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Architecture & Thinking
Architecture & Thinking
Apr 7, 2024 · Cloud Native

Why Microservices Matter: Evolution, Benefits, and When to Adopt

Microservices have evolved from early SOA to container‑driven, cloud‑native architectures, offering fine‑grained, loosely coupled services with benefits like scalability, independent deployment, and fault isolation, while also presenting challenges such as distributed complexity, testing, and operational overhead, and are best adopted when traffic, team size, or rapid iteration demand it.

architecturecloud-native
0 likes · 12 min read
Why Microservices Matter: Evolution, Benefits, and When to Adopt
DaTaobao Tech
DaTaobao Tech
Apr 3, 2024 · Frontend Development

Clean Front-End Architecture for Agile Development

By separating UI components from business logic using a clean, layered architecture inspired by DDD, Hexagonal and Clean Architecture, the article shows how React, zustand hooks, and strict data‑dependency rules reduce coupling, lower development cost, and make agile front‑end code easier to maintain and extend.

architectureclean codedomain-driven-design
0 likes · 32 min read
Clean Front-End Architecture for Agile Development
Alibaba Cloud Developer
Alibaba Cloud Developer
Apr 2, 2024 · Frontend Development

How to Build a Scalable Frontend Architecture for Agile React Projects

This article explores the challenges of agile front‑end development, presents a clean architecture based on DDD, hexagonal and layered principles, and demonstrates practical React implementations—including account display, coin‑fly animation, withdrawal dialogs, and task components—to reduce coupling and improve maintainability.

agilearchitecturedesign-patterns
0 likes · 34 min read
How to Build a Scalable Frontend Architecture for Agile React Projects
Java Architect Essentials
Java Architect Essentials
Mar 27, 2024 · Cloud Native

Rethinking Microservices: Why Google, Amazon and Others Are Moving Away from Traditional Microservice Architectures

In 2023, major tech companies such as Google and Amazon publicly questioned the benefits of traditional microservice architectures, presenting new "microservice 2.0" concepts, monolithic alternatives, and cost‑performance analyses that highlight a broader industry shift toward more pragmatic, cloud‑native design approaches.

Cost Optimizationarchitecturecloud-native
0 likes · 12 min read
Rethinking Microservices: Why Google, Amazon and Others Are Moving Away from Traditional Microservice Architectures
Mike Chen's Internet Architecture
Mike Chen's Internet Architecture
Mar 26, 2024 · Fundamentals

Mastering Message Queues: Core Concepts, Designs, and Popular MQs

Message Queues (MQ) are essential for scalable, decoupled systems, offering asynchronous communication, reliability, buffering, and high availability; this guide explains MQ fundamentals, characteristics, architectures like point-to-point and publish/subscribe, core components, design considerations, and reviews popular solutions such as RabbitMQ, Kafka, ActiveMQ, RocketMQ, and Pulsar.

Distributed SystemsMessage QueueMessaging
0 likes · 9 min read
Mastering Message Queues: Core Concepts, Designs, and Popular MQs
Chen Tian Universe
Chen Tian Universe
Mar 26, 2024 · Fundamentals

What’s the Core Architecture Behind Modern Payment Systems?

This article breaks down the essential "kernels" of payment, transaction, settlement, accounting, and related financial processes, illustrating each layer with diagrams and explanations that reveal how businesses, platforms, and institutions collaborate to move money securely and efficiently.

Core Conceptsarchitecturefinance
0 likes · 15 min read
What’s the Core Architecture Behind Modern Payment Systems?
SQB Blog
SQB Blog
Mar 26, 2024 · Backend Development

Why Upgrade Retail Systems from MVC to DDD? A Deep Dive into Architecture

This article examines the challenges of a legacy MVC‑based retail product system, explains why a shift to Domain‑Driven Design improves flexibility and scalability, and outlines concrete architectural and data‑model optimizations for robust backend development.

DDDRetailSystem Design
0 likes · 15 min read
Why Upgrade Retail Systems from MVC to DDD? A Deep Dive into Architecture
Architect
Architect
Mar 25, 2024 · Backend Development

Designing Payment Business Architecture: Process Decomposition, Sequence Diagram, and Structural Design

The article explains how to analyze, decompose, and design a payment system by breaking the workflow into modules, illustrating pre‑payment, third‑party integration, and post‑payment stages with sequence diagrams, and proposing a data‑structure model that covers account management, transaction records, order handling, and related business components.

Sequence Diagramarchitecturedata modeling
0 likes · 10 min read
Designing Payment Business Architecture: Process Decomposition, Sequence Diagram, and Structural Design
Zhuanzhuan Tech
Zhuanzhuan Tech
Mar 20, 2024 · Backend Development

Technical Refactoring of ZhiZhi Consumer Installment System: Architecture, Design, and Implementation

This article details the background, goals, design decisions, code architecture, deployment process, monitoring setup, and outcomes of a comprehensive backend refactoring effort for the ZhiZhi consumer installment platform, illustrating how modularization, design patterns, and incremental migration improve maintainability and performance.

architecturerefactoring
0 likes · 10 min read
Technical Refactoring of ZhiZhi Consumer Installment System: Architecture, Design, and Implementation
Architect
Architect
Mar 16, 2024 · Operations

How Unified Alert Convergence Can Slash Monitoring Noise and Boost MTTA/MTTR

This article analyzes the shortcomings of fragmented monitoring systems, defines key metrics such as MTTA and MTTR, proposes a unified alert convergence architecture using Redis delayed queues, and details design, implementation, and future AI‑enhanced improvements to reduce alert fatigue and accelerate incident response.

MTTAMTTROperations
0 likes · 22 min read
How Unified Alert Convergence Can Slash Monitoring Noise and Boost MTTA/MTTR
Liangxu Linux
Liangxu Linux
Mar 11, 2024 · Fundamentals

Why 32‑bit vs 64‑bit Matters: CPU, OS, Memory and Code Explained

This article explains the meaning of 32‑bit and 64‑bit labels for CPUs, operating systems, software and integer types, shows how source code becomes machine code and a running process, and clarifies the memory‑addressing limits and compatibility rules of each architecture.

CPUMemoryarchitecture
0 likes · 14 min read
Why 32‑bit vs 64‑bit Matters: CPU, OS, Memory and Code Explained
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 11, 2024 · Operations

Why iLogtail Needed a Complete Architecture Overhaul and How It Was Done

This article explains the motivations behind iLogtail's architectural redesign, details the evolution from a single‑file C++ collector to a modular pipeline with Golang plugins, outlines the refactor goals and implementation practices, and reflects on the challenges and outcomes of the six‑month effort.

