There are several Python libraries available for accessing Azure Database for PostgreSQL, each suited for different purposes:
Azure SDK for Management
The Azure Python SDK enables programmatic management of Azure Database for PostgreSQL Flexible Servers, handling tasks like provisioning and resource management:
-
Install required libraries:
pip install azure-mgmt-resource azure-identity azure-mgmt-postgresqlflexibleservers
-
Example usage for creating a database:
from azure.identity import DefaultAzureCredential from azure.mgmt.postgresqlflexibleservers import PostgreSQLManagementClient client = PostgreSQLManagementClient( credential=DefaultAzureCredential(), subscription_id="<subscription-id>" ) response = client.databases.begin_create( resource_group_name="<resource-group-name>", server_name="<server-name>", database_name="<database-name>", parameters={"properties": {"charset": "utf8", "collation": "en_US.utf8"}} ).result() print(response)
This library specializes in resource management operations such as creating, scaling, or deleting servers and databases[1][8].
Database Connectivity Libraries
For database queries and interactions, you can use these recommended libraries:
psycopg2
-
A widely adopted PostgreSQL adapter for Python.
-
Example usage:
import psycopg2 conn = psycopg2.connect( host="YOUR_SERVER_NAME.postgres.database.azure.com", database="YOUR_DB_NAME", user="YOUR_USERNAME", password="YOUR_PASSWORD" ) cursor = conn.cursor() cursor.execute("SELECT * FROM your_table") rows = cursor.fetchall() for row in rows: print(row) conn.close()
This library integrates seamlessly with Azure Database for PostgreSQL and has strong community support[3][7].
pyodbc
-
A practical choice for ODBC driver connections.
-
Example usage:
import pyodbc cnxn = pyodbc.connect( 'DRIVER={PostgreSQL ODBC Driver};PORT=5432;SERVER=YOUR_SERVER_NAME.postgres.database.azure.com;' + 'DATABASE=YOUR_DB_NAME;UID=YOUR_USERNAME;PWD=YOUR_PASSWORD' ) cursor = cnxn.cursor() cursor.execute("SELECT * FROM SALES") for row in cursor.fetchall(): print(row) cnxn.close()
This library is the go-to choice when working with ODBC drivers[10].
sql alchemy
SQLAlchemy is a robust and high-performing Python library that provides tools for database interaction, including an SQL toolkit (“SQLAlchemy Core”) and an Object Relational Mapper (ORM). It is widely used for creating efficient, scalable, and maintainable database applications. Below is a detailed summary tailored to its use in an Azure Database for PostgreSQL Flexible Server project:
Key Features of SQLAlchemy
-
Core and ORM Components:
- SQLAlchemy Core: Provides a SQL abstraction toolkit with features like schema metadata, connection pooling, type coercion, and a Python-based SQL expression language. This allows developers to construct and execute SQL queries programmatically[1][2].
- ORM: Maps Python classes to database tables using the data mapper pattern. It supports complex queries, eager loading, caching, and advanced optimizations such as dependency sorting for transactions[3].
-
Database Compatibility:
- Supports multiple database backends, including PostgreSQL, making it ideal for Azure Database for PostgreSQL Flexible Server projects[3].
-
Connection Pooling and Transactions:
- Efficient management of database connections and transactions ensures reliability in high-performance applications[1][2].
-
Schema Generation and Migrations:
- With tools like Alembic (used with Flask-Migrate), SQLAlchemy supports schema migrations, enabling smooth updates to the database structure[7].
-
Flexibility:
- Allows raw SQL execution when needed while maintaining Pythonic abstractions for most tasks[1][2].
Using SQLAlchemy with Azure Database for PostgreSQL
To integrate SQLAlchemy with Azure Database for PostgreSQL Flexible Server, consider the following:
-
Authentication:
- Token-based authentication with Azure Active Directory (AAD) can be implemented using SQLAlchemy’s
do_connect
event hook for dynamic token generation[4].
- Token-based authentication with Azure Active Directory (AAD) can be implemented using SQLAlchemy’s
-
Dependencies:
- For Azure Functions or App Services, ensure required libraries like
libpq
andpsycopg2
are installed. Challenges may arise in consumption-based plans due to restrictions on server-level installations[5].
- For Azure Functions or App Services, ensure required libraries like
-
Framework Integration:
- SQLAlchemy can be paired with frameworks like Flask using Flask-SQLAlchemy to simplify integration. Flask-Migrate can handle schema migrations efficiently[7].
