How to Split Services Effectively: Principles, Real Cases, and Domain Modeling

This article explains why overly fine‑grained service splitting hurts performance and debugging, shows best‑practice granularity aligned with team size, introduces evolutionary splitting based on model responsibilities, and walks through real‑world case studies, domain‑driven design concepts, architectural patterns such as hexagonal, CQRS, and event‑driven designs, and practical steps for building a robust service‑oriented system.

ITFLY8 Architecture Home
ITFLY8 Architecture Home
ITFLY8 Architecture Home
How to Split Services Effectively: Principles, Real Cases, and Domain Modeling

Splitting Principles

Overly fine‑grained service splitting leads to performance degradation and increased difficulty in locating problems.

Service Granularity Matching Team Size

Best practice: during the expansion phase, allocate one service per three developers; during the maintenance phase, two developers can manage multiple services.

Evolutionary Splitting Principle

Split based on model responsibilities (primarily business logic). Key focus points include data consistency after database splitting. The solution is to use eventual consistency instead of distributed transactions, implemented via a reliable event pattern (continuous retries) and a compensation pattern (compensate/rollback).

Evolutionary splitting diagram
Evolutionary splitting diagram

Real Case Analysis of Service Splitting

Key Issues for Splitting

Key issues diagram
Key issues diagram

How to Transform Structure into a Service‑Oriented Architecture

Structure to service architecture diagram
Structure to service architecture diagram

Identify Business Domains and Boundaries

Domain identification diagram
Domain identification diagram

Domain‑Driven Design Concepts

Domain models belong to the solution space. For example, a leave‑request system solves HR work‑hour problems (HR domain), while an e‑commerce platform solves consumer shopping problems (e‑commerce domain).

Domain model illustration
Domain model illustration

Benefits of domain‑driven design include handling system complexity, clearer boundaries, and better alignment with business needs.

Complexity benefits diagram
Complexity benefits diagram

Traditional Software Development Model

Traditional model diagram
Traditional model diagram

What Is Domain‑Driven Design?

DDD overview diagram
DDD overview diagram

Common Methods for Domain Modeling and Boundary Definition

Use‑case modeling: identify and express use cases, then derive domain concepts.

Use‑case modeling diagram
Use‑case modeling diagram

Steps for Use‑Case Modeling

Collect names, build classes and attributes, refine classes, add associations, and produce the final model.

Use‑case steps diagram
Use‑case steps diagram

Four‑Color Modeling

Distinguish problem, solution, and reality layers to clarify responsibilities.

Four‑color model diagram
Four‑color model diagram

Architectural Patterns

Classic Layered Architecture

Layered architecture diagram
Layered architecture diagram

Hexagonal Architecture

Hexagonal architecture diagram
Hexagonal architecture diagram

In hexagonal architecture, the domain layer is independent of technical layers; communication occurs through ports and adapters.

CQRS – Command Query Responsibility Segregation

CQRS diagram
CQRS diagram

Event‑Driven Architecture

Event‑driven architecture diagram
Event‑driven architecture diagram

E‑Commerce Domain Modeling Case Study

Define business middle‑platform, differentiate between middle‑platform and platform, and build a domain model to support business expansion.

E‑commerce middle‑platform diagram
E‑commerce middle‑platform diagram

Modeling stages include analysis, design, implementation, and iteration, using DDD tactical patterns such as aggregates, entities, value objects, domain services, and domain events.

Domain modeling stages diagram
Domain modeling stages diagram

Guidelines cover strategic modeling, tactical modeling, boundary context mapping, and evolution of the architecture.

Strategic vs tactical modeling
Strategic vs tactical modeling

Overall, the article provides a comprehensive guide to service splitting, domain‑driven design, and architectural patterns for building scalable, maintainable backend systems.

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microservicesDomain-Driven DesignCQRSevent-drivenService Splitting
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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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