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Splitting interfaces improves your architecture, but interfaces are contracts—and contracts bind both parties. When you split an interface, you're changing a contract that other code depends on. The question isn't whether to maintain backward compatibility, but how and for how long.
This page teaches you the principles and patterns for evolving interfaces while honor obligations to existing consumers. You'll learn when to break compatibility, when to maintain it indefinitely, and how to manage the transition period in between.
By the end of this page, you will understand: (1) Semantic versioning applied to interfaces, (2) Types of breaking vs. non-breaking changes, (3) Adapter patterns for compatibility layers, (4) Multi-version support strategies, (5) The compatibility/evolution trade-off, and (6) When breaking changes are the right choice.
Backward compatibility means that existing code using an older version of an interface continues to work correctly when the interface is updated. There are several levels of compatibility:
1. Source Compatibility
2. Binary Compatibility
3. Behavioral Compatibility
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// ============================================// SOURCE COMPATIBILITY EXAMPLES// ============================================ // Original interfaceinterface DocumentService { getDocument(id: string): Document; saveDocument(doc: Document): void;} // Change A: Add optional parameter (SOURCE COMPATIBLE ✓)interface DocumentServiceV2A { getDocument(id: string, options?: GetOptions): Document; // ✓ Old calls still work saveDocument(doc: Document): void;} // Change B: Add required parameter (BREAKS SOURCE COMPATIBILITY ✗)interface DocumentServiceV2B { getDocument(id: string, userId: string): Document; // ✗ Old calls fail to compile saveDocument(doc: Document): void;} // Change C: Add new method (MAY BREAK - depends on language)interface DocumentServiceV2C { getDocument(id: string): Document; saveDocument(doc: Document): void; deleteDocument(id: string): void; // ✗ Implementers must add method} // Change D: Remove method (BREAKS SOURCE COMPATIBILITY ✗)interface DocumentServiceV2D { getDocument(id: string): Document; // saveDocument removed // ✗ Callers can't save} // ============================================// BEHAVIORAL COMPATIBILITY EXAMPLES// ============================================ // Original contract (implicit)// getDocument(id) returns null if document doesn't exist // Change that breaks behavioral compatibility:// getDocument(id) now throws DocumentNotFoundError if doesn't exist// // Source compatible: signature unchanged// Behaviorally incompatible: callers expecting null will crash // Original implementationclass OldImplementation implements DocumentService { getDocument(id: string): Document | null { const doc = this.db.find(id); return doc ?? null; // Returns null if not found }} // New implementation (source compatible, behaviorally different!)class NewImplementation implements DocumentService { getDocument(id: string): Document { const doc = this.db.find(id); if (!doc) throw new DocumentNotFoundError(id); // Throws if not found! return doc; }} // Client code that relied on null return:function oldClientCode(service: DocumentService) { const doc = service.getDocument('some-id'); if (doc === null) { showNotFoundMessage(); // Never executes with new implementation! } // ... crash on line where doc.title is accessed}Type systems catch source incompatibilities, but behavioral incompatibilities often slip through into production. Document behavioral contracts explicitly (in JSDoc, Javadoc, or design docs), and validate them through tests. A 'compatible' change that alters behavior is still a breaking change—it just breaks at runtime instead of compile time.
