| ## 🧩 1. Service Layer (Business Logic) | |
| These classes orchestrate repositories, apply business rules, and are called by route handlers. Many are referenced in your route files (e.g., `ArticleRoutes`, `AuthRoutes`, `MessagingRoutes`) but are missing or only stubs. | |
| | Service | Methods to Implement | | |
| |---------|----------------------| | |
| | `UserService` | register, login, findUserByUsername, updateProfile, changeEmail, changePassword, deactivate, follow, unfollow, getFollowers, getFollowing, getProfile (public/private), updateSecurityQuestion, updateNotificationSettings, getNotificationSettings, saveAvatar, getBookmarks, toggleBookmark, getRecentActivity, updateLastActive, isPrivate, etc. | | |
| | `ArticleService` | create, update, delete, getArticle, getArticleDTO, search (with filters & pagination), getAllArticles, getArticlesByAuthor, toggleLike, isLikedBy, addComment, deleteComment, getComments, generateCitation, getAnalytics (user), getArticleAnalytics (views over time), incrementViewCount, getTrendingArticles, getFeaturedArticles, getGraphRecommendations (co‑citation, bibliographic, PageRank), publishDraft, batchDelete, batchPublish. | | |
| | `MessageService` | sendMessage, getConversation, getMessagesBefore, getMessagesAfter, markAllRead, editMessage, deleteMessage, forwardMessage, getLastReadId, updateLastRead, recordTyping, isUserTyping, archiveConversation, unarchiveConversation, getArchivedConversations, sendEphemeral, scheduleMessage, getScheduledMessages, cancelScheduledMessage, getThreadReplies, replyToMessage, getEditHistory, getPrivateReactions, togglePrivateReaction. | | |
| | `GroupService` | createGroup, getGroup, listUserGroups, updateGroup, deleteGroup, addMember, removeMember, promoteToAdmin, demoteFromAdmin, leaveGroup, generateInviteToken, joinByInviteToken, sendMessage, editMessage, deleteMessage, getMessages, getMessagesBefore, getMessagesSince, pinMessage, unpinMessage, getPinnedMessages, muteGroup, unmuteGroup, getMutedGroups, searchMessages, createPoll, getPoll, votePoll, closePoll, reopenPoll, deletePoll, getPollResults, getReactions, toggleReaction. | | |
| | `NotificationService` | createNotification, getUserNotifications, markAsRead, markAllAsRead, deleteNotification, deleteAllForUser, getUnreadCount, sendRealTimeNotification (via WebSocket), getNotificationById. | | |
| | `AnalyticsService` | getUserStats (total articles, likes, comments, views, followers, etc.), getUserViewsOverTime, getTopArticlesForUser, getAdminStats (platform), getPlatformActivity, getTopContributors, getArticleAnalytics (views, likes, comments per day), getDailyViews, getReferrerStats, getDemographics, getCitationMetrics, setViewThresholdAlert, getActiveAlerts, deleteAlert, getTrendingArticles, getPopularTags. | | |
| | `GapAnalysisService` | getAllNodes, getNode, addNode, updateNode, deleteNode, searchNodes, getNodesByType, getAllEdges, getEdge, addEdge, updateEdge, deleteEdge, getEdgesForNode, getEdgesByType, getNodeDegrees, analyzeGap (AI), generateHypothesis, importGraph, exportGraph. | | |
| | `GrantService` | getUpcomingGrants, getGrantsForUser, addGrant, updateGrant, deleteGrant, generateDraft (AI), analyzeRFP. | | |
| | `ProjectService` | createProject, getUserProjects, getProjectsUserIsMember, getProject, updateProject, deleteProject, addMember, removeMember, setMemberRole, getMemberRole, getMemberJoinedAt, addTask, getTasksForProject, getTask, updateTask, moveTask, deleteTask, addOutput, removeOutput. | | |
| | `DataHubService` | getUserResearchObjects, getAllResearchObjects, getResearchObject, addResearchObject, updateResearchObject, deleteResearchObject, incrementResearchObjectView, incrementResearchObjectDownload, getUserProtocols, getAllProtocols, getProtocol, addProtocol, updateProtocol, deleteProtocol, forkProtocol, getProtocolSteps, addProtocolStep, updateProtocolStep, deleteProtocolStep, getUserPreregistrations, getPreregistration, addPreregistration, updatePreregistration, updatePreregistrationSection, submitPreregistration, deletePreregistration. | | |
