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ITFLY8 Architecture Home

ITFLY8 Architecture Home - focused on architecture knowledge sharing and exchange, covering project management and product design. Includes large-scale distributed website architecture (high performance, high availability, caching, message queues...), design patterns, architecture patterns, big data, project management (SCRUM, PMP, Prince2), product design, and more.

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Recent Articles

Latest from ITFLY8 Architecture Home

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ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jan 14, 2026 · Backend Development

How to Handle Hot Account Deduction in High‑Concurrency Systems

This article examines strategies for low‑latency, consistent hot‑account updates under high concurrency, comparing optimistic DB locking, Redis‑based deduction with asynchronous merging, data sharding, and MQ‑driven batch processing, and also addresses read‑side solutions.

High ConcurrencyOptimistic LockRedis
0 likes · 5 min read
How to Handle Hot Account Deduction in High‑Concurrency Systems
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jan 13, 2026 · Backend Development

Designing Scalable Comment Systems: From Nested Trees to Flat Floors

This article examines how to design a high‑performance comment system by comparing nested and flat (cover‑floor) database models, evaluating adjacency list, path enumeration, and closure table approaches, and outlining write‑asynchronous, cache‑first read strategies for millions of users.

Cachingbackendcomment system
0 likes · 5 min read
Designing Scalable Comment Systems: From Nested Trees to Flat Floors
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jan 12, 2026 · Databases

Designing Scalable Order Sharding for Millions of Daily Transactions

This article outlines a practical sharding strategy for e‑commerce order systems, estimating future load, detailing user‑centric partitioning, heterogeneous designs for merchants and operators, and migration steps to achieve high‑concurrency writes and massive storage without downtime.

Order Managementdata migrationdistributed-systems
0 likes · 4 min read
Designing Scalable Order Sharding for Millions of Daily Transactions
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jan 5, 2026 · Operations

How to Define “Excellent” QPS Benchmarks for System Capacity Planning

This article provides a comprehensive framework for evaluating system support capability by defining QPS excellence thresholds across industry benchmarks, business types, response time, resource efficiency, performance metrics, architectural guidelines, optimization tactics, and real‑world case studies, culminating in a practical calculation formula.

QPSbackend architecturecapacity planning
0 likes · 5 min read
How to Define “Excellent” QPS Benchmarks for System Capacity Planning
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jan 3, 2026 · Operations

How to Accurately Estimate System QPS for Capacity Planning

This guide explains what QPS is, outlines three practical methods to estimate it—including business‑scenario modeling, historical data analysis, and industry benchmarking—covers key influencing factors, shows formulas linking QPS, concurrency and response time, and recommends tools and best‑practice tips for reliable capacity planning.

QPScapacity planningload testing
0 likes · 8 min read
How to Accurately Estimate System QPS for Capacity Planning
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Oct 8, 2025 · Backend Development

Designing a High-Performance Flash-Sale System: 7 Key Architectural Strategies

This article outlines the essential characteristics of flash‑sale traffic and presents a comprehensive backend architecture—including Nginx, Redis, message queues, database sharding, security controls, and page optimization—to handle massive concurrent requests while ensuring reliability and scalability.

Flash SaleSystem Architecturebackend
0 likes · 10 min read
Designing a High-Performance Flash-Sale System: 7 Key Architectural Strategies
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Sep 17, 2025 · Fundamentals

What Is Enterprise Application Architecture and How to Design It?

This article explains the definition of application architecture, distinguishes enterprise‑level and system‑level designs, outlines its core components—application services, structure, and interaction—and illustrates layered architectures and service interactions with diagrams, helping readers understand how to translate business architecture into concrete IT solutions.

Enterprise Architectureapplication architecturesoftware design
0 likes · 3 min read
What Is Enterprise Application Architecture and How to Design It?
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Sep 10, 2025 · Fundamentals

How to Effectively Read Open‑Source Code: A Practical Guide

This article outlines a step‑by‑step approach to mastering source‑code reading—starting from using the software, understanding its principles and architecture, learning its workflows, and finally dissecting implementations—to help developers answer interview questions and deepen their technical expertise.

design-patternslearning strategyopen-source
0 likes · 3 min read
How to Effectively Read Open‑Source Code: A Practical Guide