search
HomeDatabaseMysql TutorialHow to implement MySQL underlying optimization: horizontal and vertical splitting strategies for data tables

How to implement MySQL underlying optimization: horizontal and vertical splitting strategies for data tables

How to implement MySQL underlying optimization: horizontal and vertical splitting strategies for data tables, specific code examples are required

Introduction:
In large-scale application scenarios, MySQL database Often faced with the pressure of storing and querying massive data. In order to solve this problem, MySQL provides data table partitioning strategies, including horizontal partitioning (Horizontal Partitioning) and vertical partitioning (Vertical Partitioning). This article will introduce how to implement MySQL underlying optimization, focusing on the data table segmentation strategy, and will also give specific code examples.

1. Horizontal splitting strategy for data tables
Horizontal splitting refers to dividing the data originally stored in the same table into multiple tables according to certain conditions, and each table only contains part of the data. The core of horizontal splitting is to disperse data into different physical tables based on the value of a certain column, which can reduce the amount of data in a single table and improve query efficiency.

The following takes an order table as an example, assuming that it needs to be divided horizontally according to the order date. First create an original order table:

CREATE TABLE orders (
  order_id INT PRIMARY KEY,
  customer_id INT,
  order_date DATE,
  total_amount DECIMAL(10,2),
  ...
);

Next, use the following code example to implement the function of horizontal splitting by order date:

-- 创建分表orders_2020、orders_2021
CREATE TABLE orders_2020 LIKE orders;
CREATE TABLE orders_2021 LIKE orders;

-- 将订单数据插入到对应的分表中
INSERT INTO orders_2020 SELECT * FROM orders WHERE order_date BETWEEN '2020-01-01' AND '2020-12-31';
INSERT INTO orders_2021 SELECT * FROM orders WHERE order_date BETWEEN '2021-01-01' AND '2021-12-31';

-- 删除原始订单表
DROP TABLE orders;

With the above code, we create two sub-tables orders_2020 and orders_2021, and split and insert the order data according to the conditions of the order date. Finally the original order form is deleted.

2. Vertical segmentation strategy of data tables
Vertical segmentation refers to dividing the columns originally stored in the same table into multiple tables according to a certain rule, and each table only contains some columns. The purpose of vertical splitting is to separate frequently queried columns from infrequently queried columns to improve query efficiency.

Continuing to take the order table as an example, assume that the order table is divided vertically according to the order amount, and the basic information of the order and the order amount are stored in two tables respectively. First create an original order table:

CREATE TABLE orders (
  order_id INT PRIMARY KEY,
  customer_id INT,
  order_date DATE,
  total_amount DECIMAL(10,2),
  ...
);

Next, use the following code example to implement vertical splitting of the order table:

-- 创建分表orders_info和orders_amount
CREATE TABLE orders_info (
  order_id INT PRIMARY KEY,
  customer_id INT,
  order_date DATE,
  ...
);

CREATE TABLE orders_amount (
  order_id INT PRIMARY KEY,
  total_amount DECIMAL(10,2)
);

-- 将数据插入到对应的分表中
INSERT INTO orders_info SELECT order_id, customer_id, order_date FROM orders;
INSERT INTO orders_amount SELECT order_id, total_amount FROM orders;

-- 删除原始订单表
DROP TABLE orders;

With the above code, we create two sub-tables orders_info and orders_amount, and split and insert the order data according to basic information and order amount. Finally the original order form is deleted.

Summary:
Through horizontal and vertical segmentation strategies, we can optimize the underlying MySQL and improve query efficiency. Horizontal splitting can disperse data into multiple tables, reducing the amount of data in a single table; vertical splitting can separate frequently queried columns from infrequently queried columns, improving query efficiency. In actual applications, select an appropriate segmentation strategy based on specific business scenarios and write corresponding code to implement the segmentation function.

Note: The above code examples are for demonstration purposes only, and need to be appropriately modified and improved according to specific needs in actual applications.

The above is the detailed content of How to implement MySQL underlying optimization: horizontal and vertical splitting strategies for data tables. For more information, please follow other related articles on the PHP Chinese website!

Statement
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn
What are some tools you can use to monitor MySQL performance?What are some tools you can use to monitor MySQL performance?Apr 23, 2025 am 12:21 AM

How to effectively monitor MySQL performance? Use tools such as mysqladmin, SHOWGLOBALSTATUS, PerconaMonitoring and Management (PMM), and MySQL EnterpriseMonitor. 1. Use mysqladmin to view the number of connections. 2. Use SHOWGLOBALSTATUS to view the query number. 3.PMM provides detailed performance data and graphical interface. 4.MySQLEnterpriseMonitor provides rich monitoring functions and alarm mechanisms.