| | `PollService` | createPoll, getPoll, updatePoll, deletePoll, vote, getUserVote, getPollResults, getPollAnalytics, exportResultsToCsv, getPollsByCreator, getPollTemplates, instantiateTemplate, schedulePoll, setPollPrivacy, searchPolls, deleteExpiredPolls, hasAnyVotes, isUserInGroup, isUserInProject. | | |
| | `EventService` | listEvents, getUpcomingEvents, getUserEvents, getEvent, createEvent, updateEvent, deleteEvent, incrementViewCount, setAttendeeStatus, getAttendees, addReminder, getRemindersForUser, deleteReminder, createRecurringEvents, exportUserEventsToIcal, searchEvents. | | |
| | `LabInventoryService` | getAllChemicals, getChemical, addChemical, updateChemical, deleteChemical, getLowStockCount, getExpiringSoonCount, getExpiredCount, getUnacknowledgedAlertsCount, getAllLocations, getSupplierCount, getTotalScanCount, getRecentlyAdded, getTopExpiring, getCountByLocation, getCountByType, getIncompatibilities, areCompatible, checkAndCreateAlerts, acknowledgeAlert, acknowledgeAllAlertsForChemical, createAlert, getAlert, deleteAlert, getChemicalByBarcode, getChemicalByCasNumber, incrementScanCount. | | |
| | `PeerReviewService` | submitPaper, getSubmissionById, getOpenSubmissions, getSubmissionsByStatus, getSubmissionsAssignedToReviewer, assignReviewer, submitReview, getReviewById, getReviewsForSubmission, getReviewsByReviewer, getReviewerCredential, saveReviewerCredential, deleteReviewerCredential, getAllSubmissions, getAllReviews, deleteSubmission. | | |
| | `WorkspaceService` | getUserPanels, getPanelById, createPanel, updatePanel, renamePanel, deletePanel, duplicatePanel, reorderPanels, exportWorkspaceToJson, importWorkspaceFromJson, clearAllPanels, getBuiltInPresets, applyPreset, createShareToken, getSharedPanel, getActivePanel, setActivePanel, createBackup, restoreBackup, listBackups, deleteBackup. | | |
| | `VoiceSettingsService` | getSettings, updateSettings, resetToDefault, getAllProfiles, getProfile, saveProfile, deleteProfile, activateProfile, getLanguageOverrides, setLanguageOverrides, getAvailableTtsVoices, generateTestAudio, listWakeWords, addWakeWord, removeWakeWord, getCustomGrammar, setCustomGrammar, exportAllSettings, importAllSettings. | | |
| | `RagService` | chatSimple, chat (RAG), getAvailableModels, getSuggestedQuestions, indexDocument, getIndexingStatus, getUserDocuments, deleteDocument, getConversationHistory, clearConversationHistory, deleteMessageFromHistory, predictCommands, clearAllHistory, reindexAllDocuments, getRagStats, isLLMHealthy, getEmbeddingModelInfo. | | |
| | `PasswordResetService` | getSecurityQuestion, resetPassword. | | |
| | `TwoFactorService` | generateSecret, getQrCode, verifyCode, enableTwoFactor, disableTwoFactor, generateBackupCodes, getBackupCodes, regenerateBackupCodes. | | |
| | `SearchService` | search (messages), getIndexedCount (full‑text search statistics). | | |
| | `MediaService` | uploadMedia, getMedia, deleteMedia, updateMediaGroupMessageId. | | |
| | `RateLimitService` | allowRequest (uses `TokenBucket`). | | |
| | `ContentModeration` | moderate (check profanity), censor. | | |
| | `CitationGraphService` | getCoCitationRecommendations, getBibliographicCouplingRecommendations, getPageRankRecommendations. | | |
| | `GNNRecommendationService` | getPersonalizedFeed, getContextualRecommendations, getTrendingArticles, getSimilarArticles, getSuggestedUsers, getUsersByInterest, recordFeedback, getPersonalizedTrending, refresh, fullRetrain, getModelStats, resetModel, setEnabled. | | |
| | `RecommendationService` | getPersonalizedFeed, getTrendingArticles, getTrendingArticlesByCategory, getTrendingArticlesByTimeRange, getSimilarArticles, getArticlesByTags, getSuggestedUsers, getSuggestedUsersByInterest, getHybridFeed, recordFeedback, getUserRecommendationHistory, refreshModel, fullRetrain, getModelStats, resetModel. | | |
| --- | |
| ## 🧩 2. Controllers / Route Handlers (Missing Endpoints) | |
| Even though you have route skeleton files (e.g., `ArticleRoutes`, `AuthRoutes`), many endpoints are not implemented. Below are the **missing route handlers** (grouped by feature). | |
| | Feature | Missing Endpoints | Required Service | | |