GolangPlugin Systemarchitecture
0 likes · 38 min read
Why iLogtail Needed a Complete Architecture Overhaul and How It Was Done
Goodme Frontend Team
Goodme Frontend Team
Mar 7, 2024 · Frontend Development

Must‑Read Frontend Insights & Tools You Can’t Miss This Week

This roundup curates the latest frontend resources—including web performance snippets, Deno’s new JSR registry, Vercel’s AI SDK, VSCode source navigation tricks, architecture design lessons, a Canvas rendering engine guide, React nested component pitfalls, Bilibili analytics platform case study, and product design simplification tips—providing practical knowledge for developers and product teams.

CanvasJavaScriptProduct Design
0 likes · 6 min read
Must‑Read Frontend Insights & Tools You Can’t Miss This Week
DevOps
DevOps
Mar 4, 2024 · Frontend Development

Building QQ Front-end Unified Access Layer: Architecture, Technical Choices, and Performance Insights

This article shares a decade‑long journey of designing and scaling the QQ front‑end unified access layer, covering business background, overall architecture, solution comparisons, core challenges, observability, and performance optimizations while reflecting on practical lessons for large‑scale front‑end systems.

architecturecase studyfrontend
0 likes · 10 min read
Building QQ Front-end Unified Access Layer: Architecture, Technical Choices, and Performance Insights
Architect
Architect
Mar 4, 2024 · Backend Development

Solving Interface Coupling with a Dedicated TPS Microservice

The article analyzes front‑end and back‑end coupling problems caused by multiple controller calls and third‑party push integrations, and proposes a dedicated TPS microservice that centralizes third‑party interactions via a Feign interface to reduce duplication and simplify future changes.

Microservicesarchitecturefeign
0 likes · 6 min read
Solving Interface Coupling with a Dedicated TPS Microservice
JavaEdge
JavaEdge
Mar 2, 2024 · Backend Development

How We Boosted Twitter’s Recommendation Engine Reliability from 2‑9 to 3‑9

This article details how a Twitter recommendation engine was refactored over three months to improve stability, introduce scalable tooling, redesign material storage and read‑status services, and ultimately raise availability from under 99% to over 99.9% while cutting latency and resource usage.

ReliabilityScalabilityarchitecture
0 likes · 13 min read
How We Boosted Twitter’s Recommendation Engine Reliability from 2‑9 to 3‑9
Architect
Architect
Mar 2, 2024 · Backend Development

Decoupling Business Messaging: A Deep Dive into the X‑Pigeon Platform Architecture

This article analyzes the challenges of tightly coupled message‑business code, duplicated service implementations, and intermittent message loss, then details the design of the X‑Pigeon centralized messaging platform—including its three‑element model, lifecycle states, rate‑limiting strategies, and template system—to achieve scalable, reliable communication across microservices.

BackendCloud NativeMessaging
0 likes · 11 min read
Decoupling Business Messaging: A Deep Dive into the X‑Pigeon Platform Architecture
Architect
Architect
Feb 25, 2024 · Backend Development

Unlocking Tomcat: A Deep Dive into Its Architecture and Design Patterns

This article dissects Tomcat’s mature architecture, explaining its macro and micro design, startup flow, connector and container components, lifecycle management, class‑loader hierarchy, hot‑reload mechanism, and how developers can apply the demonstrated patterns such as composite, observer, template method, and strategy in real projects.

Class LoaderDesign PatternsMicroservices
0 likes · 43 min read
Unlocking Tomcat: A Deep Dive into Its Architecture and Design Patterns
JavaEdge
JavaEdge
Feb 25, 2024 · Backend Development

Building a Scalable, Flexible Operation Configuration Platform for Mobile Apps

This article details the design and implementation of a high‑availability, flexible operation‑configuration platform that separates operational resources from base data, introduces JSON‑based configs, multi‑point storage, SDK integration, caching, and monitoring to improve development efficiency and system performance.

ConfigurationSDKarchitecture
0 likes · 15 min read
Building a Scalable, Flexible Operation Configuration Platform for Mobile Apps
Alibaba Cloud Native
Alibaba Cloud Native
Feb 22, 2024 · Cloud Native

Achieving 50% Cost Cut with Cloud‑Native Architecture: A Flexible Workforce Platform Case

Facing poor observability, high resource waste, and unstable releases, QingTuan’s flexible‑workforce platform transformed its monolithic and SOA systems into a cloud‑native micro‑service architecture using Alibaba Cloud ACK, MSE, ARMS, and Prometheus, achieving higher availability, elastic scaling, and up to 50% infrastructure cost reduction.

architecturecloud-nativeobservability
0 likes · 22 min read
Achieving 50% Cost Cut with Cloud‑Native Architecture: A Flexible Workforce Platform Case
MaGe Linux Operations
MaGe Linux Operations
Feb 21, 2024 · Backend Development

Is There a One‑Size‑Fits‑All Backend Architecture? Exploring Minimalist Solutions

This article examines the diversity of enterprise backend architectures, proposes a simple "universal" stack of MySQL, Redis, and Elasticsearch, evaluates its cost‑effectiveness and scalability limits, and presents extended designs—including Nginx clustering, multi‑master MySQL, sharding, MQ, Sentinel, TiDB, and micro‑service patterns—to guide choosing the most suitable solution for a given workload.

BackendTiDBarchitecture
0 likes · 15 min read
Is There a One‑Size‑Fits‑All Backend Architecture? Exploring Minimalist Solutions
DataFunTalk
DataFunTalk
Feb 20, 2024 · Cloud Native

Design and Implementation of a Cloud‑Native Recommendation System Architecture

This article presents a comprehensive overview of how to design and implement a recommendation system using cloud‑native technologies, covering the cloud‑native stack, system architecture, key design considerations such as virtualization, micro‑service migration, service governance, resilience, and stability through chaos engineering.

