ByteByteGo 2024年11月02日
EP136: The Ultimate DevOps Developer Roadmap
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文章涵盖了多种技术领域的内容,包括创建SDK、软件架构模式、Redis知识、最终一致性模式等,还提及了一些相关产品和学习路线。

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Redis是受欢迎的数据存储,具有多种特性,如多模态数据库、多种数据结构、支持多种命令和模块、支持发布订阅模式等。

介绍了6种软件架构模式,如分层架构、微服务架构、事件驱动架构、客户端-服务器架构、基于插件的架构、六边形架构,各自有优缺点。

阐述了4种最终一致性模式,包括基于事件的最终一致性、背景同步最终一致性、基于Saga的最终一致性、基于CQRS的最终一致性。

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This week’s system design refresher:


Everything You NEED to KNOW About Web Applications


The Ultimate DevOps Developer Roadmap

    Programming Languages
    Pick and master one or two programming languages. Choose from options like Python, JavaScript, Go, Ruby, etc.

    Operating Systems
    Master the ins and outs of major operating systems like Linux, Windows, Mac, and so on.

    Source Control Management
    Learn about source control management tools such as Git, GitHub, GitLab, and Bitbucket.

    Networking
    Master the basics of networking concepts such as DNS, IP, TCP, and SSH.

    CI/CD
    Pick tools like GitHub Actions, Jenkins, or CircleCI to learn about continuous integration and continuous delivery.

    Scripting and Terminals
    Learn scripting in bash, and PowerShell along with knowledge of various terminals and editors.

    Hosting and Platforms
    Master multiple hosting platforms such as AWS, Azure, GCP, Docker, Kubernetes, Digital Ocean, Lambda, Azure Functions, etc.

    Infrastructure as Code
    Learn infrastructure as code tools like Terraform, Pulumi, Ansible, Chef, Puppet, Kubernetes, etc.

    Monitoring and Logging
    Master the key tools for monitoring and logging for infrastructure and applications such as Prometheus, Elasticsearch, Logstash, Kibana, etc.

    Basics of Software Development
    Learn the basics of software development such as system availability, data management, design patterns, and team collaboration.

Over to you: What else would you add to this roadmap?


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The Ultimate Redis 101

Redis is one of the most popular data stores in the world and is packed with features.

Here are 8 simple steps that can help you understand the fundamentals of Redis.

    What is Redis?
    Redis (Remote Dictionary Server) is a multi-modal database that provides sub-millisecond latency. The core idea behind Redis is that a cache can also act as a full-fledged database.

    Redis Adoption
    High-traffic internet websites like Airbnb, Uber, Slack, and many others have adopted Redis in their technology stack.

    How Redis Changed the Database Game?
    Redis supported main memory read/writes while still supporting fully durable storage. Read and writes are served from the main memory but the data is also persisted to the disk. This is done using snapshots (RDB) and AOF.

    Redis Data Structures
    Redis stores data in key-value format. It supports various data structures such as strings, bitmaps, lists, sets, sorted sets, hash, JSON, etc.

    Basic Redis Commands
    Some of the most used Redis commands are SET, GET, DELETE, INCR, HSET, etc. There are many more commands available.

    Redis Modules
    Redis modules are add-ons that extend Redis functionality beyond its core features. Some prominent modules are RediSearch, RedisJSON, RedisGraph, RedisBloom, RedisAI, RedisTimeSeries, RedisGears, RedisML, and so on.

    Redis Pub/Sub
    Redis also supports even-driven architecture using a publish-subscribe communication model.

    Redis Use Cases
    Top Redis use cases are Distributed Caching, Session Storage, Message Queue, Rate Limiting, High-Speed Database, etc.

Over to you: What else will you add to get a better understanding of Redis?


6 Software Architectural Patterns You Must Know

Choosing the right software architecture pattern is essential for solving problems efficiently.

    Layered Architecture
    Each layer plays a distinct and clear role within the application context.
    Great for applications that need to be built quickly. On the downside, source code can become unorganized if proper rules aren’t followed

    Microservices Architecture
    Break down a large system into smaller and more manageable components.
    Systems built with microservices architecture are fault tolerant. Also, each component can be scaled individually. On the downside, it might increase the complexity of the application.

    Event-Driven Architecture
    Services talk to each other by emitting events that other services may or may not consume.
    This style promotes loose coupling between components. However, testing individual components becomes challenging

    Client-Server Architecture
    It comprises two main components - clients and servers communicating over a network.
    Great for real-time services. However, servers can become a single point of failure.

    Plugin-based Architecture
    This pattern consists of two types of components - a core system and plugins. The plugin modules are independent components providing a specialized functionality.
    Great for applications that have to be expanded over time like IDEs. However, changing the core is difficult.

    Hexagonal Architecture
    This pattern creates an abstraction layer that protects the core of an application and isolates it from external integrations for better modularity. Also known as ports and adapters architecture.
    On the downside, this pattern can lead to increased development time and learning curve.

Over to you: Which other architectural pattern have you seen?


Top Eventual Consistency Patterns You Must Know

Eventual consistency is a data consistency model that ensures that updates to a distributed database are eventually reflected across all nodes. Techniques like async replication help achieve eventual consistency.

However, eventual consistency can also result in data inconsistency. Here are 4 patterns that can help you design applications.

Pattern#1 - Event-based Eventual Consistency
Services emit events and other services listen to these events to update their database instances. This makes services loosely coupled but delays data consistency.

Pattern#2 - Background Sync Eventual Consistency
In this pattern, a background job makes the data across databases consistent. It results in slower eventual consistency since the background job runs on a specific schedule.

Pattern#3 - Saga-based Eventual Consistency
Saga is a sequence of local transactions where each transaction updates data with a single service. It is used to manage long-lived transactions that are eventually consistent.

Pattern#4 - CQRS-based Eventual Consistency
Separate read and write operations into different databases that are eventually consistent. Read and write models can be optimized for specific requirements.

Over to you: Which other eventual consistency patterns have you seen?


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