| |---------|-------------------|------------------| | |
| | **Recent Items** | `GET /api/recent-items` | `UserService` (or new `RecentItemService`) | | |
| | **Unified Inbox** | `GET /api/unified-inbox` | `UnifiedInboxService` (aggregate messages, notifications, paper Q&A, broadcasts) | | |
| | **Discovery** | `GET /api/discovery/digest`<br>`GET /api/discovery/recommendations` | `NotificationService`<br>`RecommendationService` (alias) | | |
| | **User liked articles** | `GET /api/users/me/liked-articles` | `ArticleService` | | |
| | **Messaging last read** | `GET /api/conversations/{username}/last-read` | `MessageService` (call `/read-status`) | | |
| | **Secret chat keys** | `GET /api/conversations/{username}/keys` | `EncryptionKeyRepository` (already exists) | | |
| | **Group pinned messages** | `GET /api/groups/{groupId}/pinned` | `GroupService` (alias to `/pins`) | | |
| | **Paper Collections** | `GET /api/collections`<br>`POST /api/collections`<br>`DELETE /api/collections/{id}`<br>`POST /api/collections/{id}/papers`<br>`DELETE /api/collections/{id}/papers/{paperId}` | `CollectionService` (new) + `CollectionRepository` | | |
| | **Reference Manager** | `GET /api/documents/{docId}/references`<br>`POST /api/documents/{docId}/references`<br>`PUT /api/documents/{docId}/references/{refId}`<br>`DELETE /api/documents/{docId}/references/{refId}`<br>`POST /api/references/connect-zotero`<br>`POST /api/references/connect-mendeley` | `ReferenceService` + `ReferenceRepository` | | |
| | **Preprint Submission** | `POST /api/preprints/screen`<br>`POST /api/preprints/submit` | `PreprintService` + `PreprintRepository` | | |
| | **Provenance** | `GET /api/provenance/{entityType}/{entityId}`<br>`POST /api/provenance/{entityType}/{entityId}/verify` | `ProvenanceService` + `ProvenanceEventRepository` | | |
| | **Export** | `POST /api/ai/export`<br>`POST /api/documents/{docId}/export` | `ExportService` (calls external converter) | | |
| Additionally, you need to **implement** the route files that are currently stubs: `ArticleRoutes`, `AuthRoutes`, `MessagingRoutes`, `UserRoutes`, `AnalyticsRoutes`, etc. – they contain placeholder `// TODO` or empty method bodies. | |
| --- | |
| ## 🧩 3. DTOs (Data Transfer Objects) | |
| Many route handlers return or consume DTOs. You already have some (e.g., `ArticleDTO`, `CreateArticleRequest`), but many are missing. | |
| | DTO | Purpose | Used In | | |
| |-----|---------|---------| | |
| | `ArticleDTO` | Return article metadata (without full body for lists) | `ArticleService` | | |
| | `CreateArticleRequest` | Input for article creation | `ArticleService` | | |
| | `CommentDTO` | Comment data (id, author, body, createdAt) | `ArticleService` | | |
| | `UserProfileDTO` | Public profile information | `UserService` | | |
| | `UserSettingsDTO` | Notification, privacy, security settings | `UserService` | | |
| | `AnalyticsDTO` | User analytics (total views, likes, etc.) | `AnalyticsService` | | |
| | `ViewStatDTO` | Daily views (date, count) | `AnalyticsService` | | |
| | `MessageDTO` | Private message representation (without internal fields) | `MessageService` | | |
| | `GroupMessageDTO` | Group message representation | `GroupService` | | |
| | `ConversationDTO` | Private conversation summary (with, lastMessage, unread) | `MessageService` | | |
| | `GroupDTO` | Group metadata (id, name, memberCount, lastMessage) | `GroupService` | | |
| | `MemberDTO` | Group member (userId, username, role) | `GroupService` | | |
| | `PollDTO` | Poll/quiz data (question, options, results) | `PollService` | | |
| | `PollVoteDTO` | Vote submission | `PollService` | | |
| | `ChemicalDTO` | Chemical inventory item (with NFPA, location, expiry) | `LabInventoryService` | | |
| | `AlertDTO` | Inventory alert | `LabInventoryService` | | |
| | `EventDTO` | Event details (title, startTime, location, host) | `EventService` | | |
| | `ProjectDTO` | Project summary | `ProjectService` | | |
| | `TaskDTO` | Kanban task | `ProjectService` | | |
| | `ProtocolDTO` | Protocol with steps | `DataHubService` | | |
