/** * Enterprise Streaming Data Pipeline * * Real-time streaming capabilities and advanced governance features including: * - Event-driven streaming with CDC and event sourcing * - Real-time analytics and aggregation engines * - Stream processing with windowing and watermarks * - Schema evolution and data governance * - Backpressure management and circuit breakers * - Multi-tenant streaming with resource isolation * - Compliance and audit trails for streaming data */ import { EventEmitter } from 'node:events'; import { Logger } from '../core/logger.js'; import { generateId } from '../utils/helpers.js'; // ===== STREAMING TYPES ===== export interface StreamDefinition { id: string; name: string; description: string; type: 'event-stream' | 'data-stream' | 'cdc-stream' | 'metrics-stream' | 'audit-stream'; source: StreamSource; schema: StreamSchema; partitioning: PartitioningStrategy; serialization: SerializationFormat; retentionPolicy: RetentionPolicy; governance: StreamGovernance; replication: ReplicationConfig; createdAt: Date; updatedAt: Date; } export interface StreamSource { type: 'kafka' | 'kinesis' | 'pubsub' | 'eventhub' | 'nats' | 'redis' | 'database' | 'webhook'; configuration: Record; connectionString?: string; credentials?: { username?: string; password?: string; token?: string; keyFile?: string; }; healthCheck: { enabled: boolean; interval: number; timeout: number; retries: number; }; } export interface StreamSchema { version: string; format: 'avro' | 'json' | 'protobuf' | 'parquet'; definition: Record; evolution: SchemaEvolution; validation: ValidationRules; compatibility: 'backward' | 'forward' | 'full' | 'none'; } export interface SchemaEvolution { strategy: 'strict' | 'backward' | 'forward' | 'auto'; versions: SchemaVersion[]; migrationRules: SchemaMigrationRule[]; } export interface SchemaVersion { version: string; schema: Record; createdAt: Date; deprecated: boolean; breakingChanges: boolean; } export interface SchemaMigrationRule { fromVersion: string; toVersion: string; transformations: DataTransformation[]; rollbackStrategy: 'revert' | 'forward-fix' | 'manual'; } export interface DataTransformation { field: string; operation: 'rename' | 'convert' | 'split' | 'merge' | 'calculate' | 'filter' | 'enrich'; parameters: Record; condition?: string; } export interface PartitioningStrategy { type: 'key-hash' | 'round-robin' | 'random' | 'field-value' | 'time-based' | 'custom'; partitionCount: number; partitionKey?: string; customPartitioner?: string; rebalancing: { enabled: boolean; strategy: 'eager' | 'cooperative'; maxRebalanceTime: number; }; } export interface SerializationFormat { type: 'json' | 'avro' | 'protobuf' | 'msgpack' | 'binary'; compression: 'none' | 'gzip' | 'snappy' | 'lz4' | 'zstd'; encryption: { enabled: boolean; algorithm?: 'aes-256' | 'chacha20'; keyRotation?: boolean; }; } export interface RetentionPolicy { type: 'time' | 'size' | 'count' | 'custom'; value: number | string; archival: { enabled: boolean; location: string; format: 'parquet' | 'orc' | 'delta'; compression: string; }; deletion: { strategy: 'immediate' | 'batch' | 'scheduled'; gdprCompliant: boolean; }; } export interface StreamGovernance { classification: 'public' | 'internal' | 'confidential' | 'restricted'; piiDetection: { enabled: boolean; fields: string[]; maskingStrategy: 'hash' | 'tokenize' | 'redact' | 'encrypt'; }; accessControl: { enabled: boolean; rbac: RoleBasedAccess[]; abac: AttributeBasedAccess[]; }; compliance: { frameworks: string[]; controls: string[]; auditLevel: 'minimal' | 'standard' | 'comprehensive'; }; lineage: { tracking: boolean; upstreamSources: string[]; downstreamConsumers: string[]; }; } export interface RoleBasedAccess { role: string; permissions: ('read' | 'write' | 'admin' | 'delete')[]; conditions?: string[]; } export interface AttributeBasedAccess { subject: string; action: string; resource: string; conditions: Record; } export interface ReplicationConfig { factor: number; minInSync: number; acks: 'none' | 'leader' | 'all'; durability: 'at-most-once' | 'at-least-once' | 'exactly-once'; } // ===== STREAM PROCESSING ===== export interface