pip:

pip install snowforge-package

⚙️ Configuration

Snowforge uses a snowforge_config.toml file to manage profiles and credentials for AWS and Snowflake. The package searches for this file in the following order:

  1. Path specified in the SNOWFORGE_CONFIG_PATH environment variable.
  2. Current working directory.
  3. ~/.config/snowforge_config.toml
  4. Package directory.

✅ Example snowforge_config.toml

[AWS.default]
AWS_ACCESS_KEY = "your-access-key"
AWS_SECRET_KEY = "your-secret-key"
REGION = "us-east-1"

[SNOWFLAKE.default]
USERNAME = "your-username"
ACCOUNT = "your-account"
ROLE = "optional-role"

[SNOWFLAKE.svc_key_based_profile]
USERNAME = "svc_user"
ACCOUNT = "your-account"
KEY_FILE_PATH = "/absolute/path/to/your/private_key.p8"
KEY_FILE_PASSWORD = "your_key_password"

[SNOWFLAKE.snowforge]
USERNAME = "svc_user"
ACCOUNT = "your-account"
KEY_FILE_PATH = "/absolute/path/to/your/private_key.p8"
KEY_FILE_PASSWORD = "your_key_password"
SNOWFLAKE_DATABASE = "YOUR_DB"
SNOWFLAKE_SCHEMA = "YOUR_SCHEMA"

⚠️ Note: The snowforge profile is required for SnowflakeLogging. You must execute the provided .sql scripts located in Snowforge/resources/sql/ on your Snowflake account beforehand. These scripts define the required TASK_LOGS table and the LOG_TASK_EXECUTION_START and LOG_TASK_EXECUTION_END procedures.


🚀 Quick Start

🔹 Initialize AWS

from Snowforge.AWSIntegration import AWSIntegration

AWSIntegration.initialize(profile="default", verbose=True)

🔹 Connect to Snowflake

from Snowforge.SnowflakeIntegration import SnowflakeIntegration

# Connect using TOML profile:
conn = SnowflakeIntegration.connect(profile="svc_key_based_profile", verbose=True)

# Or fall back to username + account only:
conn = SnowflakeIntegration.connect(user_name="your-user", account="your-account")

🔹 Use Logging

from Snowforge.Logging import Debug

Debug.log("This is an info message", level='INFO')
Debug.log("This is an error message", level='ERROR')

🔹 Log to Snowflake

from Snowforge.SnowflakeLogging import SnowflakeLogging
from datetime import datetime

# Show required Snowflake SQL setup
SnowflakeLogging.show_requirements(print_to_console=True)

# Log task start
execution_id = SnowflakeLogging.log_start(
    task_id=42, process_id=1001, starttime=datetime.now()
)

# Log task end
SnowflakeLogging.log_end(
    execution_id=execution_id,
    status="SUCCESS",
    log_path="/logs/job.log",
    endtime=datetime.now(),
    next_execution_time=datetime.now()
)

🔹 Extract Data Using Strategy Pattern

from Snowforge.DataMover import Engine
from Snowforge.DataMover.Extractors.NetezzaExtractor import NetezzaExtractor

extractor = NetezzaExtractor()

header, output_file = Engine.export_to_file(
    extractor=extractor,
    output_path="/tmp/exported_data",
    fully_qualified_table_name="MY_DB.MY_SCHEMA.MY_TABLE",
    filter_column="date_column",
    filter_value="01.01.2023",
    verbose=True
)

🧩 Extending the System

Implement a new database extractor by inheriting from ExtractorStrategy and implementing:

  • extract_table_query(...)
  • list_all_tables(...)
  • export_external_table(...)

📜 License

This project is licensed under the MIT License.


👥 Kontakt og samarbeid

Vi oppfordrer til å ta kontakt dersom du har forslag til forbedringer, spørsmål om bruken av Snowforge, eller ønsker samarbeid. Ditt bidrag er alltid velkommen!

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

snowforge_package-0.3.11.tar.gz (15.6 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

snowforge_package-0.3.11-py3-none-any.whl (17.1 kB view details)

Uploaded Python 3

File details

Details for the file snowforge_package-0.3.11.tar.gz.

File metadata

  • Download URL: snowforge_package-0.3.11.tar.gz
  • Upload date:
  • Size: 15.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for snowforge_package-0.3.11.tar.gz
Algorithm Hash digest
SHA256 cff748f32b16557dc64b1934211bf84b2ffcd8dd60ac4ae174c3cafe0b8f1cd7
MD5 257ca0a82ca46ca356a1e353e95f25aa
BLAKE2b-256 b7359c88bbce0612cd570b8631aeda93e5160d7b1111ab36ca9dd566ca5c689c

See more details on using hashes here.

File details

Details for the file snowforge_package-0.3.11-py3-none-any.whl.

File metadata

File hashes

Hashes for snowforge_package-0.3.11-py3-none-any.whl
Algorithm Hash digest
SHA256 18c1cce8da47645bf8f8cde3e2388fa83bad7fd140ace91a0f60977276a5bc0e
MD5 78efb631f724093f5f27ba19effb7a97
BLAKE2b-256 0857c4e2e30affad494740c55d59ea96fff44a227a1784404787e2fe2c97078f

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page