16```
17โโโ backend/
18โ โโโ database/
19โ โ โโโ migrations.ts # Database schema
20โ โ โโโ queries.ts # Database operations
21โ โโโ routes/
22โ โ โโโ chat.ts # Chat API endpoints
3839The application runs on Val Town with:
40- Backend: Hono framework with SQLite database
41- Frontend: React with TailwindCSS
42- Real-time chat interface for wedding planning assistance
feistyAmberRhinocerosDEPLOYMENT.md8 matches
68/backend/ingestion/eventIngestion.ts
69/backend/processing/streamProcessor.ts
70/backend/storage/database.ts
71/backend/monitoring/metricsCollector.ts
72/backend/monitoring/healthChecker.ts
272NODE_ENV=production
273274# Database Configuration
275DATABASE_URL=sqlite:./data/events.db
276DATABASE_POOL_SIZE=10
277278# Monitoring Configuration
299"host": "0.0.0.0"
300},
301"database": {
302"type": "sqlite",
303"path": "./data/events.db",
318## Performance Tuning
319320### Database Optimization
321322```sql
429## Backup and Recovery
430431### Database Backup
432433```bash
4584592. **High Latency**
460- Check database query performance
461- Monitor network connectivity
462- Review processing instance load
feistyAmberRhinocerosARCHITECTURE.md5 matches
113114**Components**:
115- **Time-Series Database**: Event storage with time-based partitioning
116- **Metrics Store**: Performance and health metrics
117- **Cache Layer**: Hot data and query result caching
1642. **Validation**: Schema validation and sanitization
1653. **Enrichment**: ID generation, timestamp assignment, partition key
1664. **Storage**: Persistent storage in time-series database
1675. **Processing**: Real-time processing and aggregation
1686. **Monitoring**: Metrics collection and health checks
174175- **Processing Instances**: Auto-scale from 1 to 100+ instances
176- **Database Sharding**: Partition data across multiple nodes
177- **Load Balancing**: Distribute load across available instances
178- **Cache Distribution**: Distributed caching for hot data
207- **Target**: 1M+ events/second
208- **Achieved**: Scales linearly with instances
209- **Bottlenecks**: Database write capacity, network bandwidth
210- **Optimization**: Batching, compression, connection pooling
211246- **Runtime**: Deno with TypeScript
247- **Web Framework**: Hono for HTTP handling
248- **Database**: SQLite with time-series optimization
249- **WebSockets**: Native Deno WebSocket support
250
95.deno/
9697# Database files
98*.db
99*.sqlite
298
299try {
300// Test database connectivity by attempting a simple query
301const { sqlite } = await import("https://esm.town/v/stevekrouse/sqlite");
302await sqlite.execute("SELECT 1");
1import { MetricsStorage, Metric } from "../storage/database.ts";
23export interface SystemMetrics {
1import { EventStorage, AggregateStorage, Event, Aggregate } from "../storage/database.ts";
2import { MetricsCollector } from "../monitoring/metricsCollector.ts";
3
1import { EventStorage, Event } from "../storage/database.ts";
2import { MetricsCollector } from "../monitoring/metricsCollector.ts";
3
feistyAmberRhinocerosdatabase.ts3 matches
1import { sqlite } from "https://esm.town/v/stevekrouse/sqlite";
23// Database schema for time-series event storage
4const EVENTS_TABLE = 'realtime_events_v1';
5const METRICS_TABLE = 'system_metrics_v1';
6const AGGREGATES_TABLE = 'event_aggregates_v1';
78export async function initializeDatabase() {
9// Events table - optimized for time-series data
10await sqlite.execute(`
73`);
7475console.log("Database initialized successfully");
76}
77
feistyAmberRhinocerosindex.ts3 matches
5import { MetricsCollector } from "./monitoring/metricsCollector.ts";
6import { HealthChecker } from "./monitoring/healthChecker.ts";
7import { initializeDatabase } from "./storage/database.ts";
89const app = new Hono();
20const healthChecker = new HealthChecker(metricsCollector);
2122// Initialize database on startup
23await initializeDatabase();
2425// Start the stream processor