SQLAlchemy - Introduction (2024)

SQLAlchemy - Introduction (1)

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SQLAlchemy is a popular SQL toolkit and Object Relational Mapper. It is written in Python and gives full power and flexibility of SQL to an application developer. It is an open source and cross-platform software released under MIT license.

SQLAlchemy is famous for its object-relational mapper (ORM), using which, classes can be mapped to the database, thereby allowing the object model and database schema to develop in a cleanly decoupled way from the beginning.

As size and performance of SQL databases start to matter, they behave less like object collections. On the other hand, as abstraction in object collections starts to matter, they behave less like tables and rows. SQLAlchemy aims to accommodate both of these principles.

For this reason, it has adopted the data mapper pattern (like Hibernate) rather than the active record pattern used by a number of other ORMs. Databases and SQL will be viewed in a different perspective using SQLAlchemy.

Michael Bayer is the original author of SQLAlchemy. Its initial version was released in February 2006. Latest version is numbered as 1.2.7, released as recently as in April 2018.

What is ORM?

ORM (Object Relational Mapping) is a programming technique for converting data between incompatible type systems in object-oriented programming languages. Usually, the type system used in an Object Oriented (OO) language like Python contains non-scalar types. These cannot be expressed as primitive types such as integers and strings. Hence, the OO programmer has to convert objects in scalar data to interact with backend database. However, data types in most of the database products such as Oracle, MySQL, etc., are primary.

In an ORM system, each class maps to a table in the underlying database. Instead of writing tedious database interfacing code yourself, an ORM takes care of these issues for you while you can focus on programming the logics of the system.

SQLAlchemy - Environment setup

Let us discuss the environmental setup required to use SQLAlchemy.

Any version of Python higher than 2.7 is necessary to install SQLAlchemy. The easiest way to install is by using Python Package Manager, pip. This utility is bundled with standard distribution of Python.

pip install sqlalchemy

Using the above command, we can download the latest released version of SQLAlchemy from python.org and install it to your system.

In case of anaconda distribution of Python, SQLAlchemy can be installed from conda terminal using the below command −

conda install -c anaconda sqlalchemy

It is also possible to install SQLAlchemy from below source code −

python setup.py install

SQLAlchemy is designed to operate with a DBAPI implementation built for a particular database. It uses dialect system to communicate with various types of DBAPI implementations and databases. All dialects require that an appropriate DBAPI driver is installed.

The following are the dialects included −

  • Firebird
  • Microsoft SQL Server
  • MySQL
  • Oracle
  • PostgreSQL
  • SQLite
  • Sybase

To check if SQLAlchemy is properly installed and to know its version, enter the following command in the Python prompt −

>>> import sqlalchemy>>>sqlalchemy.__version__'1.2.7'

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SQLAlchemy - Introduction (2024)

FAQs

What is SQLAlchemy used for? ›

SQLAlchemy is the Python SQL toolkit that allows developers to access and manage SQL databases using Pythonic domain language. You can write a query in the form of a string or chain Python objects for similar queries.

Why use SQLAlchemy instead of SQL? ›

SQLAlchemy code tends to be more readable and easier to maintain than raw SQL queries. It leverages Python classes and objects to represent database tables and rows, making your code intuitive and self-explanatory.

Is SQLAlchemy a programming language? ›

SQLAlchemy is an open-source SQL toolkit and object-relational mapper (ORM) for the Python programming language released under the MIT License.

Is it easy to learn SQLAlchemy? ›

This SQLAlchemy Tutorial is very well suited for beginners and also for experienced programmers. This specially designed free SQLAlchemy tutorial will help you learn SQLAlchemy most efficiently, with all topics from basics to advanced.

Is SQLAlchemy a Python library? ›

It's not a database, but a library for handling databases, or as they put it: SQLAlchemy is the Python SQL toolkit and Object Relational Mapper that gives application developers the full power and flexibility of SQL. The file based dialect is SQLite.

Is SQLAlchemy good for ETL? ›

One of the key aspects of any data science workflow is the sourcing, cleaning, and storing of raw data in a form that can be used upstream. This process is commonly referred to as “Extract-Transform-Load,” or ETL for short.

What are the disadvantages of SQLAlchemy? ›

One big disadvantage though is, Flask-SqlAlchemy doesn't provide any way to setup multi-tenancy in app. That is IMO biggest negative. binds provided only is to attach different database to different model, while there is no way to use tenant-specific database with same model.

When should I use SQLAlchemy? ›

SQLAlchemy is a Python library that makes it easier to work with databases. It allows you to create objects representing your data and then use them to interact with the database. This can make your code more readable and maintainable, and it can also help you to avoid errors.

What is the difference between SQLAlchemy and ORM? ›

Main difference is that Django ORM uses the “active record implementation”, and SQL Alchemy uses “data mapper implementation”. It means that Django ORM cannot use our models for queries if every row is not linked with the overall model object.

Does SQLAlchemy create a database? ›

By passing the database which is not present, to the engine then sqlalchemy automatically creates a new database.

What databases are supported by SQLAlchemy? ›

Supported Databases. SQLAlchemy includes dialects for SQLite, Postgresql, MySQL & MariaDB, Oracle, and MS-SQL most of which support multiple DBAPIs. SQLAlchemy supports both sync and async drivers, alliwing the use with asyncio. Other dialects are published as external projects.

What is similar to SQLAlchemy? ›

SQLAlchemy Alternatives
  • Django ORM.
  • Peewee.
  • SQLObject.
  • Storm.
  • Tortoise-ORM.
  • Pony ORM.
  • Choosing the Perfect ORM.
  • Project Size and Complexity: Consider how big and complex your project is. Some ORMs are more suitable for smaller endeavors, while others shine in the heavyweight division.
Aug 21, 2023

What are the major benefits of using SQLAlchemy? ›

Here are some key benefits:
  • Efficiency: SQLAlchemy allows developers to interact with the database using Python's objects and methods, eliminating the need to write separate SQL queries. ...
  • Code readability: By enabling developers to work with data as Python objects, SQLAlchemy enhances code readability.
Mar 28, 2024

Are SQLite and SQLAlchemy the same? ›

SQLAlchemy, on the other hand, is a Python library that provides a higher-level interface for working with databases, including SQLite. It allows you to write Python code interacting with your database, making it easier to manipulate data and write complex queries.

How to execute a query in SQLAlchemy? ›

Pass the SQL query to the execute() function and get all the results using fetchall() function. Use a for loop to iterate through the results. The SQLAlchemy query shown in the below code selects all rows where the book price is greater than Rs. 50.

What is the difference between SQLite and SQLAlchemy? ›

SQLAlchemy, on the other hand, is a Python library that provides a higher-level interface for working with databases, including SQLite. It allows you to write Python code interacting with your database, making it easier to manipulate data and write complex queries.

Is SQLAlchemy better than MySQL? ›

MySQL is a specific database management system (DBMS) that operates with its own syntax and features. On the other hand, SQLAlchemy provides a higher level of abstraction, allowing developers to write code that is not specific to any particular DBMS.

What does SQLAlchemy text do? ›

The text function from SQLAlchemy lets you build custom SQL statements.

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