MicroservicesVirtualizationarchitecture
0 likes · 10 min read
Design and Implementation of a Cloud‑Native Recommendation System Architecture
Full-Stack DevOps & Kubernetes
Full-Stack DevOps & Kubernetes
Feb 19, 2024 · Cloud Native

Unveiling Kubernetes: Architecture, Core Components, and Source Code Deep Dive

This article provides a comprehensive overview of Kubernetes, detailing its fundamental concepts, master‑worker architecture, networking model, security mechanisms, extensibility via custom resources, and an in‑depth examination of key source‑code modules such as kube‑apiserver, etcd, controller‑manager, scheduler, kubelet, and kube‑proxy, with links to the official repository.

Cloud NativeContainersKubernetes
0 likes · 10 min read
Unveiling Kubernetes: Architecture, Core Components, and Source Code Deep Dive
Top Architect
Top Architect
Feb 18, 2024 · Backend Development

Designing Business Operation Logging: From AOP Annotations to Binlog‑Based Solutions

This article explores the motivations, benefits, and step‑by‑step implementations of business operation logging, starting with a simple AOP‑annotation approach, advancing to AOP combined with Spring Expression Language for richer context, and finally leveraging MySQL binlog and time‑window techniques for low‑level, reliable change capture.

BackendBinlogSpEL
0 likes · 18 min read
Designing Business Operation Logging: From AOP Annotations to Binlog‑Based Solutions
Java Tech Enthusiast
Java Tech Enthusiast
Feb 14, 2024 · Backend Development

Understanding Xxl-Job: Architecture and Implementation of a Lightweight Distributed Task Scheduler

The article explains Xxl‑Job’s lightweight distributed scheduling architecture—detailing its Scheduling Center, Executor, and Task components, demo installation steps, Maven configuration, executor bean setup, job‑handler types, scheduling logic, thread‑pool and routing strategies, blocking policies, result callbacks, and overall HTTP‑based communication flow.

Distributed Schedulingarchitecturejava
0 likes · 19 min read
Understanding Xxl-Job: Architecture and Implementation of a Lightweight Distributed Task Scheduler
Architect
Architect
Feb 12, 2024 · R&D Management

Key Principles for Effective Product Architecture Design and Strategy

The article outlines practical guidance for building a product architecture strategy, emphasizing the need to adapt past patterns to current conditions, align design with implementation resources, anticipate market and team dynamics, and foster cross‑disciplinary collaboration to ensure scalable, executable solutions.

architectureproduct strategyresource planning
0 likes · 11 min read
Key Principles for Effective Product Architecture Design and Strategy
DataFunSummit
DataFunSummit
Feb 10, 2024 · Big Data

User Profile Platform: Architecture, Core Functions, and Engineering Optimization Strategies

This article presents a comprehensive overview of a user profile platform, covering its value, typical functionalities, layered architecture with open‑source implementations, and detailed engineering optimization techniques such as wide‑table generation, crowd selection, bitmap usage, and task‑based processing to improve performance and scalability.

BitmapReal-Timearchitecture
0 likes · 19 min read
User Profile Platform: Architecture, Core Functions, and Engineering Optimization Strategies
MaGe Linux Operations
MaGe Linux Operations
Feb 4, 2024 · Cloud Native

From Monolith to Microservices: How Cloud‑Native Architecture Transforms Modern Apps

This article traces the evolution of software architecture—from early monolithic Java war packages through Service‑Oriented Architecture to modern microservices and cloud‑native designs—highlighting their structural differences, benefits, challenges, and the key principles that guide successful migration to distributed, scalable systems.

BackendMicroservicesSOA
0 likes · 10 min read
From Monolith to Microservices: How Cloud‑Native Architecture Transforms Modern Apps
Top Architect
Top Architect
Feb 1, 2024 · Backend Development

Best Practices for Application Layering in Backend Development

This article explains the importance of proper application layering in backend development, outlines Alibaba’s recommended layer structure, suggests optimizations for service and manager layers, describes domain model conversions such as DO, DTO, BO, and concludes with best‑practice recommendations for maintainable, clear‑boundary code.

BackendServicearchitecture
0 likes · 11 min read
Best Practices for Application Layering in Backend Development
JD Tech
JD Tech
Jan 30, 2024 · Fundamentals

Understanding Architecture Decision Records (ADR) and Their Practical Implementation

This article explains the concept, structure, benefits, storage options, workflow integration, common questions, and pitfalls of Architecture Decision Records (ADR), a lightweight documentation practice that helps software teams capture, communicate, and evolve critical architectural decisions effectively.

ADRDocumentationarchitecture
0 likes · 16 min read
Understanding Architecture Decision Records (ADR) and Their Practical Implementation
dbaplus Community
dbaplus Community
Jan 28, 2024 · Databases

How ByteGraph 3.0 Redefines Scalable Graph Database Architecture

This article presents a comprehensive technical overview of ByteGraph, covering its evolution from 2.0 to 3.0, core graph modeling capabilities, Gremlin query interface, architectural layers, performance bottlenecks, cost‑reduction strategies, and future roadmap for large‑scale graph data services.

ByteGraphGraph DatabaseGremlin
0 likes · 20 min read
How ByteGraph 3.0 Redefines Scalable Graph Database Architecture
vivo Internet Technology
vivo Internet Technology
Jan 10, 2024 · Industry Insights

How Vivo Scaled Its Microservice Platform for 500M Users: Architecture & Lessons

This article outlines Vivo’s journey from zero to a production‑grade microservice platform that now supports over 500 million users, detailing the business drivers, architectural capability matrix, open‑source component choices, challenges with registration and configuration centers, the engine upgrades, unified platform construction, and future directions for cloud‑native scalability.

Cloud NativeMicroservicesVivo
0 likes · 25 min read
How Vivo Scaled Its Microservice Platform for 500M Users: Architecture & Lessons
DeWu Technology
DeWu Technology
Jan 8, 2024 · Backend Development

Overview of Payment System Evolution, Architecture, and Practices

The article traces payment system evolution from early ticket‑house methods to modern real‑time settlement, explains core concepts, architecture, APIs, fund and information flows, security and two‑level clearing mechanisms, and how order‑payment interactions should be designed for reliable e‑commerce transactions.

architecturee‑commercepayment systems
0 likes · 24 min read
Overview of Payment System Evolution, Architecture, and Practices
Zhuanzhuan Tech
Zhuanzhuan Tech
Jan 5, 2024 · Operations

Building an Integrated Monitoring Platform: Architecture, Implementation, and Lessons from ZhaiZhai

This article presents a detailed case study of how ZhaiZhai designed and implemented a unified monitoring platform—combining business services, middleware, and operations resources—by selecting Prometheus and M3DB, automating Grafana dashboards, creating a low‑noise alerting system, and achieving large‑scale observability with significant cost and efficiency gains.