-
Environment Configuration:
- Use
.env
files withpython-dotenv
to manage connection strings and environment variables securely[7].
- Use
Example Workflow
Here’s an example setup for using SQLAlchemy in an Azure Database for PostgreSQL project:
-
Install dependencies:
pip install sqlalchemy psycopg2 flask flask-sqlalchemy flask-migrate python-dotenv
-
Define the database model using SQLAlchemy ORM:
from sqlalchemy import Column, Integer, String from sqlalchemy.ext.declarative import declarative_base Base = declarative_base() class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) name = Column(String) email = Column(String)
-
Configure connection settings in
.env
file:DATABASE_URL=postgresql://<user>:<password>@<host>:<port>/<database>
-
Use Flask-SQLAlchemy for integration:
from flask import Flask from flask_sqlalchemy import SQLAlchemy app = Flask(__name__) app.config['SQLALCHEMY_DATABASE_URI'] = os.getenv('DATABASE_URL') db = SQLAlchemy(app)
-
Deploy the application to Azure App Service or Functions based on your requirements.
Challenges
- Consumption-based Azure Functions may require upgrading to premium tiers to handle dependencies like
libpq
[5]. - Token-based authentication with AAD may require additional configuration due to limited support in connection strings[4].
By leveraging SQLAlchemy’s features alongside Azure’s managed services, you can build scalable and efficient database applications tailored to PostgreSQL Flexible Server environments.
Sources
[1] Quickstart: Create With Azure Libraries (SDK) for Python
https://learn.microsoft.com/en-us/azure/postgresql/flexible-server/quickstart-create-server-python-sdk
[2] Why does Azure recommend Postgresql for Python app in … - Reddit
https://www.reddit.com/r/AZURE/comments/15f4vay/why_does_azure_recommend_postgresql_for_python/
[3] Build AI Apps with Azure Database for PostgreSQL - LinkedIn
https://www.linkedin.com/pulse/build-ai-apps-azure-database-postgresql-kalai-shakrapani-nsr3c
[4] Connecting Python application to Azure Database for PostgreSQL
https://lnx.azurewebsites.net/connecting-python-application-to-azure-database-for-postgresql/
[5] Azure-Samples/azure-postgres-pgvector-python - GitHub
https://github.com/Azure-Samples/azure-postgres-pgvector-python
[6] python - Connection to a Azure SQL DB in many modules needed
https://stackoverflow.com/questions/60352147/connection-to-a-azure-sql-db-in-many-modules-needed-how-to
[7] azure-python-labs/01-postgres/README.md at main - GitHub
https://github.com/Azure-Samples/azure-python-labs/blob/main/01-postgres/README.md
[8] Quickstart: Create With Azure Libraries (SDK) for Python
https://docs.azure.cn/en-us/postgresql/flexible-server/quickstart-create-server-python-sdk
[9] Connect using Python - Azure Database for PostgreSQL flexible server
https://learn.microsoft.com/en-us/azure/postgresql/flexible-server/connect-python
[10] Azure MySQL/PostgreSQL libraries for Python | Microsoft Learn
https://learn.microsoft.com/en-us/python/api/overview/azure/database-for-mysql-postgres?view=azure-python
[1] https://pypi.org/project/SQLAlchemy/
[2] SQLAlchemy - Wikipedia https://en.wikipedia.org/wiki/SQLAlchemy
[3] SQLAlchemy - high performing and accurate Python SQL toolkit https://quintagroup.com/cms/python/sqlalchemy
[4] SqlAlchemy connect to Azure Postgresql Flexible Database with … https://stackoverflow.com/questions/77135512/sqlalchemy-connect-to-azure-postgresql-flexible-database-with-token-authenticati
[5] Azure Functions Python runtime V2 Model to use SQLAlchemy for … https://learn.microsoft.com/en-us/answers/questions/1344788/azure-functions-python-runtime-v2-model-to-use-sql
[6] Connecting Python application to Azure Database for PostgreSQL https://lnx.azurewebsites.net/connecting-python-application-to-azure-database-for-postgresql/
[7] Deploy a Python (Flask) web app with PostgreSQL in Azure https://learn.microsoft.com/en-us/samples/azure-samples/msdocs-flask-postgresql-sample-app/msdocs-flask-postgresql-sample-app/
