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Comparative analysis of MySql and Redis: How to choose a suitable database according to high concurrency scenarios

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2023-06-15 21:13:001249browse

With the rapid development of the Internet, more and more enterprises and developers are facing the challenge of high concurrency processing. In this context, how to choose a suitable database has become an important issue. In this article, we will compare and analyze two common databases-MySql and Redis, to help readers choose a suitable database according to different high-concurrency scenarios.

MySql is a relational database that is favored for its stability, scalability and mature technology ecosystem. In contrast, Redis is a memory-based non-relational database that has become a popular choice due to its high-speed reading and writing capabilities and high concurrency capabilities.

Next we will conduct a comparative analysis from the following aspects:

  1. Data storage method

MySql uses a disk-based storage method. The data is stored on the hard disk, so the data can be stored for a long time and will not be lost due to abnormal situations such as power outages. Redis is a memory-based storage method. Data is stored in memory and can be read and written quickly. However, if the power is interrupted or the system is restarted, all data will disappear.

  1. Data reading and writing capabilities

Redis is famous for its excellent reading and writing speed and high concurrency capabilities, and is the first choice in high-concurrency scenarios. Since Redis stores data in memory, it can avoid frequent I/O operations, greatly improve the speed of data access, and can easily support a large number of concurrent accesses. The read and write speed of MySql is relatively slow and cannot respond to requests quickly in high concurrency scenarios.

  1. Data consistency

MySql adopts the ACID (atomicity, consistency, isolation, durability) transaction model to ensure data consistency and integrity sex. Redis does not adopt the ACID transaction model. Although it can support transaction processing, if an exception occurs midway, it may cause data consistency problems. Therefore, MySql is a better choice in business scenarios that require extremely high data consistency.

  1. Data expansion capability

MySql adopts an expansion method based on master-slave replication, that is, reading operations are allocated to multiple slave nodes, and write operations are performed by the master node. conduct. Although this method can improve the read and write performance of the database, the delay between the slave node and the master node may cause read and write inconsistencies. Redis uses a cluster-based expansion method to divide and replicate data between multiple nodes, avoiding the performance bottleneck of a single node and ensuring data consistency.

Based on the above comparative analysis, we can draw the following conclusions:

  1. For read and write operations in high-concurrency scenarios, Redis is a better choice and can easily support a large number of concurrencies. access.
  2. MySql is a better choice for business scenarios that require extremely high data consistency and integrity.
  3. If horizontal expansion is required, the cluster mode of Redis is more appropriate.
  4. If the data needs to be stored for a long time and data loss is not allowed, it is safer to use MySql.

In summary, MySql and Redis each have their own advantages, and they should be selected according to specific business scenarios in actual applications. If you need to have high-speed reading and writing and data consistency requirements at the same time, you can use a combination of MySql and Redis to allocate read and write operations to two databases respectively to achieve optimal performance and consistency.

In short, when choosing a database, you need to fully understand the characteristics and business needs of the database, and make a choice based on the specific situation.

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