StreamProcessor { id: string; name: string; type: 'filter' | 'transform' | 'aggregate' | 'join' | 'window' | 'enrichment' | 'ml-inference'; inputStreams: string[]; outputStream: string; processingLogic: ProcessingLogic; windowing?: WindowingConfig; stateManagement: StateConfig; errorHandling: ErrorHandlingConfig; monitoring: ProcessorMonitoring; scaling: AutoScalingConfig; createdAt: Date; updatedAt: Date; } export interface ProcessingLogic { type: 'sql' | 'javascript' | 'python' | 'scala' | 'java' | 'custom'; code: string; dependencies?: string[]; resources: { cpu: string; memory: string; storage: string; }; } export interface WindowingConfig { type: 'tumbling' | 'sliding' | 'session' | 'global'; size: number | string; advance?: number | string; sessionTimeout?: number; watermark: { strategy: 'bounded' | 'unbounded' | 'periodic'; maxDelay: number; periodicInterval?: number; }; } export interface StateConfig { type: 'memory' | 'rocksdb' | 'redis' | 'cassandra' | 'custom'; persistence: boolean; backupInterval?: number; partitioning: boolean; ttl?: number; } export interface ErrorHandlingConfig { strategy: 'fail-fast' | 'retry' | 'dead-letter' | 'skip' | 'circuit-breaker'; retryPolicy?: { maxAttempts: number; backoffStrategy: 'fixed' | 'exponential' | 'linear'; baseDelay: number; maxDelay: number; }; deadLetterQueue?: { enabled: boolean; topic: string; maxSize: number; }; circuitBreaker?: { enabled: boolean; failureThreshold: number; recoveryTimeout: number; halfOpenMaxCalls: number; }; } export interface ProcessorMonitoring { metrics: { throughput: boolean; latency: boolean; errorRate: boolean; backpressure: boolean; stateSize: boolean; }; alerts: ProcessorAlert[]; sampling: { enabled: boolean; rate: number; strategy: 'random' | 'systematic' | 'stratified'; }; } export interface ProcessorAlert { name: string; condition: string; severity: 'info' | 'warning' | 'critical'; channels: string[]; cooldown: number; } export interface AutoScalingConfig { enabled: boolean; minInstances: number; maxInstances: number; targetCpuUtilization: number; targetThroughput: number; scaleUpCooldown: number; scaleDownCooldown: number; customMetrics: string[]; } // ===== STREAM ANALYTICS ===== export interface StreamAnalytics { id: string; name: string; streams: string[]; queries: AnalyticsQuery[]; materializedViews: MaterializedView[]; alerts: AnalyticsAlert[]; dashboards: AnalyticsDashboard[]; exportTargets: ExportTarget[]; schedule: AnalyticsSchedule; } export interface AnalyticsQuery { id: string; name: string; sql: string; type: 'continuous' | 'batch' | 'hybrid'; windowSize?: string; outputFormat: 'json' | 'avro' | 'parquet'; optimization: { indexing: boolean; caching: boolean; parallelization: number; }; } export interface MaterializedView { id: string; name: string; sourceQuery: string; refreshStrategy: 'real-time' | 'incremental' | 'full-refresh'; refreshInterval?: number; storage: 'memory' | 'ssd' | 'object-store'; indexing: IndexConfig[]; } export interface IndexConfig { columns: string[]; type: 'btree' | 'hash' | 'bitmap' | 'gin' | 'gist'; unique: boolean; partial?: string; } export interface AnalyticsAlert { id: string; name: string; query: string; condition: string; severity: 'info' | 'warning' | 'critical'; frequency: 'real-time' | 'periodic'; interval?: number; channels: string[]; escalation: EscalationRule[]; } export interface EscalationRule { level: number; delay: number; channels: string[]; condition?: string; } export interface AnalyticsDashboard { id: string; name: string; widgets: DashboardWidget[]; layout: DashboardLayout; refreshInterval: number; accessControl: string[]; } export interface DashboardWidget { id: string; title: string; type: 'chart' | 'table' | 'metric' | 'alert' | 'map'; query: string; visualization: VisualizationConfig; position: WidgetPosition; } export interface VisualizationConfig { chartType?: 'line' | 'bar' | 'pie' | 'heatmap' | 'scatter'; options: Record; colors?: string[]; thresholds?: number[]; } export interface WidgetPosition { x: number; y: number; width: number; height: number; } export interface DashboardLayout { type: 'grid' | 'flexible'; columns?: number; rowHeight?: number; responsive: boolean; } export interface ExportTarget { id: string; name: string; type: 'database' | 'file' | 'api' | 'warehouse' | 'lake'; connection: Record; format: 'json' | 'csv' | 'parquet' | 'avro'; schedule: string; transformation?: string; } export interface AnalyticsSchedule { enabled: boolean; cron: string; timezone: string; maxRuntime: number; retryPolicy: { enabled: boolean; maxRetries: number; backoffStrategy: string; }; } // ===== CHANGE DATA CAPTURE ===== export interface CDCConfiguration { id: string; name: string; sourceDatabase: DatabaseConnection; targetStreams: string[]; tables: CDCTableConfig[]; filterRules: CDCFilterRule[]; transformations: CDCTransformation[]; metadata: CDCMetadata; performance: CDCPerformance; monitoring: CDCMonitoring; } export interface DatabaseConnection { type: 'postgresql' | 'mysql' | 'mongodb' | 'cassandra' | 'oracle' | 'sqlserver'; host: string; port: number; database: string; credentials: { username: string; password: string; }; ssl: { enabled: boolean; cert?: string; key?: string; ca?: string; }; } export interface CDCTableConfig { tableName: string; primaryKey: string[]; columns: string[]; captureMode: 'insert' | 'update' | 'delete' | 'all'; initialLoad: boolean; partitioning?: string; } export interface CDCFilterRule { type: 'include' | 'exclude'; pattern: string; condition?: string; } export interface CDCTransformation { field: string; operation: 'mask' | 'hash' | 'encrypt' | 'tokenize' | 'format' | 'enrich'; parameters: Record; } export interface CDCMetadata { includeSchema: boolean; includeTimestamps: boolean; includeTransactionId: boolean; includeOperationType: boolean; customFields: Record; } export interface CDCPerformance { batchSize: number; maxLatency: number; parallelism: number; bufferSize: number; compressionEnabled: boolean; } export interface CDCMonitoring { enabled: boolean; metrics: string[]; alerts: CDCAlert[]; lagThreshold: number; errorThreshold: number; } export interface CDCAlert { name: string; condition: string; severity: 'warning' | 'critical'; channels: string[]; } // ===== MAIN STREAMING PIPELINE CLASS ===== export class StreamingDataPipeline extends EventEmitter { private logger: Logger; // Stream management private streams: Map = new Map(); private processors: Map = new Map(); private analytics: Map = new Map(); private cdcConfigs: Map = new Map(); // Runtime state private activeStreams: Set = new Set(); private activeProcessors: Map = new Map(); private streamMetrics: Map = new Map(); // Governance and compliance private auditTrail: StreamAuditEntry[] = []; private complianceMonitor?: NodeJS.Timeout; // Configuration private config: StreamingPipelineConfig; constructor(config: Partial = {}) { super(); this.config = { maxConcurrentStreams: 100, maxProcessorsPerStream: 10, defaultRetentionDays: 7, enableGovernance: true, enableCompliance: true, enableAuditTrail: true, monitoringInterval: 30000, healthCheckInterval: 60000, metricsPersistenceInterval: 300000, backpressureThreshold: 0.8, circuitBreakerThreshold: 0.1, ...config }; this.logger = new Logger('StreamingDataPipeline'); this.logger.info('Enterprise Streaming Data Pipeline initialized', { config: this.config }); } /** * Initialize the streaming pipeline */ async initialize(): Promise { try { // Start monitoring processes this.startMonitoring(); this.startComplianceMonitoring(); this.startHealthChecks(); // Initialize audit trail if (this.config.enableAuditTrail) { await this.initializeAuditTrail(); } this.logger.info('Streaming data pipeline initialized successfully'); this.emit('pipeline:initialized'); } catch (error) { this.logger.error('Failed to initialize streaming pipeline', { error }); throw error; } } /** * Create a new stream definition */ async createStream(streamDef: Omit): Promise { const streamId = generateId('stream'); const stream: StreamDefinition = { id: streamId, createdAt: new Date(), updatedAt: new Date(), ...streamDef }; // Validate stream definition await this.validateStreamDefinition(stream); // Apply governance policies if (this.config.enableGovernance) { await