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HomeBackend DevelopmentGolangFamiliar with large-scale data processing techniques in Go language

Familiar with large-scale data processing techniques in Go language

Mar 27, 2024 am 09:09 AM
go languagedata processinglarge scale

熟悉 Go 语言中的大规模数据处理技术

With the advent of the Internet era, the amount and type of data are increasing day by day, and data processing technology has also developed rapidly. Among the many data processing technologies, Go language has become the choice of more and more enterprises and developers due to its efficiency, ease of use and good concurrency performance.

This article will introduce large-scale data processing technology in Go language, including commonly used data storage technology, data processing framework and distributed computing technology.

1. Data storage technology

  1. MySQL/MariaDB
    MySQL/MariaDB is currently the most commonly used relational database. They provide powerful query functions and rich storage engines. , which can meet the needs of most enterprises and applications.
  2. MongoDB
    MongoDB is a document-oriented database that supports complex data structures and powerful aggregation functions. It is suitable for scenarios where large amounts of data need to be stored quickly and support fast reading and writing. At the same time, MongoDB also provides good scalability and reliability.
  3. Redis
    Redis is a high-speed key-value storage system that provides fast and efficient data reading and writing capabilities, and is suitable for storing data that needs to be quickly queried and modified. Redis also supports a variety of data structures, including strings, hash tables, lists, etc.

2. Data processing framework

  1. Gin
    Gin is a lightweight and efficient Web framework that provides rich routing and middleware functions. It also has good performance and concurrency capabilities. Gin is suitable for building large-scale web services or APIs.
  2. Beego
    Beego is a comprehensive web framework that provides MVC architecture, ORM, middleware, caching, logging and other functions, and has good concurrency performance. Beego is suitable for building large-scale web applications and microservices.
  3. Echo
    Echo is a fast, flexible web framework that provides simple routing, HTTP handlers, and middleware functionality while being high-performance and scalable. Echo is great for building rapidly iterative web services and APIs.

3. Distributed computing technology

  1. Apache Kafka
    Apache Kafka is a high-performance distributed message queue system that can handle high-throughput message flows and supports publish-subscribe mode and message queue mode. Kafka is suitable for building real-time data pipelines and large-scale log processing systems.
  2. Apache Hadoop
    Apache Hadoop is an open source distributed computing framework that can effectively process large-scale data sets, supports distributed storage and computing, and provides a wealth of data processing tools and algorithms library.
  3. Apache Spark
    Apache Spark is a fast distributed computing engine that can process large-scale structured and unstructured data, supports multiple programming languages ​​and data sources, and provides rich A library of data processing tools and algorithms.

Summary
This article introduces large-scale data processing technology in Go language, including commonly used data storage technology, data processing framework and distributed computing technology. Whether processing real-time data streams or analyzing offline data sets, Go language can provide efficient and reliable solutions.

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