Semantic Versioning (SemVer) provides a framework for communicating the impact of changes. When applied to interfaces:
| Version Component | When to Increment | Interface Change Examples |
|---|---|---|
| MAJOR (X.0.0) | Breaking changes | Remove method, change signature, alter behavior |
| MINOR (0.X.0) | New functionality | Add optional method, add optional parameter |
| PATCH (0.0.X) | Bug fixes | Fix implementation, improve performance |
For interface splits specifically:
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// ============================================// VERSION 1.x: Fat Interface Era// ============================================ // v1.0.0 - Initial releaseinterface IUserService { login(email: string, password: string): User; getProfile(userId: string): UserProfile;} // v1.1.0 - MINOR: Added logout (non-breaking)interface IUserService { login(email: string, password: string): User; logout(userId: string): void; // Added (consumers don't call it yet) getProfile(userId: string): UserProfile;} // v1.2.0 - MINOR: Added optional parameter (non-breaking)interface IUserService { login(email: string, password: string, rememberMe?: boolean): User; // Optional param logout(userId: string): void; getProfile(userId: string): UserProfile;} // ============================================// VERSION 2.x: Interface Split Era// ============================================ // v2.0.0 - MAJOR: New focused interfaces introduced// IUserService still exists but is deprecated interface Authenticator { login(email: string, password: string, rememberMe?: boolean): User; logout(userId: string): void;} interface ProfileProvider { getProfile(userId: string): UserProfile;} /** * @deprecated since v2.0.0, use Authenticator and ProfileProvider * @see Authenticator * @see ProfileProvider */interface IUserService extends Authenticator, ProfileProvider { // Now defined as composition of new interfaces // Existing consumers still work!} // v2.1.0 - MINOR: Added method to ProfileProviderinterface ProfileProvider { getProfile(userId: string): UserProfile; updateProfile(userId: string, profile: Partial<UserProfile>): void; // Added} // IUserService automatically gains the new method through inheritance // ============================================// VERSION 3.x: Facade Removal Era// ============================================ // v3.0.0 - MAJOR: IUserService removed// Only Authenticator and ProfileProvider exist// This is the breaking change consumers were warned about // UPGRADE GUIDE v2.x → v3.x:// // BEFORE:// function oldCode(service: IUserService) {// service.login(email, password);// service.getProfile(userId);// }// // AFTER:// function newCode(auth: Authenticator, profile: ProfileProvider) {// auth.login(email, password);// profile.getProfile(userId);// } // ============================================// VERSIONED PACKAGE STRUCTURE// ============================================ // package.json for library with semantic versioning{ "name": "@company/user-service", "version": "2.3.1", // Exports with explicit versioning "exports": { // Current version "./authenticator": "./dist/v2/authenticator.js", "./profile-provider": "./dist/v2/profile-provider.js", // Legacy v1 interface (deprecated but available) "./legacy": "./dist/v1/user-service.js", // Compatibility layer "./compat": "./dist/compat/user-service-shim.js" }}Major version bumps signal 'check the migration guide before upgrading.' Minor versions say 'new features, safe to adopt.' Patch versions say 'fixes only, upgrade immediately.' Consistent use of SemVer builds trust—consumers know what to expect and can plan upgrades accordingly.
The Adapter Pattern is your primary tool for maintaining compatibility. An adapter translates between old and new interface shapes, allowing new implementations to satisfy old contracts and vice versa.
Adapter Types:
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// ============================================// THE INTERFACES// ============================================ // Old fat interface (legacy)interface LegacyFileSystem { readFile(path: string): string; writeFile(path: string, content: string): void; deleteFile(path: string): void; listDirectory(path: string): string[]; createDirectory(path: string): void; deleteDirectory(path: string): void; exists(path: string): boolean; stat(path: string): FileStat;} // New focused interfacesinterface FileReader { read(path: string): string; exists(path: string): boolean;} interface FileWriter { write(path: string, content: string): void; delete(path: string): void;} interface DirectoryManager { list(path: string): string[]; create(path: string): void; delete(path: string): void;} interface FileInspector { stat(path: string): FileStat; exists(path: string): boolean;} // ============================================// FORWARD ADAPTER: New → Old// Lets legacy consumers use new implementations// ============================================ class LegacyFileSystemAdapter implements LegacyFileSystem { constructor( private reader: FileReader, private writer: FileWriter, private directories: DirectoryManager, private inspector: FileInspector ) {} // Delegate to new interfaces, matching old method names readFile(path: string): string { return this.reader.read(path); // read → readFile } writeFile(path: string, content: string): void { this.writer.write(path, content); // write → writeFile } deleteFile(path: string): void { this.writer.delete(path); // delete → deleteFile } listDirectory(path: string): string[] { return this.directories.list(path); // list → listDirectory } createDirectory(path: string): void { this.directories.create(path); // create → createDirectory } deleteDirectory(path: string): void { this.directories.delete(path); // delete → deleteDirectory } exists(path: string): boolean { return this.reader.exists(path); // Could use inspector too } stat(path: string): FileStat { return this.inspector.stat(path); }} // Usage: Legacy consumer gets adapter instancefunction legacyCode(fs: LegacyFileSystem) { const content = fs.readFile('/data/config.json'); fs.writeFile('/data/config.backup.json', content);} // Behind the scenes, new implementations are used:const adapter = new LegacyFileSystemAdapter( new LocalFileReader(), new LocalFileWriter(), new LocalDirectoryManager(), new LocalFileInspector()); legacyCode(adapter); // Legacy code runs with new infrastructure // ============================================// REVERSE ADAPTER: Old → New// Lets new consumers use old implementations during migration// ============================================ class FileReaderFromLegacy implements FileReader { constructor(private legacy: LegacyFileSystem) {} read(path: string): string { return this.legacy.readFile(path); // readFile → read } exists(path: string): boolean { return this.legacy.exists(path); }} class FileWriterFromLegacy implements FileWriter { constructor(private legacy: LegacyFileSystem) {} write(path: string, content: string): void { this.legacy.writeFile(path, content); // writeFile → write } delete(path: string): void { this.legacy.deleteFile(path); // deleteFile → delete }} // Usage: New consumers can use old implementationfunction newCode(reader: FileReader, writer: FileWriter) { const content = reader.read('/data/config.json'); writer.write('/data/config.backup.json', content);} // Wrap old implementation in adapters:const legacyFS = new OldFileSystemImplementation();newCode( new FileReaderFromLegacy(legacyFS), new FileWriterFromLegacy(legacyFS)); // ============================================// PARTIAL ADAPTER: Subset Adaptation// For specific use cases that don't need full interface// ============================================ // Some consumers only need read-only accessinterface ReadOnlyFileSystem { readFile(path: string): string; listDirectory(path: string): string[]; exists(path: string): boolean;} // Partial adapter from full interfaceclass ReadOnlyFileSystemAdapter implements ReadOnlyFileSystem { constructor(private full: LegacyFileSystem) {} readFile(path: string): string { return this.full.readFile(path); } listDirectory(path: string): string[] { return this.full.listDirectory(path); } exists(path: string): boolean { return this.full.exists(path); } // Write methods NOT exposed - intentionally restricted}Each adapter layer adds: (1) Indirection that complicates debugging, (2) A class that must be maintained, (3) Potential for semantic mismatches between interfaces. Use adapters as transitional tools during migration, not as permanent architecture. Remove them once migration completes.
When consumers can't all migrate simultaneously, you may need to support multiple versions of an interface. Here are strategies for managing this complexity:
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// ============================================// STRATEGY 1: Namespaced Versions// Each version lives in its own namespace// ============================================ // V1 namespace - original interfacesnamespace UserServiceV1 { export interface IUserService { login(email: string, password: string): User; getProfile(userId: string): UserProfile; updateProfile(userId: string, profile: UserProfile): void; } export class UserService implements IUserService { // V1 implementation }} // V2 namespace - focused interfacesnamespace UserServiceV2 { export interface Authenticator { login(email: string, password: string): User; logout(userId: string): void; } export interface ProfileManager { getProfile(userId: string): UserProfile; updateProfile(userId: string, profile: UserProfile): void; } export class AuthenticationService implements Authenticator { // V2 implementation } export class ProfileService implements ProfileManager { // V2 implementation }} // Consumers explicitly choose their version:import { IUserService } from './user-service/v1'; // Legacy consumerimport { Authenticator } from './user-service/v2'; // Modern consumer // ============================================// STRATEGY 2: Default Export with Legacy Re-export// Make new version the default, provide legacy as opt-in// ============================================ // user-service/index.ts (default exports V2)export { Authenticator, ProfileManager } from './v2'; // user-service/legacy.ts (explicit legacy import)export { IUserService } from './v1'; // Usage:import { Authenticator } from '@company/user-service'; // Gets V2import { IUserService } from '@company/user-service/legacy'; // Explicit V1 // ============================================// STRATEGY 3: Version Detection and Auto-Adaptation// Detect