this.applyGovernancePolicies(stream); } this.streams.set(streamId, stream); // Initialize stream metrics this.streamMetrics.set(streamId, { messagesProcessed: 0, bytesProcessed: 0, errorCount: 0, latency: { p50: 0, p95: 0, p99: 0 }, throughput: 0, backpressureEvents: 0, lastUpdate: new Date() }); this.logger.info('Stream created', { streamId, name: stream.name, type: stream.type }); this.auditLog('stream_created', { streamId, stream }); this.emit('stream:created', { streamId, stream }); return streamId; } /** * Start a stream */ async startStream(streamId: string): Promise { const stream = this.streams.get(streamId); if (!stream) { throw new Error(`Stream ${streamId} not found`); } if (this.activeStreams.has(streamId)) { throw new Error(`Stream ${streamId} is already active`); } if (this.activeStreams.size >= this.config.maxConcurrentStreams) { throw new Error('Maximum concurrent streams limit reached'); } try { // Initialize stream connection await this.initializeStreamConnection(stream); // Start stream processors const streamProcessors = Array.from(this.processors.values()) .filter(p => p.inputStreams.includes(streamId)); for (const processor of streamProcessors) { await this.startProcessor(processor.id); } this.activeStreams.add(streamId); this.logger.info('Stream started', { streamId, name: stream.name }); this.auditLog('stream_started', { streamId }); this.emit('stream:started', { streamId, stream }); } catch (error) { this.logger.error('Failed to start stream', { streamId, error }); this.auditLog('stream_start_failed', { streamId, error: (error as Error).message }); throw error; } } /** * Stop a stream */ async stopStream(streamId: string): Promise { const stream = this.streams.get(streamId); if (!stream) { throw new Error(`Stream ${streamId} not found`); } if (!this.activeStreams.has(streamId)) { throw new Error(`Stream ${streamId} is not active`); } try { // Stop associated processors const streamProcessors = Array.from(this.processors.values()) .filter(p => p.inputStreams.includes(streamId)); for (const processor of streamProcessors) { await this.stopProcessor(processor.id); } // Close stream connection await this.closeStreamConnection(stream); this.activeStreams.delete(streamId); this.logger.info('Stream stopped', { streamId, name: stream.name }); this.auditLog('stream_stopped', { streamId }); this.emit('stream:stopped', { streamId, stream }); } catch (error) { this.logger.error('Failed to stop stream', { streamId, error }); this.auditLog('stream_stop_failed', { streamId, error: (error as Error).message }); throw error; } } /** * Create a stream processor */ async createProcessor(processorDef: Omit): Promise { const processorId = generateId('processor'); const processor: StreamProcessor = { id: processorId, createdAt: new Date(), updatedAt: new Date(), ...processorDef }; // Validate processor definition await this.validateProcessorDefinition(processor); // Check stream limits const streamProcessorCount = Array.from(this.processors.values()) .filter(p => p.inputStreams.some(s => processor.inputStreams.includes(s))).length; if (streamProcessorCount >= this.config.maxProcessorsPerStream) { throw new Error('Maximum processors per stream limit reached'); } this.processors.set(processorId, processor); this.logger.info('Stream processor created', { processorId, name: processor.name, type: processor.type }); this.auditLog('processor_created', { processorId, processor }); this.emit('processor:created', { processorId, processor }); return processorId; } /** * Start a stream processor */ async startProcessor(processorId: string): Promise { const processor = this.processors.get(processorId); if (!processor) { throw new Error(`Processor ${processorId} not found`); } if (this.activeProcessors.has(processorId)) { throw new Error(`Processor ${processorId} is already active`); } try { // Validate input streams are active for (const streamId of processor.inputStreams) { if (!this.activeStreams.has(streamId)) { throw new Error(`Input stream ${streamId} is not active`); } } // Initialize processor runtime const runtime = await this.initializeProcessorRuntime(processor); this.activeProcessors.set(processorId, runtime); this.logger.info('Stream