Imporve monitoring 6
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@@ -38,7 +38,8 @@ Bakery-IA is an **AI-powered SaaS platform** designed specifically for the Spani
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**Infrastructure:**
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- Docker containers, Kubernetes orchestration
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- PostgreSQL 17, Redis 7.4, RabbitMQ 4.1
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- Prometheus + Grafana monitoring
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- **SigNoz unified observability platform** - Traces, metrics, logs
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- OpenTelemetry instrumentation across all services
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- HTTPS with automatic certificate renewal
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---
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@@ -711,6 +712,14 @@ Data Collection → Feature Engineering → Prophet Training
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- Service decoupling
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- Asynchronous processing
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**4. Distributed Tracing (OpenTelemetry)**
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- End-to-end request tracking across all 18 microservices
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- Automatic instrumentation for FastAPI, HTTPX, SQLAlchemy, Redis
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- Performance bottleneck identification
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- Database query performance analysis
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- External API call monitoring
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- Error tracking with full context
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### Scalability & Performance
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**1. Microservices Architecture**
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@@ -731,6 +740,16 @@ Data Collection → Feature Engineering → Prophet Training
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- 1,000+ req/sec per gateway instance
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- 10,000+ concurrent connections
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**4. Observability & Monitoring**
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- **SigNoz Platform**: Unified traces, metrics, and logs
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- **Auto-Instrumentation**: Zero-code instrumentation via OpenTelemetry
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- **Application Monitoring**: All 18 services reporting metrics
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- **Infrastructure Monitoring**: 18 PostgreSQL databases, Redis, RabbitMQ
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- **Kubernetes Monitoring**: Node, pod, container metrics
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- **Log Aggregation**: Centralized logs with trace correlation
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- **Real-Time Alerting**: Email and Slack notifications
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- **Query Performance**: ClickHouse backend for fast analytics
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---
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## Security & Compliance
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@@ -786,8 +805,13 @@ Data Collection → Feature Engineering → Prophet Training
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- **Orchestration**: Kubernetes
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- **Ingress**: NGINX Ingress Controller
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- **Certificates**: Let's Encrypt (auto-renewal)
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- **Monitoring**: Prometheus + Grafana
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- **Logging**: ELK Stack (planned)
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- **Observability**: SigNoz (unified traces, metrics, logs)
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- **Distributed Tracing**: OpenTelemetry auto-instrumentation (FastAPI, HTTPX, SQLAlchemy, Redis)
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- **Application Metrics**: RED metrics (Rate, Error, Duration) from all 18 services
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- **Infrastructure Metrics**: PostgreSQL (18 databases), Redis, RabbitMQ, Kubernetes cluster
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- **Log Management**: Centralized logs with trace correlation and Kubernetes metadata
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- **Alerting**: Multi-channel notifications (email, Slack) via AlertManager
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- **Telemetry Backend**: ClickHouse for high-performance time-series storage
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### CI/CD Pipeline
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1. Code push to GitHub
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@@ -834,11 +858,14 @@ Data Collection → Feature Engineering → Prophet Training
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- Stripe integration
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- Automated billing
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### 5. Real-Time Operations
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### 5. Real-Time Operations & Observability
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- SSE for instant alerts
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- WebSocket for live updates
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- Sub-second dashboard refresh
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- Always up-to-date data
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- **Full-stack observability** with SigNoz
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- Distributed tracing for performance debugging
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- Real-time metrics from all layers (app, DB, cache, queue, cluster)
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### 6. Developer-Friendly
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- RESTful APIs
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