AlertingM3DBOperations
0 likes · 21 min read
Building an Integrated Monitoring Platform: Architecture, Implementation, and Lessons from ZhaiZhai
macrozheng
macrozheng
Jan 5, 2024 · Backend Development

Build a Mini SMS Platform: Architecture, Code Walkthrough, and Deployment

This article introduces a lightweight, open‑source SMS platform built with SpringBoot and Vue, explains its server‑side architecture, provides step‑by‑step deployment instructions, and demonstrates how to send templated messages using a simple Java SDK.

MicroservicesSDKSMS
0 likes · 11 min read
Build a Mini SMS Platform: Architecture, Code Walkthrough, and Deployment
Architecture Development Notes
Architecture Development Notes
Jan 1, 2024 · Frontend Development

Master Modern Frontend Architecture: Patterns, Code Samples & Best Practices

This article explores the essential components of modern frontend architecture, covering concepts such as modularity, componentization, code organization, state management, network layer design, performance optimization, security measures, automated testing, and continuous deployment, with practical code examples in React, Vue, Redux, Axios, and GitHub Actions.

State Managementarchitecturefrontend
0 likes · 8 min read
Master Modern Frontend Architecture: Patterns, Code Samples & Best Practices
ITPUB
ITPUB
Dec 28, 2023 · Backend Development

How We Refactored a 670k‑Line, 46‑Module Ticket System to Slash Deployment Time

This article details the background, pain points, and step‑by‑step technical solution behind refactoring a massive 670,000‑line, 46‑module ticketing application at Alibaba, highlighting architecture redesign, code simplification, performance gains, and a pragmatic rollout plan.

BackendMicroservicesarchitecture
0 likes · 26 min read
How We Refactored a 670k‑Line, 46‑Module Ticket System to Slash Deployment Time
21CTO
21CTO
Dec 27, 2023 · Cloud Native

Why 2023 Marks the Decline of Microservices: Lessons from Google, Amazon, and DHH

2023 saw a growing backlash against microservices as major players like Google, Amazon, and Basecamp’s DHH highlight performance, cost, and complexity issues, proposing monolithic or “microservices 2.0” approaches that promise lower latency, reduced expenses, and simpler deployment, sparking a re‑evaluation of cloud‑native architectures.

CostMicroservicesarchitecture
0 likes · 12 min read
Why 2023 Marks the Decline of Microservices: Lessons from Google, Amazon, and DHH
Architect
Architect
Dec 22, 2023 · Operations

How Tencent Search Built a Multi‑Layered Stability Architecture to Slash MTTD and MTTR

The article details Tencent Search’s end‑to‑end stability engineering practice, covering a ten‑step architecture that combines redundancy, proactive detection, rapid emergency response, automated cut‑over, defensive caching, and continuous drills, and shows how these measures collectively reduced mean‑time‑to‑detect and mean‑time‑to‑recover by an order of magnitude while keeping service availability high.

Resiliencearchitectureincident management
0 likes · 32 min read
How Tencent Search Built a Multi‑Layered Stability Architecture to Slash MTTD and MTTR
Zhuanzhuan Tech
Zhuanzhuan Tech
Dec 20, 2023 · Big Data

Design and Implementation of Zhaozhuan One-Service Unified Data Query Platform

This article describes the evolution of Zhaozhuan's data services, the design and architecture of the One-Service unified query platform supporting multiple storage engines, its security and intelligent query features, and future plans for finer-grained permission control, multi‑engine support, online service isolation, and improved usability.

Big DataOLAPUnified query
0 likes · 15 min read
Design and Implementation of Zhaozhuan One-Service Unified Data Query Platform
DaTaobao Tech
DaTaobao Tech
Dec 20, 2023 · Backend Development

Designing a Unified Structural Template for Multi‑Module Business Applications

The article proposes a unified structural template that links business and technical architectures for multi‑module applications, revisiting the VSEF framework with client and business‑logic modules, handling concerns such as exceptions, idempotency and concurrency, using a simple Request/Result model, and demonstrating its reuse through price‑insurance and Groupon case studies, enabling rapid, container‑like service initialization while preserving clear separation of logic and infrastructure.

ExtensionIdempotencyMicroservices
0 likes · 7 min read
Designing a Unified Structural Template for Multi‑Module Business Applications
Architect
Architect
Dec 17, 2023 · Backend Development

Flexible Switching Between Monolith and Microservices in Tencent Docs: Architecture, Challenges, and Benefits

This article details how Tencent Docs implements a flexible architecture that can switch between monolithic and microservice deployments, describing the motivations, such as framework diversity, configuration conflicts, global variable management, hidden bugs, the custom 'monolith' tool with its configuration format, and the resulting performance and resource savings.

Microservicesarchitecturemonolith
0 likes · 15 min read
Flexible Switching Between Monolith and Microservices in Tencent Docs: Architecture, Challenges, and Benefits
DataFunTalk
DataFunTalk
Dec 17, 2023 · Databases

Evolution of MatrixOne: From NewSQL/MPP Roots to a Modern HTAP Architecture

This article introduces the open‑source distributed database MatrixOne, tracing its early NewSQL/MPP architecture, the challenges that prompted a major redesign, and the resulting HTAP‑oriented three‑layer architecture with decoupled compute, transaction, and storage layers, highlighting performance, cost, and scalability improvements.

HTAPMatrixOneStorage Engine
0 likes · 22 min read
Evolution of MatrixOne: From NewSQL/MPP Roots to a Modern HTAP Architecture
IT Xianyu
IT Xianyu
Dec 16, 2023 · Backend Development

Understanding CQRS and Event Sourcing with Spring Microservices

This article explains the CQRS pattern, its origins, benefits, and pitfalls, then details how to implement CQRS and event sourcing in Spring‑based microservices using Axon and Kafka, while discussing architectural considerations, scalability, consistency, and tooling.

AxonCQRSEvent Sourcing
0 likes · 12 min read
Understanding CQRS and Event Sourcing with Spring Microservices
Baidu Geek Talk
Baidu Geek Talk
Dec 13, 2023 · Backend Development

How Baidu Revamped Its Search Display Service: From PHP to Go and Graph Engines

This article details Baidu's search display service evolution, outlining its original C and PHP/HHVM implementation, the three major challenges of high development difficulty, limited architecture capability, and low reusability, and presents a comprehensive solution using a graph execution engine, common operators, and a phased migration to Go.