| | `PreregistrationDTO` | Preregistration (template, sections) | `DataHubService` | | |
| | `ResearchObjectDTO` | Object metadata (type, title, authors, DOI) | `DataHubService` | | |
| | `GrantDTO` | Grant deadline (name, agency, deadline, amount) | `GrantService` | | |
| | `RecommendationResultDTO` | Recommended article (id, title, score, tags) | `RecommendationService` | | |
| | `ScreeningResultDTO` | Preprint screening result | `PreprintService` | | |
| | `BackupCodesDTO` | List of backup codes | `TwoFactorService` | | |
| | `TwoFactorSecretDTO` | Secret + QR code for 2FA setup | `TwoFactorService` | | |
| | `VoiceSettingsDTO` | Voice assistant configuration | `VoiceSettingsService` | | |
| | `WorkspacePanelDTO` | Panel layout (type, title, props, position) | `WorkspaceService` | | |
| | `WorkspacePresetDTO` | Preset definition | `WorkspaceService` | | |
| --- | |
| ## 🧩 4. Utilities & Helper Classes | |
| | Utility | Description | Required By | | |
| |---------|-------------|-------------| | |
| | `JsonUtils` | Jackson object mapper wrapper (you already have it in `util`) | All route handlers | | |
| | `TokenUtil` | Extract JWT from `Authorization` header | `AuthUtils`, `AuthRoutes` | | |
| | `SessionManager` | Create, validate, refresh sessions; manage CSRF tokens; store username → token mapping; invalidate sessions | `AuthUtils`, `AuthRoutes` | | |
| | `WebSocketManager` | Manage active WebSocket sessions, send messages to specific users, broadcast to groups/topics | `MessagingRoutes`, `NotificationService` | | |
| | `RateLimitService` | Use `TokenBucket` to check if request is allowed | `MessagingRoutes`, `AuthRoutes` | | |
| | `ContentModeration` | Filter profanity using a word list or external API | `MessagingRoutes` | | |
| | `MailService` | Send emails (verification, password reset, invitation, daily digests) | `UserService`, `PasswordResetService`, `NotificationService` | | |
| | `FileStorageService` | Save uploaded files (avatars, manuscripts, research objects, etc.) to disk/cloud; return URL | `UserService`, `PeerReviewService`, `DataHubService` | | |
| | `CitationGenerator` | Convert article metadata to APA/MLA/BibTeX string | `ArticleService` | | |
| | `ExportConverter` | Convert HTML to PDF, DOCX, LaTeX (possibly using external tools like `wkhtmltopdf`, `Pandoc`) | `ExportService` | | |
| | `PasswordEncoder` | BCrypt hashing for passwords | `UserService` (already used) | | |
| | `TotpUtil` | Generate TOTP secret, QR code URI, verify code (wrapper around Google Authenticator) | `TwoFactorService` | | |
| | `HtmlSanitizer` | Sanitize HTML from editor (prevent XSS) | `ArticleService`, `MessageService` | | |
| | `MarkdownConverter` | Convert markdown to HTML (if needed) | `ArticleService` | | |
| | `CacheManager` | Simple in‑memory cache (e.g., for frequently requested articles) | Optional – performance | | |
| | `AsyncTaskExecutor` | Execute long‑running tasks asynchronously (e.g., document indexing, email sending) | `RagService`, `MailService` | | |
| | `ScheduledTaskManager` | Schedule jobs (e.g., daily digest, cleanup expired tokens) | `NotificationService`, `SessionManager` | | |
| | `ApiError` | Standard error response structure | All controllers | | |
| | `GlobalExceptionHandler` | Catch exceptions and return appropriate HTTP status codes | All controllers | | |
| | `ValidationUtils` | Validate email, username, password strength | `UserService`, `AuthRoutes` | | |
| --- | |
| ## 🧩 5. Security & Configuration | |
| | Component | Description | | |
| |-----------|-------------| | |
| | `JwtUtil` | Generate and parse JWT tokens (claims, expiration) | | |
| | `CsrfTokenManager` | Generate and validate CSRF tokens per session | | |
| | `CorsConfig` | Configure CORS for frontend origin | | |
| | `WebSecurityConfig` (Spring) | Define which endpoints are public, which require authentication | | |
| | `PasswordEncoder` bean | BCryptPasswordEncoder | | |
| | `AuthenticationProvider` (if using Spring Security) | Custom authentication logic | | |
| | `ApplicationProperties` | Read environment variables (database URL, API keys, mail settings) | | |