processor started', { processorId, name: processor.name }); this.auditLog('processor_started', { processorId }); this.emit('processor:started', { processorId, processor }); } catch (error) { this.logger.error('Failed to start processor', { processorId, error }); this.auditLog('processor_start_failed', { processorId, error: (error as Error).message }); throw error; } } /** * Stop a stream processor */ async stopProcessor(processorId: string): Promise { const processor = this.processors.get(processorId); if (!processor) { throw new Error(`Processor ${processorId} not found`); } const runtime = this.activeProcessors.get(processorId); if (!runtime) { throw new Error(`Processor ${processorId} is not active`); } try { // Gracefully shutdown processor await this.shutdownProcessorRuntime(runtime); this.activeProcessors.delete(processorId); this.logger.info('Stream processor stopped', { processorId, name: processor.name }); this.auditLog('processor_stopped', { processorId }); this.emit('processor:stopped', { processorId, processor }); } catch (error) { this.logger.error('Failed to stop processor', { processorId, error }); this.auditLog('processor_stop_failed', { processorId, error: (error as Error).message }); throw error; } } /** * Create Change Data Capture configuration */ async createCDC(cdcConfig: Omit): Promise { const cdcId = generateId('cdc'); const config: CDCConfiguration = { id: cdcId, ...cdcConfig }; // Validate CDC configuration await this.validateCDCConfiguration(config); this.cdcConfigs.set(cdcId, config); this.logger.info('CDC configuration created', { cdcId, name: config.name }); this.auditLog('cdc_created', { cdcId, config }); this.emit('cdc:created', { cdcId, config }); return cdcId; } /** * Start Change Data Capture */ async startCDC(cdcId: string): Promise { const config = this.cdcConfigs.get(cdcId); if (!config) { throw new Error(`CDC configuration ${cdcId} not found`); } try { // Initialize CDC connector await this.initializeCDCConnector(config); this.logger.info('CDC started', { cdcId, name: config.name }); this.auditLog('cdc_started', { cdcId }); this.emit('cdc:started', { cdcId, config }); } catch (error) { this.logger.error('Failed to start CDC', { cdcId, error }); this.auditLog('cdc_start_failed', { cdcId, error: (error as Error).message }); throw error; } } /** * Get stream metrics */ getStreamMetrics(streamId?: string): StreamMetrics | Map { if (streamId) { const metrics = this.streamMetrics.get(streamId); if (!metrics) { throw new Error(`Metrics for stream ${streamId} not found`); } return metrics; } return this.streamMetrics; } /** * Get pipeline health status */ getHealthStatus(): PipelineHealthStatus { const totalStreams = this.streams.size; const activeStreams = this.activeStreams.size; const totalProcessors = this.processors.size; const activeProcessors = this.activeProcessors.size; const errorRate = this.calculateErrorRate(); const avgLatency = this.calculateAvgLatency(); const totalThroughput = this.calculateTotalThroughput(); const health = errorRate < this.config.circuitBreakerThreshold ? 'healthy' : 'degraded'; return { status: health, streams: { total: totalStreams, active: activeStreams, stopped: totalStreams - activeStreams }, processors: { total: totalProcessors, active: activeProcessors, stopped: totalProcessors - activeProcessors }, performance: { errorRate, avgLatency, totalThroughput }, lastUpdate: new Date() }; } // ===== PRIVATE METHODS ===== private async validateStreamDefinition(stream: StreamDefinition): Promise { // Validate schema format if (!['avro', 'json', 'protobuf', 'parquet'].includes(stream.schema.format)) { throw new Error(`Unsupported schema format: ${stream.schema.format}`); } // Validate partitioning if (stream.partitioning.partitionCount <= 0) { throw new Error('Partition count must be greater than 0'); } // Validate retention policy if (stream.retentionPolicy.type === 'time' && typeof stream.retentionPolicy.value !