search
HomeBackend DevelopmentPython TutorialTransaction management in Python ORM: ensuring data integrity

Python ORM 中的事务管理:确保数据完整性

Characteristics of transactions:

  • Atomicity: All operations in the transaction are either fully committed or fully rolled back, and there is no partial submission.
  • Consistency: After the transaction is completed, the database must be in a consistent state and comply with all constraints and integrity rules.
  • Isolation: Different transactions are independent of each other and will not affect each other.
  • Durability (Durability): Once a transaction is committed, the changes made to the database will be permanently saved, even if a system failure occurs.

Explicit transactions in Python ORM:

To ensure data integrity, transactions can be started and committed explicitly. For example, when using sqlAlchemy ORM, you can use a context manager to manage transactions:

from sqlalchemy.orm import sessionmaker

Session = sessionmaker()
session = Session()

try:
#Perform database operations
session.commit()
exceptException:
session.rollback()

Implicit transactions in Python ORM:

Some ORM frameworks provide implicit transaction management, automatically starting and committing transactions. For example, when using the Peewee ORM, database operations are automatically wrapped in transactions unless explicitly disabled:

from peewee import *

database = SqliteDatabase("database.db")
database.connect()

#Perform database operations

database.close()

When to use transactions:

It is important to use transactions in the following situations:

  • In operations involving multiple database tables, to ensure atomicity of data.
  • When it is necessary to ensure the consistency of the database and prevent inconsistent states.
  • When multiple users concurrently access the database, to isolate different transactions and prevent conflicts.

Frequently Asked Questions about Transactions:

  • Deadlock: A conflict that occurs when multiple transactions try to access the same resource.
  • Dirty read: A transaction reads the unfinished changes of another transaction that have not yet been committed to the database.
  • Non-repeatable read: A transaction reads the same data repeatedly, but obtains different results due to changes by another transaction.

Best practices to avoid transaction problems:

  • Avoid performing long-running operations within a transaction.
  • Use locks to prevent conflicts and deadlocks.
  • Perform regular database maintenance, including index optimization and cleaning.
  • Write robust transaction processing code to correctly handle exceptions and rollbacks.

The above is the detailed content of Transaction management in Python ORM: ensuring data integrity. For more information, please follow other related articles on the PHP Chinese website!

Statement
This article is reproduced at:编程网. If there is any infringement, please contact admin@php.cn delete
Python: Automation, Scripting, and Task ManagementPython: Automation, Scripting, and Task ManagementApr 16, 2025 am 12:14 AM

Python excels in automation, scripting, and task management. 1) Automation: File backup is realized through standard libraries such as os and shutil. 2) Script writing: Use the psutil library to monitor system resources. 3) Task management: Use the schedule library to schedule tasks. Python's ease of use and rich library support makes it the preferred tool in these areas.

Python and Time: Making the Most of Your Study TimePython and Time: Making the Most of Your Study TimeApr 14, 2025 am 12:02 AM

To maximize the efficiency of learning Python in a limited time, you can use Python's datetime, time, and schedule modules. 1. The datetime module is used to record and plan learning time. 2. The time module helps to set study and rest time. 3. The schedule module automatically arranges weekly learning tasks.

Python: Games, GUIs, and MorePython: Games, GUIs, and MoreApr 13, 2025 am 12:14 AM

Python excels in gaming and GUI development. 1) Game development uses Pygame, providing drawing, audio and other functions, which are suitable for creating 2D games. 2) GUI development can choose Tkinter or PyQt. Tkinter is simple and easy to use, PyQt has rich functions and is suitable for professional development.

Python vs. C  : Applications and Use Cases ComparedPython vs. C : Applications and Use Cases ComparedApr 12, 2025 am 12:01 AM

Python is suitable for data science, web development and automation tasks, while C is suitable for system programming, game development and embedded systems. Python is known for its simplicity and powerful ecosystem, while C is known for its high performance and underlying control capabilities.

The 2-Hour Python Plan: A Realistic ApproachThe 2-Hour Python Plan: A Realistic ApproachApr 11, 2025 am 12:04 AM

You can learn basic programming concepts and skills of Python within 2 hours. 1. Learn variables and data types, 2. Master control flow (conditional statements and loops), 3. Understand the definition and use of functions, 4. Quickly get started with Python programming through simple examples and code snippets.

Python: Exploring Its Primary ApplicationsPython: Exploring Its Primary ApplicationsApr 10, 2025 am 09:41 AM

Python is widely used in the fields of web development, data science, machine learning, automation and scripting. 1) In web development, Django and Flask frameworks simplify the development process. 2) In the fields of data science and machine learning, NumPy, Pandas, Scikit-learn and TensorFlow libraries provide strong support. 3) In terms of automation and scripting, Python is suitable for tasks such as automated testing and system management.

How Much Python Can You Learn in 2 Hours?How Much Python Can You Learn in 2 Hours?Apr 09, 2025 pm 04:33 PM

You can learn the basics of Python within two hours. 1. Learn variables and data types, 2. Master control structures such as if statements and loops, 3. Understand the definition and use of functions. These will help you start writing simple Python programs.

How to teach computer novice programming basics in project and problem-driven methods within 10 hours?How to teach computer novice programming basics in project and problem-driven methods within 10 hours?Apr 02, 2025 am 07:18 AM

How to teach computer novice programming basics within 10 hours? If you only have 10 hours to teach computer novice some programming knowledge, what would you choose to teach...

See all articles

Hot AI Tools

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Undress AI Tool

Undress AI Tool

Undress images for free

Clothoff.io

Clothoff.io

AI clothes remover

AI Hentai Generator

AI Hentai Generator

Generate AI Hentai for free.

Hot Article

R.E.P.O. Energy Crystals Explained and What They Do (Yellow Crystal)
4 weeks agoBy尊渡假赌尊渡假赌尊渡假赌
R.E.P.O. Best Graphic Settings
4 weeks agoBy尊渡假赌尊渡假赌尊渡假赌
R.E.P.O. How to Fix Audio if You Can't Hear Anyone
4 weeks agoBy尊渡假赌尊渡假赌尊渡假赌
R.E.P.O. Chat Commands and How to Use Them
4 weeks agoBy尊渡假赌尊渡假赌尊渡假赌

Hot Tools

VSCode Windows 64-bit Download

VSCode Windows 64-bit Download

A free and powerful IDE editor launched by Microsoft

DVWA

DVWA

Damn Vulnerable Web App (DVWA) is a PHP/MySQL web application that is very vulnerable. Its main goals are to be an aid for security professionals to test their skills and tools in a legal environment, to help web developers better understand the process of securing web applications, and to help teachers/students teach/learn in a classroom environment Web application security. The goal of DVWA is to practice some of the most common web vulnerabilities through a simple and straightforward interface, with varying degrees of difficulty. Please note that this software

SublimeText3 Linux new version

SublimeText3 Linux new version

SublimeText3 Linux latest version

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

MantisBT

MantisBT

Mantis is an easy-to-deploy web-based defect tracking tool designed to aid in product defect tracking. It requires PHP, MySQL and a web server. Check out our demo and hosting services.