| | `DatabaseInitializer` | Create tables on startup (if using auto‑migration) | | |
| --- | |
| ## 🧩 6. WebSocket & SSE | |
| | Component | Description | | |
| |-----------|-------------| | |
| | `WebSocketHandler` (or `@ServerEndpoint`) | Handle WebSocket connections for messaging, typing, presence, reactions. | | |
| | `WebSocketConfig` | Register the WebSocket endpoint (`/ws`) and configure STOMP (if using) or raw WebSocket. | | |
| | `SseEmitterManager` (SSE) | Manage SSE connections for notifications, keep‑alive, event replay. | | |
| | `WebSocketMessage` | DTO for messages sent over WebSocket (type, payload). | | |
| --- | |
| ## 🧩 7. Database Migration & Schema | |
| Even though you have repository classes, you must create the actual SQL tables. Provide SQL scripts (or use Flyway/Liquibase) for all entities: | |
| - `users` | |
| - `articles` | |
| - `comments` | |
| - `tags` (article_tags) | |
| - `messages` | |
| - `conversations` | |
| - `groups` | |
| - `group_members` | |
| - `group_messages` | |
| - `polls`, `poll_options`, `poll_votes` | |
| - `reactions` (or store inside messages) | |
| - `notifications` | |
| - `chemicals`, `alerts` | |
| - `events`, `event_attendees`, `event_reminders` | |
| - `projects`, `project_members`, `project_tasks`, `project_outputs` | |
| - `research_objects` | |
| - `protocols`, `protocol_steps` | |
| - `preregistrations`, `preregistration_sections` | |
| - `grants` | |
| - `graph_nodes`, `graph_edges` | |
| - `workspace_panels` | |
| - `voice_settings` | |
| - `paper_collections`, `collection_papers` | |
| - `managed_references`, `reference_groups` | |
| - `preprints` | |
| - `provenance_events` | |
| - `pre_keys`, `signed_pre_keys` | |
| - `encryption_keys` (for secret chats) | |
| --- | |
| ## 🧩 8. Additional Supporting Code | |
| | Component | Description | | |
| |-----------|-------------| | |
| | **Custom Exceptions** | `ResourceNotFoundException`, `UnauthorizedException`, `BadRequestException`, `ConflictException`, etc. | | |
| | **Validation Annotations** | `@ValidUsername`, `@ValidPassword` (custom) – optional | | |
| | **Audit Fields** | CreatedAt, UpdatedAt automatically set (use `@PrePersist`, `@PreUpdate` in JPA) | | |
| | **Pagination Helper** | Convert `page`/`limit` parameters to `offset`/`limit` and return paginated responses | | |
| | **Date/Time Formatter** | Consistent ISO‑8601 formatting | | |
| | **Health Check Endpoint** | `GET /health` (already present) | | |
| | **Metrics Endpoint** | `GET /metrics` for Prometheus (optional) | | |
| | **API Documentation** | Swagger/OpenAPI configuration (`springdoc-openapi`) | | |
| | **Dockerfile** | Containerise the backend | | |
| | **CI/CD Pipeline** | GitHub Actions / Jenkins (optional) | | |
| --- | |
| ## ✅ What You Already Have (from your files) | |
| - **Models** – almost complete (User, Article, Comment, Message, GroupChat, GroupMessage, Poll, Chemical, etc.) – you provided many `.java` files. | |
| - **Repositories** – you have JDBC‑based repositories (ArticleRepository, UserRepository, etc.). They are functional but may need small adjustments. | |
| - **Route skeletons** – you have `ArticleRoutes`, `AuthRoutes`, `MessagingRoutes`, etc., but many methods are empty or only print logs. They need to be filled with actual business logic. | |
| - **Some utilities** – `JsonUtils`, `RouteUtils`, `AuthUtils`, `TokenBucket`, etc. | |
| --- | |
| ## 🎯 Final Recommendation | |
| Start by implementing the **services** (the longest list). Then fill in the **route handlers** (one by one, based on frontend needs). Create **DTOs** as you go. The **utilities** (Mail, FileStorage, WebSocket, etc.) can be added later but are required for full functionality. | |
| ## 🚀 1. Infrastructure & Architecture | |
| | Component | Technology / Implementation | Why It’s Needed | | |
| |-----------|----------------------------|------------------| | |
| | **API Gateway** | Spring Cloud Gateway, Kong, NGINX | Route external traffic to the correct backend service, handle SSL termination, rate limiting, authentication at the edge. | | |