which version consumer expects, adapt automatically// ============================================ type InterfaceVersion = 'v1' | 'v2'; class VersionedUserServiceFactory { constructor( private v1Impl: UserServiceV1.IUserService, private v2Auth: UserServiceV2.Authenticator, private v2Profile: UserServiceV2.ProfileManager ) {} // Create the appropriate version create(version: InterfaceVersion): UserServiceV1.IUserService | UserServiceV2Bundle { switch (version) { case 'v1': // Return V1 interface, possibly wrapping V2 implementations return new V1AdapterOverV2(this.v2Auth, this.v2Profile); case 'v2': return { auth: this.v2Auth, profile: this.v2Profile }; } } // Auto-detect from calling context (if possible) auto(): UserServiceV1.IUserService | UserServiceV2Bundle { const requestedVersion = this.detectRequestedVersion(); return this.create(requestedVersion); } private detectRequestedVersion(): InterfaceVersion { // Could detect from: // - HTTP header: X-API-Version: v1 // - Package version constraint // - Feature flag // - Consumer ID in registry return 'v2'; // Default to latest }} // ============================================// STRATEGY 4: Maintenance Branches// For long-term support of old versions// ============================================ /** * Repository Structure: * * main branch (development) * └── src/v3/ (current development) * * release/v2.x (maintenance) * └── src/ (v2.x bugfixes only) * * release/v1.x (extended support) * └── src/ (critical security fixes only) * * Version Support Policy: * - Current version (v3): Full support * - Previous version (v2): Bug fixes for 12 months * - Older versions (v1): Security fixes for 24 months */ // ============================================// STRATEGY 5: Interface Capability Detection// Runtime detection of available capabilities// ============================================ interface CapabilityAware { readonly capabilities: Set<string>; hasCapability(cap: string): boolean;} class AdaptiveUserService implements CapabilityAware { readonly capabilities = new Set([ 'authentication', 'profile', 'administration', // Might not be available in all deployments ]); hasCapability(cap: string): boolean { return this.capabilities.has(cap); } // Graceful degradation for optional capabilities getAdminInterface(): UserAdministrator | null { if (this.hasCapability('administration')) { return this.adminService; } return null; // Capability not available }} // Consumer code handles capability presence/absence:function maybeAdminAction(service: CapabilityAware & Partial<AdminCapable>) { if (service.hasCapability('administration')) { service.getAdminInterface()?.listAllUsers(); } else { showNotAuthorizedMessage(); }}| Strategy | Best For | Trade-offs |
|---|---|---|
| Namespaced Versions | Clear separation, many consumers | Duplication, explicit version management |
| Default with Legacy Re-export | Gradual migration, push toward new version | May confuse consumers about 'current' version |
| Version Detection | APIs, microservices, heterogeneous clients | Complexity in version negotiation |
| Maintenance Branches | Libraries, long-term support commitments | Multiple codebases to maintain |
| Capability Detection | Optional features, progressive enhancement | Runtime overhead, complex consumer code |
Sometimes breaking compatibility is the right choice. Perpetual backward compatibility accumulates technical debt, constrains evolution, and can make codebases unmaintainable. The key is to break compatibility intentionally and gracefully.
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// ============================================// GRACEFUL BREAKING CHANGE PROCESS// ============================================ /** * TIMELINE for breaking IUserService into focused interfaces: * * T-6 months: ANNOUNCEMENT * - Write migration guide * - Add @deprecated annotation with removal version * - Create focused interfaces alongside old one * - Start tracking usage of deprecated interface * * T-4 months: SOFT WARNINGS * - Console.warn() on deprecated usage (dev only) * - Send periodic reports to consuming teams * - Hold office hours for migration questions * * T-2 months: LOUD WARNINGS * - Log deprecation warnings in production (not console, to telemetry) * - Require @SuppressWarnings annotation to silence * - Escalate to team leads for unmigrated services * * T-0: REMOVAL * - Remove deprecated interface * - Remove compatibility adapters * - Major version bump * - Update all documentation * * T+2 weeks: CLEANUP * - Remove migration tracking * - Archive migration guides */ // ============================================// COMMUNICATION TEMPLATES// ============================================ const announcementTemplate = `Subject: [Action Required] IUserService Deprecation - Migrate by 2024-06-01 Dear Consumers, We are deprecating \`IUserService\` in favor of focused interfaces:- \`Authenticator\` - login/logout operations- \`ProfileManager\` - profile operations- \`UserAdministrator\` - admin operations WHY: The fat interface forces unnecessary dependencies and complicates testing.The new interfaces are simpler, more testable, and better aligned with ISP. TIMELINE:- 2024-01-01: New interfaces available, old interface deprecated- 2024-04-01: Deprecation warnings in logs- 