The Service-Based Architecture Paradigm

When to Employ This Paradigm

When teams require a degree of deployment independence but are not yet prepared for the complexity of managing numerous microservices.
When shared databases or large-scale systems (like ERPs) make full service autonomy unrealistic.
When establishing clear service contracts for partner teams or external consumers.

Group Capabilities: Bundle related business functions into a small set of well-defined services, each with a designated owner.
Define Service Contracts: Publish formal specifications using standards like OpenAPI or AsyncAPI, including Service Level Agreements (SLAs) and a clear versioning strategy.
Control Database Schemas: Even when services share a database, assign explicit ownership for each schema or table. Gate all breaking changes through a formal review process.
Establish Service Mediation: Use a service registry or an API gateway to handle routing, authentication, and observability.
Plan for Evolution: Identify architectural "hotspots" that are likely candidates for being split into more granular services in the future.

An Architecture Decision Record (ADR) that outlines service boundaries, data ownership rules, and coordination mechanisms.
A suite of contract tests and consumer-driven contract tests for each service to validate stability.
Runbooks that describe deployment procedures, rollback plans, and service dependencies.

Coupling Through a Shared Database:
- Mitigation: Changes to a shared database can have cascading effects across services. Mitigate this by using database views, replication, or a formal schema deprecation schedule to manage change.
Architectural Degradation:
- Mitigation: Without strong governance, this architecture can degrade into a "distributed monolith"—a monolith with the added complexity of network hops. Track coupling metrics closely and enforce strict ownership of services and data to prevent this.

Command not found Ensure all dependencies are installed and in PATH

Permission errors Check file permissions and run with appropriate privileges

Unexpected behavior Enable verbose logging with --verbose flag