| | **Service Discovery** | Netflix Eureka, Consul, Kubernetes Service | If you split into microservices, services need to find each other dynamically. | | |
| | **Load Balancer** | Spring Cloud LoadBalancer, HAProxy, AWS ALB | Distribute traffic across multiple instances of your backend. | | |
| | **Reverse Proxy + CDN** | CloudFront, Cloudflare, Fastly | Serve static assets (React build) globally, cache API responses, protect against DDoS. | | |
| | **WebSocket Server** | Spring WebSocket + STOMP (separate instance) | Handle real‑time messaging independently, scale horizontally. | | |
| | **Database** | PostgreSQL / MySQL (with read replicas) | Primary relational store; read replicas for high‑load queries. | | |
| | **Database Pooling** | HikariCP (default in Spring Boot) | Efficiently manage database connections. | | |
| | **Distributed Cache** | Redis, Caffeine | Cache frequently accessed data (user profiles, session, rate limits, computed recommendations). | | |
| | **Message Queue** | RabbitMQ, Apache Kafka | Process long‑running tasks asynchronously: sending emails, indexing documents, generating reports, AI inference. | | |
| | **Object Storage** | AWS S3, MinIO (self‑hosted) | Store uploaded files (avatars, manuscripts, research objects, voice notes). Generate presigned URLs for secure access. | | |
| | **Search Engine** | Elasticsearch, OpenSearch | Full‑text search across articles, messages, users, grants, chemicals – far faster than SQL `LIKE`. | | |
| | **Distributed Locking** | Redis Redlock | Prevent race conditions (e.g., two users claiming same peer‑review assignment). | | |
| --- | |
| ## 🔐 2. Security | |
| | Component | Technology | Purpose | | |
| |-----------|------------|---------| | |
| | **OAuth2 / OpenID Connect** | Spring Security OAuth2, Keycloak, Auth0 | Let users log in with Google, ORCID, institutional SSO. | | |
| | **JWT Refresh Tokens** | Custom implementation | Short‑lived access tokens + refresh token stored in http‑only cookie for better security. | | |
| | **CSRF Protection** | Spring Security CSRF (enabled for state‑changing endpoints) | Already partially there, but needs full enforcement. | | |
| | **CORS Configuration** | Spring `@CrossOrigin` or global config | Restrict which origins can call your API. | | |
| | **Rate Limiting per User / IP** | Bucket4j, Resilience4j RateLimiter | Already have `TokenBucket` – upgrade to distributed rate limiting using Redis. | | |
| | **IP Whitelist / Blacklist** | Custom filter | Block known malicious IPs (e.g., from admin panel). | | |
| | **HTTPS / TLS** | Let’s Encrypt, Cloudflare | Encrypt all traffic. | | |
| | **Encryption at Rest** | Database encryption (AES‑256) + secure key management | Protect sensitive user data. | | |
| | **Secret Management** | HashiCorp Vault, AWS Secrets Manager, Kubernetes Secrets | Store database passwords, API keys, JWT secrets securely. | | |
| | **Audit Logs** | Custom `AuditService` + separate database table | Track who accessed what resource (GDPR requirement). | | |
| | **Data Anonymization / Pseudonymization** | Custom service | For research data exports, remove PII. | | |
| | **Vulnerability Scanning** | OWASP Dependency‑Check, Snyk | Scan dependencies for known CVEs. | | |
| --- | |
| ## 📈 3. Observability & Monitoring | |
| | Component | Technology | Why Important | | |
| |-----------|------------|---------------| | |
| | **Structured Logging** | Logback + JSON layout, Loki (Grafana) | Make logs machine‑parseable, centralise them. | | |
| | **Distributed Tracing** | OpenTelemetry + Jaeger / Zipkin | Trace requests across multiple services (e.g., API → DB → AI service). | | |
| | **Metrics** | Micrometer + Prometheus + Grafana | Monitor request latency, error rates, database pool usage, queue length. | | |
| | **Application Performance Monitoring (APM)** | New Relic, Datadog, Elastic APM | Detect slow endpoints, SQL queries, external calls. | | |
| | **Health Checks** | Spring Boot Actuator (`/health`, `/info`, `/metrics`) | Kubernetes liveness/readiness probes, load balancer health. | | |