2024-06-01: Old interface REMOVED (breaking change) MIGRATION GUIDE: https://docs.example.com/migrations/user-service-split SUPPORT: Join #user-service-migration Slack channel Office hours every Tuesday 2-3pm TRACKING: Your team's migration status:- auth-service: ✅ Migrated- profile-ui: ⚠️ 2 usages remaining- admin-panel: ❌ 8 usages remaining Please complete migration by 2024-05-15 to allow buffer for issues. Questions? Reply to this email or join office hours. Best,Platform Team`; // ============================================// FORCED MIGRATION FOR STRAGGLERS// ============================================ /** * When deadline passes and some consumers haven't migrated: * * Option A: EXTEND DEADLINE * - If legitimate blockers exist * - If majority still unmigrated * - If team lacks capacity to help * * Option B: MIGRATE FOR THEM * - Platform team makes changes in their repos * - Review with consuming team * - Useful for mechanical migrations * * Option C: BREAK AND SUPPORT * - Remove interface as announced * - Be available to urgently help fix breaks * - Acceptable if breaks are obvious and easy to fix * * Option D: TEMPORARY EXEMPTION * - Create special build for unmigrated consumers * - Time-limited, with clear final deadline * - Requires VP approval */ // Automated "migrate for them" scriptasync function migrateRepository(repoPath: string): Promise<MigrationResult> { // Run codemod await runCodemod(repoPath, 'migrate-user-service'); // Run tests const testResult = await runTests(repoPath); if (!testResult.passed) { return { success: false, reason: 'Tests failed', details: testResult }; } // Create PR const pr = await createPullRequest(repoPath, { title: '[AUTO] Migrate from IUserService to focused interfaces', body: migrationPRTemplate, reviewers: await getCodeOwners(repoPath) }); return { success: true, prUrl: pr.url };}Make the new interface the easy, well-documented, performant choice. Make the old interface work, but clearly inferior (slower, deprecated, noisier). Developers naturally migrate toward the golden path if you make it attractive. Coercion works less well than incentive.
Compatibility obligations differ based on who consumes the interface:
Public APIs (external customers, partner integrations):
Internal APIs (other teams in same organization):
Module-Internal Interfaces (within same codebase/team):
| Aspect | Public API | Internal API | Module-Internal |
|---|---|---|---|
| Deprecation period | 1-2+ years | 3-6 months | Single PR |
| Version support | N-2 versions | N-1 version | Latest only |
| Migration assistance | Guides + support | Guides + help if asked | Self-service |
| Breaking change approval | VP/Legal | Staff Engineer | Tech Lead |
| Announcement channel | Blog + email + docs | Company Slack + email | PR description |
| Rollback period | Extended | 2-4 weeks | As needed |
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// ============================================// VISIBILITY-BASED COMPATIBILITY STRATEGIES// ============================================ // PUBLIC API: Highest compatibility requirements// Used by external customers, requires formal versioning // v1 API - must remain stableexport namespace PublicAPI { /** * @public * @stability Stable - breaking changes require major version bump */ export interface UserAPI { readonly userId: string; getProfile(): Promise<UserProfileDTO>; updateProfile(updates: Partial<UserProfileDTO>): Promise<void>; } // Any change to UserAPI is: // 1. Reviewed by API council // 2. Documented in CHANGELOG // 3. Announced to customers // 4. Deprecated for 1 year before removal} // INTERNAL API: Moderate compatibility requirements// Used by other teams, coordination possible /** * @internal * @stability Evolving - deprecation required before changes */export interface InternalUserService { login(credentials: Credentials): Promise<Session>; getUser(id: string): Promise<User>;} // Changes to InternalUserService:// 1. Announced in #platform-updates Slack// 2. 3-month deprecation period// 3. Help provided if requested // MODULE-INTERNAL: Minimal compatibility requirements// Only used within this module /** * @private * @stability Unstable - may change without notice */interface UserRepositoryImpl { findById(id: string): User | null; save(user: User): void;} // Changes to UserRepositoryImpl:// Just update and fix all call sites in same PR // ============================================// VISIBILITY MARKERS IN CODE// ============================================ /** * TypeScript approach: Use module boundaries + documentation */ // user-service/// ├── public/ # Exported for external use// │ └── types.ts # User, Profile (stable)// ├── internal/ # Exported for internal org use // │ └── service.ts # UserService (evolving)// └── impl/ # Not exported// └── repository.ts # DB access (unstable) // user-service/index.tsexport * from './public/types'; // Public APIexport * from './internal/service'; // Internal API// impl/* not exported - true private"With a sufficient number of users of an API, all observable behaviors of your system will be depended on by somebody." Even internal interfaces can develop implicit dependencies on undocumented behavior. The more widely used an interface, the harder it becomes to change, regardless of official visibility.