BackendGoSearch
0 likes · 15 min read
How Baidu Revamped Its Search Display Service: From PHP to Go and Graph Engines
DaTaobao Tech
DaTaobao Tech
Dec 13, 2023 · Backend Development

Understanding VSEF Architecture: Core Structure, Evolution, and Component Selection

The article explains VSEF’s three‑layer architecture—entry, kernel, and dependencies—detailing how evolutionary themes, component selection, and design patterns such as Template Method and Strategy enable a stable core while allowing flexible, domain‑specific extensions through both market and self‑built modules.

architecturecomponentssoftware design
0 likes · 16 min read
Understanding VSEF Architecture: Core Structure, Evolution, and Component Selection
Tencent Cloud Developer
Tencent Cloud Developer
Dec 13, 2023 · Backend Development

Tencent Docs: Flexible Switching Between Monolithic and Microservice Architectures

Tencent Docs built a configurable “monolith” tool that merges selected tRPC‑Go microservices into a few monolithic modules for private‑cloud deployments, overcoming framework, configuration, global‑state, and bug‑resolution challenges, and achieving up to 75 % image‑size reduction and 96 % memory savings while preserving microservice advantages where needed.

ConfigurationMicroservicesarchitecture
0 likes · 15 min read
Tencent Docs: Flexible Switching Between Monolithic and Microservice Architectures
Watermelon Video Tech Team
Watermelon Video Tech Team
Dec 12, 2023 · Mobile Development

A Guide to the Architecture Design Process for Mobile Applications

This article outlines a systematic approach to mobile architecture design, covering goals, when to create new architectures, requirement analysis, business flow mapping, pattern discovery, layering, modularization, lifecycle interfaces, verification, and evolution, illustrated with a Feed scenario and code examples.

Design Patternsarchitecturemodularization
0 likes · 19 min read
A Guide to the Architecture Design Process for Mobile Applications
Architect
Architect
Dec 10, 2023 · Backend Development

Design and Architecture of an Online Checkout System

This article explains the concepts, scenario challenges, functional features, third‑party integration, rule‑engine design, and big‑data handling strategies behind a scalable online checkout system, providing a comprehensive view of its backend architecture and implementation.

architecturebig-datacheckout
0 likes · 10 min read
Design and Architecture of an Online Checkout System
DataFunTalk
DataFunTalk
Dec 8, 2023 · Big Data

Zhihu Bridge Platform: Architecture, Capabilities, and Future Trends of Content Operations

This article presents a comprehensive overview of Zhihu's Bridge platform, detailing its content‑operation architecture—including content pool, management, analysis, monitoring, and intervention modules—explaining the underlying streaming and batch technologies such as Flink, Doris, and Elasticsearch, and outlining future automation and AI‑driven workflow directions.

Big DataStreamingai
0 likes · 17 min read
Zhihu Bridge Platform: Architecture, Capabilities, and Future Trends of Content Operations
Open Source Linux
Open Source Linux
Dec 8, 2023 · Databases

What Is NoSQL? Uses, Architecture, and How It Differs from Relational Databases

This article explains what NoSQL databases are, outlines their typical use cases and architectural components, compares them with traditional relational databases across storage, scalability, query, and transaction aspects, and highlights the advantages and trade‑offs to consider when choosing a data solution.

NoSQLScalabilityarchitecture
0 likes · 7 min read
What Is NoSQL? Uses, Architecture, and How It Differs from Relational Databases
HomeTech
HomeTech
Dec 8, 2023 · Mobile Development

Automotive Home Push Platform Architecture and Future Development

This article introduces the architecture and core functions of Automotive Home Push Platform, covering its development history, technical implementation, monitoring system, and future plans for intelligent message distribution.

Cloud NativeMicroservicesUser experience
0 likes · 9 min read
Automotive Home Push Platform Architecture and Future Development
JavaEdge
JavaEdge
Dec 5, 2023 · Backend Development

Designing a Scalable Instagram Backend: Architecture, Storage, and Timeline Strategies

This article presents a comprehensive backend design for an Instagram‑like service, covering functional and non‑functional requirements, data models, storage choices, top‑level and detailed component designs, timeline generation methods, and an evaluation of scalability, latency, availability, persistence, consistency, and reliability.

Scalabilityarchitecturedatabases
0 likes · 11 min read
Designing a Scalable Instagram Backend: Architecture, Storage, and Timeline Strategies
Architect
Architect
Nov 30, 2023 · Cloud Native

From Monolith to Resilient Microservices: A Step‑by‑Step Architecture Evolution

The article walks through a real‑world online supermarket project, showing how a simple monolithic system evolves into a fully‑featured microservice architecture, detailing each refactoring stage, the problems encountered, and the concrete solutions such as service extraction, database sharding, monitoring, tracing, gateways, service discovery, reliability patterns, testing, and service‑mesh adoption.

Cloud NativeService Mesharchitecture
0 likes · 25 min read
From Monolith to Resilient Microservices: A Step‑by‑Step Architecture Evolution
IT Services Circle
IT Services Circle
Nov 30, 2023 · Fundamentals

China's Loongson 3A6000 CPU Reaches Intel‑Level Performance with Independent LoongArch Architecture

The newly released Loongson 3A6000 processor, built on the domestically designed LoongArch instruction set, delivers performance comparable to Intel's 10th‑gen i3‑10100F, features four high‑performance cores, advanced vector extensions, DDR4‑3200 memory support, and a secure trusted module, marking a major milestone for China's independent CPU development.

CPUChinaLoongson
0 likes · 7 min read
China's Loongson 3A6000 CPU Reaches Intel‑Level Performance with Independent LoongArch Architecture
DevOps
DevOps
Nov 29, 2023 · Backend Development

Microservice Architecture Evolution: From Monolith to Service Mesh

This article walks through the journey of transforming a simple online supermarket from a monolithic application to a fully fledged microservice architecture, highlighting the motivations, design decisions, component breakdown, operational challenges, monitoring, tracing, resilience patterns, testing strategies, and the role of service meshes.