| | **Alerts** | Alertmanager (Prometheus), PagerDuty, Opsgenie | Get notified when CPU spikes, error rate rises, queue backs up. | | |
| | **Error Tracking** | Sentry, Rollbar | Capture unhandled exceptions, aggregate by type, show stack traces. | | |
| | **Real User Monitoring (RUM)** | Sentry, Datadog RUM | See how frontend performs for real users. | | |
| | **Synthetic Monitoring** | Grafana Cloud, Pingdom | Periodically call critical endpoints to ensure uptime. | | |
| --- | |
| ## ⚙️ 4. Messaging & Async Processing | |
| | Component | Technology | Use Case | | |
| |-----------|------------|----------| | |
| | **Task Queue** | RabbitMQ, Kafka (with Spring AMQP / Kafka) | Indexing PDFs, sending emails, generating AI summaries, exporting large documents. | | |
| | **Dead Letter Queue** | RabbitMQ DLX, Kafka with retry topics | Handle failed tasks gracefully. | | |
| | **Idempotency Keys** | Custom header + Redis | Prevent duplicate message sending, duplicate payment processing. | | |
| | **Webhook Delivery** | Custom `WebhookService` with retries + exponential backoff | Notify external systems (e.g., data repositories) about new publications. | | |
| | **Scheduled Jobs** | Spring `@Scheduled`, Quartz | Daily digest emails, cleanup expired sessions, renew pre‑keys. | | |
| | **Batch Processing** | Spring Batch | Process large CSV imports/exports in chunks. | | |
| --- | |
| ## 💾 5. Data & Caching | |
| | Component | Technology | When to Use | | |
| |-----------|------------|-------------| | |
| | **Read‑Through / Write‑Through Cache** | Spring Cache abstraction + Redis | Cache frequently read data (user profiles, article metadata). | | |
| | **Query Cache** | Hibernate Second‑Level Cache, Caffeine | Reduce SQL load for repeated queries. | | |
| | **Database Indexing** | SQL `CREATE INDEX` | Speed up `WHERE` clauses, joins, sorting. Essential for large tables. | | |
| | **Partitioning / Sharding** | PostgreSQL declarative partitioning, custom sharding | Split massive tables (e.g., messages) by date or user hash. | | |
| | **Read Replicas** | Spring `@Transactional(readOnly=true)` + routing datasource | Offload analytic queries from master. | | |
| | **Full‑Text Search** | Elasticsearch (sync via Change Data Capture) | Real‑time search across articles, messages, users. | | |
| | **Time‑Series Data** | TimescaleDB (PostgreSQL extension) | Store and query article view events efficiently. | | |
| | **Data Archival** | Custom job + cold storage (S3 Glacier) | Move old logs, deleted messages to cheap storage. | | |
| --- | |
| ## 🧪 6. Testing & CI/CD | |
| | Phase | Tools | Why | | |
| |-------|-------|-----| | |
| | **Unit Testing** | JUnit 5, Mockito | Test business logic in isolation. | | |
| | **Integration Testing** | Spring Boot Test, Testcontainers | Test with real database, RabbitMQ, Elasticsearch. | | |
| | **API Contract Testing** | Pact | Ensure frontend and backend expectations match. | | |
| | **End‑to‑End Testing** | Playwright, Cypress | Test critical user journeys (login, send message, publish article). | | |
| | **Load Testing** | JMeter, Gatling, k6 | Simulate thousands of users; find bottlenecks. | | |
| | **Security Testing** | OWASP ZAP, Burp Suite | Scan for common vulnerabilities (XSS, SQLi). | | |
| | **CI/CD Pipeline** | GitHub Actions, GitLab CI, Jenkins | Automatically build, test, and deploy on every commit. | | |
| | **Container Registry** | Docker Hub, GitHub Container Registry, AWS ECR | Store Docker images. | | |
| | **Orchestration** | Kubernetes (k8s) | Manage deployments, scaling, rolling updates. | | |
| | **Infrastructure as Code** | Terraform, Pulumi, AWS CloudFormation | Define servers, databases, load balancers as code. | | |
| | **Blue‑Green / Canary Deployments** | Kubernetes with Argo Rollouts, AWS CodeDeploy | Zero‑downtime releases, rollback capability. | | |
| --- | |
| ## 🧾 7. Business & Compliance | |
| | Component | Implementation | Purpose | | |
| |-----------|----------------|---------| | |
| | **GDPR / CCPA Compliance** | Data deletion endpoint, consent management | Let users request deletion of their data. | | |