Good documentation is essential for managing compatibility. Document not just what the interface does, but what guarantees you're making about its stability.
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// ============================================// INTERFACE DOCUMENTATION TEMPLATE// ============================================ /** * Authenticator - Responsible for user authentication operations. * * @stability Stable * @since 2.0.0 * @see {@link ProfileManager} for profile operations * @see {@link UserAdministrator} for admin operations * * ## Overview * This interface provides authentication capabilities including login, * logout, and session validation. It replaces the authentication * methods from the deprecated `IUserService`. * * ## Stability Guarantees * - Method signatures will not change within major version * - New methods may be added in minor versions (will have defaults) * - Behavioral contracts documented below will be honored * * ## Behavioral Contracts * * ### login() * - Returns User object on successful authentication * - Throws `InvalidCredentialsError` if email/password incorrect * - Throws `AccountLockedError` if account is locked * - Throws `RateLimitError` if too many attempts (>5 in 5 minutes) * - Creates a session valid for 24 hours * * ### logout() * - Invalidates all sessions for the user * - Is idempotent (calling on logged-out user is safe) * - Never throws (errors are logged but not propagated) * * ## Migration from IUserService * Replace `userService.login()` with `authenticator.login()`. * Behavior is identical. * * @example * ```typescript * const auth: Authenticator = container.get(Authenticator); * * try { * const user = await auth.login('user@example.com', 'password'); * console.log(`Logged in as ${user.name}`); * } catch (error) { * if (error instanceof InvalidCredentialsError) { * showLoginError('Invalid email or password'); * } * } * ``` */interface Authenticator { /** * Authenticates a user with email and password. * * @param email - User's email address (case-insensitive) * @param password - User's password (case-sensitive) * @returns The authenticated User object * @throws {InvalidCredentialsError} If credentials are incorrect * @throws {AccountLockedError} If account is locked * @throws {RateLimitError} If rate limit exceeded */ login(email: string, password: string): Promise<User>; /** * Logs out a user by invalidating all their sessions. * * This operation is idempotent - calling it multiple times * or on an already logged-out user has no adverse effects. * * @param userId - The ID of the user to log out */ logout(userId: string): Promise<void>;} // ============================================// CHANGELOG DOCUMENTATION// ============================================ /** * CHANGELOG.md * * ## [3.0.0] - 2024-06-01 * * ### ⚠️ BREAKING CHANGES * * - Removed `IUserService` interface (deprecated since 2.0.0) * - Use `Authenticator` for login/logout * - Use `ProfileManager` for profile operations * - Use `UserAdministrator` for admin operations * - See migration guide: docs/migrations/user-service-split.md * * - Removed `UserService` class facade * - Inject specific interfaces directly via DI * * ### Added * * - `Authenticator.validateSession()` method for session checks * * --- * * ## [2.3.0] - 2024-04-15 * * ### Added * * - `ProfileManager.deleteProfile()` method * * ### Deprecated * * - `IUserService` interface (will be removed in 3.0.0) * - Runtime warnings now logged when used * - See migration guide: docs/migrations/user-service-split.md * * --- * * ## [2.0.0] - 2024-01-01 * * ### Added * * - `Authenticator` interface for authentication * - `ProfileManager` interface for profiles * - `UserAdministrator` interface for admin operations * * ### Deprecated * * - `IUserService` interface * - Replaced by focused interfaces above * - Will be removed in 3.0.0 * - Legacy interface remains functional via facade */We've covered the full spectrum of backward compatibility considerations for interface evolution. Here are the key takeaways:
Module Complete:
You've now mastered the complete lifecycle of interface splitting:
These skills enable you to transform fat, coupled interfaces into focused, flexible designs—without breaking existing systems. This is the essence of sustainable software evolution.
Congratulations! You've completed the Splitting Interfaces module. You now possess the full toolkit for analyzing fat interfaces, splitting them at the right boundaries, implementing multiple interfaces cleanly, migrating consumers safely, and maintaining backward compatibility throughout. Apply these skills to transform your codebases into maintainable, evolvable systems.