DevOpsMicroservicesService Mesh
0 likes · 21 min read
Microservice Architecture Evolution: From Monolith to Service Mesh
Architect
Architect
Nov 26, 2023 · Databases

How REDtao Powers Xiaohongshu’s Trillion‑Edge Social Graph: Architecture, Performance, and Lessons

This article details the design and implementation of REDtao, a self‑built graph storage system for Xiaohongshu that replaces MySQL with a three‑layer architecture, distributed cache, cross‑cloud multi‑active support, and delivers trillion‑edge scale, 150 M QPS, 90% cache hit rate, and significant cost reductions.

Cloud NativeGraph DatabaseREDtao
0 likes · 21 min read
How REDtao Powers Xiaohongshu’s Trillion‑Edge Social Graph: Architecture, Performance, and Lessons
Architect
Architect
Nov 24, 2023 · Industry Insights

How We Evolved the Voice Chat Room Architecture to Scale with Real‑Time Interaction

This article chronicles the year‑long evolution of the voice‑chat room system, detailing how product‑driven requirements forced successive redesigns of both the live‑streaming and RTC subsystems, the introduction of session‑and‑channel abstractions, migration of mic‑seat management to the backend, and the implementation of monitoring, testing, and deployment practices that keep the architecture stable and extensible.

Domain-Driven DesignMicroservicesRBAC
0 likes · 28 min read
How We Evolved the Voice Chat Room Architecture to Scale with Real‑Time Interaction
Top Architect
Top Architect
Nov 24, 2023 · Cloud Native

Comprehensive Overview of Microservice Architecture Components

This article provides a detailed walkthrough of a typical microservice architecture, covering entry traffic with Nginx, gateway selection, business service design, service registry options, caching and distributed locks with Redis, data persistence strategies, structured data storage, messaging middleware, log collection, task scheduling, and distributed object storage, while also promoting related community resources.

BackendMicroservicesarchitecture
0 likes · 11 min read
Comprehensive Overview of Microservice Architecture Components
Architect's Journey
Architect's Journey
Nov 23, 2023 · Backend Development

Building a DDD‑Based Four‑Layer Microservice Architecture with the D3boot Framework

The article walks through a DDD‑inspired four‑layer microservice architecture, explains how an application SDK enables RPC communication across services, details each architectural layer, and showcases the open‑source D3boot framework that bundles reusable base components, BOM management, and SaaS‑ready features for rapid backend development.

DDDMicroservicesSDK
0 likes · 10 min read
Building a DDD‑Based Four‑Layer Microservice Architecture with the D3boot Framework
Baidu App Technology
Baidu App Technology
Nov 16, 2023 · Mobile Development

How Baidu’s iOS App Cut 30 MB with Compiler and Architecture Optimizations

This article details Baidu APP’s iOS package‑size optimization series, focusing on compiler tweaks (GCC, Swift, LTO, symbol stripping, dead‑code removal, asset catalog settings, C++ virtual‑function reduction, third‑party SDK slimming), instruction‑set pruning, Xcode‑14 improvements, and Swift dynamic‑library handling, together with concrete Xcode configuration steps and measured size gains.

Compiler OptimizationLTOPackage Size Optimization
0 likes · 21 min read
How Baidu’s iOS App Cut 30 MB with Compiler and Architecture Optimizations
Tencent Cloud Developer
Tencent Cloud Developer
Nov 16, 2023 · R&D Management

Pragmatic Software Development: Identifying Common Pitfalls and Solutions

The article warns that misguided pragmatism in software development—mistaking supporting tools for core products, imposing excessive documentation and metrics, copying architecture without context, and obsessing over raw performance—leads to wasted effort, and highlights Enterprise WeChat’s efficient team as a model for learning from these pitfalls.

Managementarchitecturepragmatism
0 likes · 18 min read
Pragmatic Software Development: Identifying Common Pitfalls and Solutions
IT Architects Alliance
IT Architects Alliance
Nov 15, 2023 · Fundamentals

Understanding UML Model Diagrams: Class, Sequence, Component, Deployment, Use Case, State, and Activity Diagrams

This article explains the purpose, key elements, and appropriate usage scenarios of the main UML model diagrams—including class, sequence, component, deployment, use‑case, state, and activity diagrams—to help software engineers select and apply the right diagram at each stage of system design.

Class DiagramModelingSequence Diagram
0 likes · 10 min read
Understanding UML Model Diagrams: Class, Sequence, Component, Deployment, Use Case, State, and Activity Diagrams
Bilibili Tech
Bilibili Tech
Nov 14, 2023 · Backend Development

Evolution of Bilibili's Voice Chat Room Architecture: From Live Streaming to Multi‑User RTC Interaction

The article chronicles Bilibili’s voice‑chat room transformation from a simple one‑to‑one live‑streaming setup to a scalable multi‑host RTC system, detailing the new session‑channel model, server‑driven mic‑seat management, extensive monitoring, state‑synchronization techniques, revenue‑engine integration, domain‑driven design, and continuous‑delivery practices.

BackendSystem Designarchitecture
0 likes · 25 min read
Evolution of Bilibili's Voice Chat Room Architecture: From Live Streaming to Multi‑User RTC Interaction
Top Architect
Top Architect
Nov 9, 2023 · Backend Development

Understanding Service Gateways: Concepts, Benefits, and Technical Selection

This article explains what a service gateway is, why it is needed in microservice architectures, its core functions such as routing, authentication, monitoring and rate limiting, and provides practical technology choices like Java, Spring Boot, Zuul, Consul, JWT, Prometheus, Grafana, ELK and JMeter.

BackendMicroservicesZuul
0 likes · 8 min read
Understanding Service Gateways: Concepts, Benefits, and Technical Selection
Architect
Architect
Nov 6, 2023 · Backend Development

Unveiling MyBatis: A Deep Dive into Its Architecture and Execution Flow

This article provides a comprehensive, step‑by‑step analysis of MyBatis’s overall architecture, covering its core features, three‑layer design, configuration parsing, proxy generation, SQL execution process, and the underlying components that enable seamless Java‑to‑SQL mapping.

MyBatisORMSQL Mapping
0 likes · 11 min read
Unveiling MyBatis: A Deep Dive into Its Architecture and Execution Flow
Code Ape Tech Column
Code Ape Tech Column
Nov 6, 2023 · Backend Development

Best Practices for Building Efficient Microservice Architectures

This article outlines essential microservice best practices—including the single‑responsibility principle, clear team responsibilities, appropriate tooling, asynchronous communication, DevSecOps security, independent data stores, isolated deployments, orchestration, and effective monitoring—to help developers design scalable, maintainable, and high‑performance backend systems.