| | **Data Retention Policy** | Scheduled job | Automatically delete old logs, deleted messages after 30/90 days. | | |
| | **Usage Billing** | Stripe, Lago (open‑source) | If you ever charge for premium features. | | |
| | **Payment Webhooks** | Custom endpoint | Handle subscription events, invoices. | | |
| | **Privacy Policy / Terms of Service** | Static pages + acceptance tracking | Legal requirement. | | |
| | **Cookie Consent** | Frontend library + backend consent flag | Comply with EU cookie law. | | |
| | **Data Export** | GDPR export endpoint (JSON/CSV) | Users can download all their data. | | |
| | **Audit Logging** | Separate table + API | Required for ISO 27001, SOC2 certification. | | |
| --- | |
| ## 🧩 8. Feature Flags & Experimentation | |
| | Component | Technology | Benefit | | |
| |-----------|------------|---------| | |
| | **Feature Flags** | LaunchDarkly, Flagsmith, custom (`FeatureFlagService`) | Enable/disable features without deployment. | | |
| | **A/B Testing** | Custom assignment logic + metrics | Test new UI, recommendation algorithm variants. | | |
| | **Gradual Rollout** | Flags + user percentage | Roll out a feature to 1% of users, then 10%, etc. | | |
| --- | |
| ## 🧠 9. Additional AI / ML Serving | |
| | Component | Implementation | Use | | |
| |-----------|----------------|-----| | |
| | **Model Serving** | TensorFlow Serving, ONNX Runtime, BentoML | Serve recommendation model (GNN), classifier for smart notifications. | | |
| | **Feature Store** | Feast (open‑source) | Manage features for ML models. | | |
| | **Model Monitoring** | Evidently AI, WhyLogs | Detect data drift, model degradation. | | |
| | **Async Inference** | Kafka + ML microservice | Process RAG queries, batch gap analysis offline. | | |
| --- | |
| ## 🌍 10. Localisation & Internationalisation (i18n) | |
| | Component | Implementation | | |
| |-----------|----------------| | |
| | **Locale Detection** | `Accept-Language` header, user preference in DB | | |
| | **Message Bundles** | Spring `MessageSource` + `.properties` files | | |
| | **Date/Time Formatting** | User’s timezone stored in profile, use `ZonedDateTime` | | |
| | **Right‑to‑Left (RTL) Support** | Frontend CSS; backend doesn’t need much. | | |
| --- | |
| ## 📦 11. Production Environment Checklist | |
| - [ ] Domain name with SSL certificate | |
| - [ ] CDN for static assets (React build, uploaded images) | |
| - [ ] WAF (Web Application Firewall) – Cloudflare, AWS WAF | |
| - [ ] Database backups (automated, encrypted, stored off‑site) | |
| - [ ] Disaster Recovery plan (RTO / RPO) | |
| - [ ] Log rotation and retention policy | |
| - [ ] Security headers (HSTS, CSP, X‑Frame‑Options) | |
| - [ ] Rate limiting for critical endpoints (login, register, send message) | |
| - [ ] IP whitelist for admin endpoints | |
| - [ ] Regular security audits (dependency updates, penetration testing) | |
| - [ ] Compliance documentation (if handling medical/student data) | |
| --- | |
| ## ✅ Implementation Roadmap (What to Build First) | |
| 1. **Caching** – Redis for session store, rate limiting, and frequent queries. | |
| 2. **Async Tasks** – RabbitMQ for email sending, document indexing, PDF export. | |
| 3. **Full‑Text Search** – Elasticsearch for articles, messages, and users. | |
| 4. **Observability** – Prometheus + Grafana for metrics, Loki for logs. | |
| 5. **Security Hardening** – CSRF, rate limiting, JWT refresh tokens, HTTPS. | |
| 6. **CI/CD** – GitHub Actions to build, test, and deploy to staging. | |
| 7. **Production Environment** – Docker + Kubernetes on cloud (or self‑hosted). | |
| --- | |
| ## 🎯 Final Advice | |
| You don’t need to implement everything at once. Start with **caching**, **async tasks**, **structured logging**, and **basic monitoring**. Then add Elasticsearch, a message queue, and Kubernetes as you scale. For a research platform, compliance (GDPR) and data durability are top priorities. | |
Xet Storage Details
- Size:
- 31.1 kB
- Xet hash:
- 40babc18cfbec9ed494dfaa5ad3ea18a272a654692bf030bc25ee1d021dd115f
·
Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.