[8] Advanced SQLAlchemy Features You Need To Start Using https://martinheinz.dev/blog/28
[9] SQLAlchemy ORM Tutorial for Python Developers - Auth0 https://auth0.com/blog/sqlalchemy-orm-tutorial-for-python-developers/
[10] SQLAlchemy: The BEST SQL Database Library in Python - YouTube https://www.youtube.com/watch?v=aAy-B6KPld8
[11] 10 Reasons to love SQLAlchemy https://pajhome.org.uk/blog/10_reasons_to_love_sqlalchemy.html
[12] SQLAlchemy - The Database Toolkit for Python https://www.sqlalchemy.org
[13] Since I’m good with SQL is there any reason to use SQLAlchemy? https://www.reddit.com/r/learnpython/comments/x4in3y/since_im_good_with_sql_is_there_any_reason_to_use/
[14] Working with Engines and Connections - SQLAlchemy Documentation http://docs.sqlalchemy.org/en/latest/core/connections.html
[15] SQLAlchemy Unified Tutorial https://docs.sqlalchemy.org/tutorial/index.html
[16] Overview — SQLAlchemy 2.0 Documentation http://docs.sqlalchemy.org/en/latest/intro.html
[17] What is SQLAlchemy Used For? An Overview with Practical Examples https://www.cdata.com/blog/what-is-sqlalchemy
[18] Integrate Azure Database for PostgreSQL with Service Connector https://learn.microsoft.com/en-us/azure/service-connector/how-to-integrate-postgres
[19] Service overview - Azure Database for PostgreSQL - Flexible Server https://docs.azure.cn/en-us/postgresql/flexible-server/service-overview
[20] How to use SQLAlchemy ORM to access PostgreSQL Data in Python https://www.cdata.com/kb/tech/postgresql-python-sqlalchemy.rst
[21] Azure Database for PostgreSQL flexible server - Learn Microsoft https://learn.microsoft.com/en-us/azure/postgresql/flexible-server/overview
[22] PostgreSQL — SQLAlchemy 2.0 Documentation http://docs.sqlalchemy.org/en/latest/dialects/postgresql.html
[23] Azure Database for PostgreSQL Flexible Server - YouTube https://www.youtube.com/watch?v=zlUX4FlHX20&vl=en
[24] azure-postgres-pgvector-python/examples/sqlalchemy_movies.py at … https://github.com/Azure-Samples/azure-postgres-pgvector-python/blob/main/examples/sqlalchemy_movies.py
[25] Connect using Python - Azure Database for PostgreSQL flexible server https://learn.microsoft.com/en-us/azure/postgresql/flexible-server/connect-python
[26] Connect to Azure SQL database in SQL Alchemy using Entra ID … https://dev.to/kummerer94/connect-to-azure-sql-database-in-sql-alchemy-using-entra-id-tokens-4bjl
[27] Connect and query - Azure Database for PostgreSQL flexible server https://learn.microsoft.com/en-us/azure/postgresql/flexible-server/how-to-connect-query-guide
[28] Azure SQL and SQLAlchemy Demo | Unscripted Coding - YouTube https://www.youtube.com/watch?v=0ZfpfSeHlAg
[29] Quickstart: Create an Azure Database for PostgreSQL flexible server https://docs.azure.cn/en-us/postgresql/flexible-server/quickstart-create-server
[30] SQLAlchemy Introduction - Tutorialspoint https://www.tutorialspoint.com/sqlalchemy/sqlalchemy_introduction.htm
[31] SQLAlchemy - Full Stack Python https://www.fullstackpython.com/sqlalchemy.html
[32] Features - SQLAlchemy https://www.sqlalchemy.org/features.html
[33] Discover SQLAlchemy: A Beginner Tutorial With Examples https://www.datacamp.com/tutorial/sqlalchemy-tutorial-examples
[34] sqlalchemy-what-is-it-whats-it-for https://datascientest.com/en/sqlalchemy-what-is-it-whats-it-for
[35] Azure Functions Python runtime V2 Model to use SQLAlchemy for … https://learn.microsoft.com/en-gb/answers/questions/1344788/azure-functions-python-runtime-v2-model-to-use-sql
[36] Connect and Query Azure Database for PostgreSQL Flexible Server … https://www.youtube.com/watch?v=M9NSBOY3x8Y
[37] Securely Connect to Azure SQL Database with SQLAlchemy and … https://techcommunity.microsoft.com/blog/fasttrackforazureblog/connecting-to-azure-sql-database-using-sqlalchemy-and-microsoft-entra-authentica/4259772
[38] Azure SQL PostgreSQL Integration: 3 Easy Methods - Hevo Data https://hevodata.com/learn/azure-sql-postgresql/