DevOpsarchitecturebest practices
0 likes · 12 min read
Best Practices for Building Efficient Microservice Architectures
DevOps
DevOps
Nov 5, 2023 · Fundamentals

Software Design Principles and Architectural Best Practices

This article discusses essential software design principles such as SOLID, DRY, dependency inversion, composition over inheritance, error handling, and the importance of clear documentation, illustrating them with Go code examples and practical guidelines for building maintainable, adaptable systems.

SOLIDarchitecturebest practices
0 likes · 45 min read
Software Design Principles and Architectural Best Practices
Architects' Tech Alliance
Architects' Tech Alliance
Nov 4, 2023 · Fundamentals

Fundamentals of CPU Architecture and Technology

This article provides a comprehensive overview of CPU fundamentals, covering core concepts such as clock speed, external frequency, front‑side bus, multiplier, bit and word length, cache hierarchy, instruction sets, voltage levels, manufacturing processes, pipelines, superscalar execution, SMP, multicore designs, multithreading, hyper‑threading, and NUMA technology.

CPUCacheInstruction Set
0 likes · 13 min read
Fundamentals of CPU Architecture and Technology
DataFunSummit
DataFunSummit
Nov 2, 2023 · Databases

Understanding TiKV: Features, Architecture, and Large‑Scale Operational Challenges

This article introduces the distributed transactional KV store TiKV, explains its role as TiDB’s storage engine, details its multi‑layered architecture and Raft‑based consistency model, and discusses the performance and resource challenges encountered at massive data scales along with the engineering solutions implemented to address them.

RaftTiKVarchitecture
0 likes · 14 min read
Understanding TiKV: Features, Architecture, and Large‑Scale Operational Challenges
58 Tech
58 Tech
Nov 2, 2023 · Backend Development

Design and Implementation of a Low‑Code Data Platform for Testing and Data Operations

This article describes the background, goals, architecture, and implementation details of a low‑code data platform that enables fast creation, configuration, and execution of data‑related tools for testing, development, and operations, highlighting its component library, rule engine, security, version control, and measurable efficiency gains.

Backendarchitectureautomation
0 likes · 17 min read
Design and Implementation of a Low‑Code Data Platform for Testing and Data Operations
Architect
Architect
Oct 30, 2023 · Information Security

How DuoLiXiong Built a Scalable Multi‑Platform RBAC Permission System

This article walks through DuoLiXiong’s three‑layer business architecture, identifies the challenges of managing permissions across dozens of platforms, explains the RBAC fundamentals and four model variants, details the concrete database schema and tree‑structured permission design, and explores row‑ and column‑level data permissions with practical examples.

BaiduData PermissionsPermission System
0 likes · 18 min read
How DuoLiXiong Built a Scalable Multi‑Platform RBAC Permission System
Baidu Geek Talk
Baidu Geek Talk
Oct 30, 2023 · Backend Development

Design and Practice of the tanGo Search Presentation Framework

The article presents Baidu’s Aladdin vertical search product and introduces the tanGo framework, which abstracts search pipelines into resources, cards, and scenes, enabling configuration‑driven, graph‑based resource scheduling for single results, demand clusters, and groups, while measuring scale, efficiency, and user satisfaction.

BackendConfigurationDAG
0 likes · 10 min read
Design and Practice of the tanGo Search Presentation Framework
DevOps
DevOps
Oct 25, 2023 · Fundamentals

Why Engineers and Leaders Must Do Code Review and How to Apply Effective Practices

The article explains why both engineers and leaders must participate in code reviews, outlines common pitfalls such as duplicated or overly complex code, and provides concrete best‑practice guidelines—including file and function size limits, early returns, and clear logging—to improve code quality and team collaboration.

Code reviewDevOpsGolang
0 likes · 22 min read
Why Engineers and Leaders Must Do Code Review and How to Apply Effective Practices
Architects Research Society
Architects Research Society
Oct 18, 2023 · Artificial Intelligence

Neal Sample Explains Why All Architecture Is Wrong and How AI Can Transform Business Impact

In this interview, veteran CIO Neal Sample discusses why every architecture eventually becomes outdated, emphasizes curiosity and continuous learning, and highlights machine learning and artificial intelligence as the most promising technologies to drive game‑changing results for enterprises in the next 12‑24 months.

CIOData-drivenLeadership
0 likes · 10 min read
Neal Sample Explains Why All Architecture Is Wrong and How AI Can Transform Business Impact
DataFunTalk
DataFunTalk
Oct 17, 2023 · Databases

Evolution of MatrixOne: From NewSQL MPP to a Modern HTAP Architecture

This article details the evolution of the open‑source distributed database MatrixOne, describing its early NewSQL/MPP design, the scalability, performance and cost challenges it faced, and the architectural redesign that introduced decoupled compute, transaction, and storage layers with HTAP support using TAE, S3, and Logtail.

ComputeHTAPMatrixOne
0 likes · 20 min read
Evolution of MatrixOne: From NewSQL MPP to a Modern HTAP Architecture
DataFunSummit
DataFunSummit
Oct 10, 2023 · Big Data

Real-Time Risk Insight: Architecture Evolution and Future Outlook

This article presents a comprehensive overview of the challenges, architectural evolution from version 1.0 to 3.0, core components, key technologies, and future directions of JD's real‑time risk insight platform, highlighting data integration, streaming processing, plugin mechanisms, and intelligent anomaly detection.

anomaly detectionarchitecturedata pipeline
0 likes · 18 min read
Real-Time Risk Insight: Architecture Evolution and Future Outlook
Architects Research Society
Architects Research Society
Oct 8, 2023 · Frontend Development

Building a Frontend Core Team and Foundations at Razorpay

This article describes how Razorpay formed a frontend core team, defined its responsibilities, tackled infrastructure and design inconsistencies, and built a monorepo‑based toolchain and design system to improve developer experience, scalability, and product quality across the organization.

MonorepoToolingarchitecture
0 likes · 16 min read
Building a Frontend Core Team and Foundations at Razorpay
DeWu Technology
DeWu Technology
Sep 25, 2023 · R&D Management

Design and Architecture of a B‑End Low‑Code Platform

The article argues that B‑end applications need clear standards rather than technical hurdles, proposes a low‑code platform with front‑back separation into view, template, and engine layers using JSON Schema and a rule engine, and evaluates its benefits, trade‑offs, and implementation considerations.