How does MySQL differ from SQL Server?How does MySQL differ from SQL Server?Apr 23, 2025 am 12:20 AM

The difference between MySQL and SQLServer is: 1) MySQL is open source and suitable for web and embedded systems, 2) SQLServer is a commercial product of Microsoft and is suitable for enterprise-level applications. There are significant differences between the two in storage engine, performance optimization and application scenarios. When choosing, you need to consider project size and future scalability.

In what scenarios might you choose SQL Server over MySQL?In what scenarios might you choose SQL Server over MySQL?Apr 23, 2025 am 12:20 AM

In enterprise-level application scenarios that require high availability, advanced security and good integration, SQLServer should be chosen instead of MySQL. 1) SQLServer provides enterprise-level features such as high availability and advanced security. 2) It is closely integrated with Microsoft ecosystems such as VisualStudio and PowerBI. 3) SQLServer performs excellent in performance optimization and supports memory-optimized tables and column storage indexes.

How does MySQL handle character sets and collations?How does MySQL handle character sets and collations?Apr 23, 2025 am 12:19 AM

MySQLmanagescharactersetsandcollationsbyusingUTF-8asthedefault,allowingconfigurationatdatabase,table,andcolumnlevels,andrequiringcarefulalignmenttoavoidmismatches.1)Setdefaultcharactersetandcollationforadatabase.2)Configurecharactersetandcollationfor

What are triggers in MySQL?What are triggers in MySQL?Apr 23, 2025 am 12:11 AM

A MySQL trigger is an automatically executed stored procedure associated with a table that is used to perform a series of operations when a specific data operation is performed. 1) Trigger definition and function: used for data verification, logging, etc. 2) Working principle: It is divided into BEFORE and AFTER, and supports row-level triggering. 3) Example of use: Can be used to record salary changes or update inventory. 4) Debugging skills: Use SHOWTRIGGERS and SHOWCREATETRIGGER commands. 5) Performance optimization: Avoid complex operations, use indexes, and manage transactions.

How do you create and manage user accounts in MySQL?How do you create and manage user accounts in MySQL?Apr 22, 2025 pm 06:05 PM

The steps to create and manage user accounts in MySQL are as follows: 1. Create a user: Use CREATEUSER'newuser'@'localhost'IDENTIFIEDBY'password'; 2. Assign permissions: Use GRANTSELECT, INSERT, UPDATEONmydatabase.TO'newuser'@'localhost'; 3. Fix permission error: Use REVOKEALLPRIVILEGESONmydatabase.FROM'newuser'@'localhost'; then reassign permissions; 4. Optimization permissions: Use SHOWGRA

How does MySQL differ from Oracle?How does MySQL differ from Oracle?Apr 22, 2025 pm 05:57 PM

MySQL is suitable for rapid development and small and medium-sized applications, while Oracle is suitable for large enterprises and high availability needs. 1) MySQL is open source and easy to use, suitable for web applications and small and medium-sized enterprises. 2) Oracle is powerful and suitable for large enterprises and government agencies. 3) MySQL supports a variety of storage engines, and Oracle provides rich enterprise-level functions.

What are the disadvantages of using MySQL compared to other relational databases?What are the disadvantages of using MySQL compared to other relational databases?Apr 22, 2025 pm 05:49 PM

The disadvantages of MySQL compared to other relational databases include: 1. Performance issues: You may encounter bottlenecks when processing large-scale data, and PostgreSQL performs better in complex queries and big data processing. 2. Scalability: The horizontal scaling ability is not as good as Google Spanner and Amazon Aurora. 3. Functional limitations: Not as good as PostgreSQL and Oracle in advanced functions, some functions require more custom code and maintenance.

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

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

Safe Exam Browser

Safe Exam Browser

Safe Exam Browser is a secure browser environment for taking online exams securely. This software turns any computer into a secure workstation. It controls access to any utility and prevents students from using unauthorized resources.

Atom editor mac version download

Atom editor mac version download

The most popular open source editor

EditPlus Chinese cracked version

EditPlus Chinese cracked version

Small size, syntax highlighting, does not support code prompt function

SecLists

SecLists

SecLists is the ultimate security tester's companion. It is a collection of various types of lists that are frequently used during security assessments, all in one place. SecLists helps make security testing more efficient and productive by conveniently providing all the lists a security tester might need. List types include usernames, passwords, URLs, fuzzing payloads, sensitive data patterns, web shells, and more. The tester can simply pull this repository onto a new test machine and he will have access to every type of list he needs.