== 'string') { throw new Error('Time-based retention policy requires string value'); } } private async validateProcessorDefinition(processor: StreamProcessor): Promise { // Validate input streams exist for (const streamId of processor.inputStreams) { if (!this.streams.has(streamId)) { throw new Error(`Input stream ${streamId} does not exist`); } } // Validate processing logic if (!processor.processingLogic.code) { throw new Error('Processing logic code is required'); } // Validate windowing configuration for applicable processors if (['aggregate', 'join'].includes(processor.type) && !processor.windowing) { throw new Error(`Windowing configuration required for ${processor.type} processor`); } } private async validateCDCConfiguration(config: CDCConfiguration): Promise { // Validate database connection if (!config.sourceDatabase.host || !config.sourceDatabase.database) { throw new Error('Database host and name are required'); } // Validate target streams exist for (const streamId of config.targetStreams) { if (!this.streams.has(streamId)) { throw new Error(`Target stream ${streamId} does not exist`); } } // Validate table configurations if (config.tables.length === 0) { throw new Error('At least one table configuration is required'); } } private async applyGovernancePolicies(stream: StreamDefinition): Promise { // Apply PII detection and masking if (stream.governance.piiDetection.enabled) { await this.setupPIIDetection(stream); } // Apply access controls if (stream.governance.accessControl.enabled) { await this.setupAccessControls(stream); } // Setup compliance monitoring if (stream.governance.compliance.frameworks.length > 0) { await this.setupComplianceMonitoring(stream); } } private async setupPIIDetection(stream: StreamDefinition): Promise { // Implementation for PII detection setup this.logger.debug('Setting up PII detection', { streamId: stream.id }); } private async setupAccessControls(stream: StreamDefinition): Promise { // Implementation for access control setup this.logger.debug('Setting up access controls', { streamId: stream.id }); } private async setupComplianceMonitoring(stream: StreamDefinition): Promise { // Implementation for compliance monitoring setup this.logger.debug('Setting up compliance monitoring', { streamId: stream.id }); } private async initializeStreamConnection(stream: StreamDefinition): Promise { // Implementation for stream connection initialization this.logger.debug('Initializing stream connection', { streamId: stream.id, type: stream.source.type }); } private async closeStreamConnection(stream: StreamDefinition): Promise { // Implementation for stream connection cleanup this.logger.debug('Closing stream connection', { streamId: stream.id }); } private async initializeProcessorRuntime(processor: StreamProcessor): Promise { // Implementation for processor runtime initialization this.logger.debug('Initializing processor runtime', { processorId: processor.id, type: processor.type }); return {}; // Placeholder runtime object } private async shutdownProcessorRuntime(runtime: any): Promise { // Implementation for processor runtime shutdown this.logger.debug('Shutting down processor runtime'); } private async initializeCDCConnector(config: CDCConfiguration): Promise { // Implementation for CDC connector initialization this.logger.debug('Initializing CDC connector', { cdcId: config.id, database: config.sourceDatabase.type }); } private startMonitoring(): void { setInterval(() => { this.collectMetrics(); this.checkBackpressure(); this.detectAnomalies(); }, this.config.monitoringInterval); } private startComplianceMonitoring(): void { if (!this.config.enableCompliance) return; this.complianceMonitor = setInterval(() => { this.performComplianceChecks(); }, this.config.monitoringInterval * 2); } private startHealthChecks(): void { setInterval(() => { this.performHealthChecks(); }, this.config.healthCheckInterval); } private async initializeAuditTrail(): Promise { this.auditLog('pipeline_initialized', {}); } private collectMetrics(): void { // Implementation for metrics collection for (const [streamId, metrics] of this.streamMetrics) { metrics.lastUpdate = new Date(); this.emit('metrics:collected', { streamId, metrics }); } } private checkBackpressure(): void { // Implementation for backpressure detection for (const streamId of this.activeStreams) { const metrics = this.streamMetrics.get(streamId); if (metrics && this.isBackpressureDetected(metrics)) { this.handleBackpressure(streamId); } } } private isBackpressureDetected(metrics: StreamMetrics): boolean { // Simple backpressure detection logic return metrics.backpressureEvents > 0; } private handleBackpressure(streamId: string): void { this.logger.warn('Backpressure detected', { streamId }); this.emit('backpressure:detected', { streamId }); } private detectAnomalies(): void { // Implementation for anomaly detection for (const [streamId, metrics] of this.streamMetrics) { if (this.isAnomalyDetected(metrics)) { this.handleAnomaly(streamId, metrics); } } } private isAnomalyDetected(metrics: StreamMetrics): boolean { // Simple anomaly detection logic return metrics.errorCount > 100 || metrics.latency.p99 > 5000; } private handleAnomaly(streamId: string, metrics: StreamMetrics): void { this.logger.warn('Anomaly detected', { streamId, metrics }); this.emit('anomaly:detected', { streamId, metrics }); } private performComplianceChecks(): void { // Implementation for compliance checking for (const stream of this.streams.values()) { if (stream.governance.compliance.frameworks.length > 0) { this.checkStreamCompliance(stream); } } } private checkStreamCompliance(stream: StreamDefinition): void { // Implementation for stream compliance checking this.logger.debug('Checking stream compliance', { streamId: stream.id }); } private performHealthChecks(): void { // Implementation for health checking for (const streamId of this.activeStreams) { this.checkStreamHealth(streamId); } } private checkStreamHealth(streamId: string): void { // Implementation for stream health checking const stream = this.streams.get(streamId); if (stream && stream.source.healthCheck.enabled) { this.logger.debug('Checking stream health', { streamId }); } } private calculateErrorRate(): number { let totalMessages = 0; let totalErrors = 0; for (const metrics of this.streamMetrics.values()) { totalMessages += metrics.messagesProcessed; totalErrors += metrics.errorCount; } return totalMessages > 0 ? totalErrors / totalMessages : 0; } private calculateAvgLatency(): number { let totalLatency = 0; let streamCount = 0; for (const metrics of this.streamMetrics.values()) { totalLatency += metrics.latency.p50; streamCount++; } return streamCount > 0 ? totalLatency / streamCount : 0; } private calculateTotalThroughput(): number { let totalThroughput = 0; for (const metrics of this.streamMetrics.values()) { totalThroughput += metrics.throughput; } return totalThroughput; } private auditLog(action: string, data: Record): void { if (!this.config.enableAuditTrail) return; const entry: StreamAuditEntry = { id: generateId('audit'), timestamp: new Date(), action, data, userId: 'system', sessionId: 'pipeline' }; this.auditTrail.push(entry); this.emit('audit:logged', entry); } } // ===== ADDITIONAL TYPES ===== export interface StreamingPipelineConfig { maxConcurrentStreams: number; maxProcessorsPerStream: number; defaultRetentionDays: number; enableGovernance: boolean; enableCompliance: boolean; enableAuditTrail: boolean; monitoringInterval: number; healthCheckInterval: number; metricsPersistenceInterval: number; backpressureThreshold: number; circuitBreakerThreshold: number; } export interface StreamMetrics { messagesProcessed: number; bytesProcessed: number; errorCount: number; latency: { p50: number; p95: number; p99: number; }; throughput: number; backpressureEvents: number; lastUpdate: Date; } export interface PipelineHealthStatus { status: 'healthy' | 'degraded' | 'critical'; streams: { total: number; active: number; stopped: number; }; processors: { total: number; active: number; stopped: number; }; performance: { errorRate: number; avgLatency: number; totalThroughput: number; }; lastUpdate: Date; } export interface StreamAuditEntry { id: string; timestamp: Date; action: string; data: Record; userId: string; sessionId: string; } export interface ValidationRules { required: string[]; formats: Record; ranges: Record; custom: Array<{ field: string; rule: string; message: string; }>; }