B‑endarchitecturefrontend
0 likes · 9 min read
Design and Architecture of a B‑End Low‑Code Platform
Architects' Tech Alliance
Architects' Tech Alliance
Sep 24, 2023 · Fundamentals

Analysis of Major Domestic Server CPU Vendors in China (2022)

The article provides a comprehensive overview of China's six leading domestic server CPU manufacturers—Zhaoxin, HaiGuang, FeiTeng, KunPeng, Loongson, and ShenWei—examining their instruction‑set licensing models, product line‑ups, performance benchmarks, ecosystem maturity, and market prospects within the context of the country's digital‑economy and trust‑worthy computing initiatives.

CPUChinaServer
0 likes · 18 min read
Analysis of Major Domestic Server CPU Vendors in China (2022)
Ximalaya Technology Team
Ximalaya Technology Team
Sep 20, 2023 · Mobile Development

Xima React Native: Current Status, Architecture, Performance Optimization, and Future Directions

Xima’s React Native platform now powers dozens of services and tens of millions of daily page views, achieving sub‑second startup through RAM‑bundle and Hermes upgrades, bundle splitting, container caching, lazy loading, optimized list and image handling, while the upcoming JSI‑based Fabric, Turbo Modules and CodeGen architecture promises further latency reductions and smoother user experiences.

Bundle SplittingHermesMobile Development
0 likes · 18 min read
Xima React Native: Current Status, Architecture, Performance Optimization, and Future Directions
Zhuanzhuan Tech
Zhuanzhuan Tech
Sep 19, 2023 · Operations

Design and Implementation of an Integrated Monitoring System at ZhaiZhai Using Prometheus, Grafana, and M3DB

This article describes how ZhaiZhai unified dozens of legacy monitoring tools into a single, all‑in‑one observability platform by adopting Prometheus + Grafana, extending the Prometheus client to push metrics to M3DB, automating Grafana dashboard creation, and building a custom alerting service to reduce operational complexity and improve visibility across business, middleware, and infrastructure services.

AlertingGrafanaM3DB
0 likes · 21 min read
Design and Implementation of an Integrated Monitoring System at ZhaiZhai Using Prometheus, Grafana, and M3DB
Top Architect
Top Architect
Sep 18, 2023 · Backend Development

Evolution of Backend Architecture: N‑Layered, DDD, Hexagonal, Onion and Clean Architecture

The article traces the historical development of backend architectural styles—from early N‑layered designs through Domain‑Driven Design, Hexagonal (Ports and Adapters), Onion, and finally Clean Architecture—explaining their motivations, key principles, layer responsibilities, and practical trade‑offs for modern developers.

BackendHexagonalN‑layered
0 likes · 18 min read
Evolution of Backend Architecture: N‑Layered, DDD, Hexagonal, Onion and Clean Architecture
phodal
phodal
Sep 17, 2023 · Artificial Intelligence

How Chocolate Factory’s Codebase AI Assistant Boosts Code Search with RAG

This article explains the design and implementation of the Codebase AI Assistant in the Chocolate Factory framework, covering its problem‑solving DSL, retrieval‑augmented generation pipeline, indexing and querying stages, prompt strategies, and code‑splitting rules that together enable efficient semantic code search.

AI AssistantKotlinRetrieval Augmented Generation
0 likes · 11 min read
How Chocolate Factory’s Codebase AI Assistant Boosts Code Search with RAG
AntTech
AntTech
Sep 15, 2023 · Cloud Native

Improving Delivery Efficiency with Serverless Architecture: A Case Study of Ant Group Funds Technology

This article describes how Ant Group's funds technology team adopted a Serverless‑based architecture to overcome the inefficiencies of a monolithic SOFA application, redesigning their system into lightweight modules and a shared base to accelerate scenario‑driven innovation, reduce deployment time, and enhance developer productivity.

Cloud NativeMicroservicesSOFA
0 likes · 30 min read
Improving Delivery Efficiency with Serverless Architecture: A Case Study of Ant Group Funds Technology
Yunxuetang Frontend Team
Yunxuetang Frontend Team
Sep 15, 2023 · Frontend Development

Front-End Insights: Architecture, Code Review, Storage, and New Tools

This article explores front‑end architecture decisions between Vue and React, shares a comprehensive code‑review methodology from 13 years at Tencent, evaluates the most robust local storage solutions for large offline data, details two screen‑adaptation approaches for Vue 3/Vite, and introduces emerging technologies such as LangChain’s RAG and Agents and the high‑performance Bun 1.0 JavaScript runtime.

BunCode reviewLLM
0 likes · 4 min read
Front-End Insights: Architecture, Code Review, Storage, and New Tools
Architect
Architect
Sep 13, 2023 · Backend Development

Designing a Scalable Enterprise Unified Push Service: From Modules to Micro‑services

The article walks through the evolution of an enterprise‑wide unified push platform—from early fragmented modules to a fully service‑oriented architecture—detailing functional goals, non‑functional requirements, component design, and deployment considerations for high‑performance, highly available notification delivery.

MicroservicesScalabilitySystem Design
0 likes · 17 min read
Designing a Scalable Enterprise Unified Push Service: From Modules to Micro‑services
DataFunSummit
DataFunSummit
Sep 12, 2023 · Artificial Intelligence

Xiaohongshu Recommendation Engineering Architecture: Graph‑Based Design and Hot‑Deployment Practices

This article presents Xiaohongshu's evolving recommendation system architecture, detailing the challenges of massive user‑generated content, the adoption of a graph‑based Ark framework for modular and scalable business logic, and the implementation of hot‑deployment techniques to accelerate algorithm iteration and reduce downtime.

Scalabilityaiarchitecture
0 likes · 12 min read
Xiaohongshu Recommendation Engineering Architecture: Graph‑Based Design and Hot‑Deployment Practices
21CTO
21CTO
Sep 8, 2023 · Big Data

Why Real-Time Data Processing Is the Next Frontier for Data Engineers

Real-time data processing transforms traditional batch pipelines by delivering fresh, low‑latency data to millions of concurrent users, leveraging event‑driven architectures, streaming engines, and real‑time databases, with use cases ranging from fraud detection to personalized e‑commerce and operational dashboards, and includes reference architectures and tool recommendations.

Big DataReal-time ProcessingStreaming
0 likes · 16 min read
Why Real-Time Data Processing Is the Next Frontier for Data Engineers