---
id: "SAAS-016"
title: "Dashboard Analytics"
type: "Module"
status: "Completed"
priority: "P2"
module: "analytics"
version: "1.0.0"
created_date: "2026-01-24"
updated_date: "2026-01-24"
story_points: 8
---

# SAAS-016: Dashboard Analytics

## Metadata
- **Codigo:** SAAS-016
- **Modulo:** Analytics
- **Prioridad:** P2
- **Estado:** Especificado
- **Fase:** 3 - Advanced Features
- **Story Points:** 8

## Descripcion

Dashboard de analitica empresarial con metricas avanzadas para tenants y superadmin. Proporciona KPIs de usuarios, billing, uso de recursos y tendencias temporales con graficos interactivos.

## Objetivos

1. Metricas de usuarios (activos, nuevos, churn)
2. Metricas de billing (MRR, revenue, subscriptions)
3. Metricas de uso (API calls, storage, AI tokens)
4. Graficos temporales multi-periodo (7d, 30d, 90d, 1y)
5. KPIs agregados por tenant y globales (superadmin)
6. Exportacion de datos de analytics

## Alcance

### Incluido
- Dashboard de metricas por tenant
- Dashboard global para superadmin
- Graficos de tendencias temporales
- KPIs en tiempo real
- Filtros por periodo
- Cache de metricas calculadas
- Exportacion basica de datos

### Excluido
- BI avanzado (integracion con Metabase/Superset)
- Machine Learning predictions
- Alertas automaticas basadas en metricas (ver SAAS-007)
- Reportes programados (ver SAAS-017)

## Modelo de Datos

### Tablas Nuevas (schema: analytics)

**metrics_cache**
```sql
CREATE TABLE analytics.metrics_cache (
  id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
  tenant_id UUID REFERENCES tenants.tenants(id),
  metric_type VARCHAR(50) NOT NULL,
  period VARCHAR(20) NOT NULL, -- 'daily', 'weekly', 'monthly'
  period_start DATE NOT NULL,
  period_end DATE NOT NULL,
  value JSONB NOT NULL,
  calculated_at TIMESTAMPTZ DEFAULT NOW(),

  UNIQUE(tenant_id, metric_type, period, period_start)
);
```

**usage_events** (para tracking detallado)
```sql
CREATE TABLE analytics.usage_events (
  id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
  tenant_id UUID NOT NULL,
  user_id UUID,
  event_type VARCHAR(50) NOT NULL,
  event_data JSONB,
  created_at TIMESTAMPTZ DEFAULT NOW()
);

CREATE INDEX idx_usage_events_tenant_type ON analytics.usage_events(tenant_id, event_type, created_at);
```

## Metricas Definidas

### Metricas de Usuarios
| Metrica | Descripcion | Calculo |
|---------|-------------|---------|
| total_users | Usuarios totales | COUNT(users) |
| active_users | Usuarios activos (7d) | Users con login en 7 dias |
| new_users | Nuevos usuarios (periodo) | Users creados en periodo |
| churn_rate | Tasa de abandono | Users inactivos / total |
| dau | Daily Active Users | Users activos hoy |
| mau | Monthly Active Users | Users activos 30d |

### Metricas de Billing
| Metrica | Descripcion | Calculo |
|---------|-------------|---------|
| mrr | Monthly Recurring Revenue | SUM(subscriptions activas) |
| arr | Annual Recurring Revenue | MRR * 12 |
| total_revenue | Revenue total (periodo) | SUM(invoices pagadas) |
| avg_revenue_per_user | ARPU | Revenue / users |
| subscriptions_active | Suscripciones activas | COUNT(active subscriptions) |
| subscriptions_churned | Suscripciones canceladas | COUNT(canceled periodo) |

### Metricas de Uso
| Metrica | Descripcion | Calculo |
|---------|-------------|---------|
| api_calls | Llamadas API (periodo) | COUNT(requests) |
| storage_used | Storage utilizado | SUM(file sizes) |
| ai_tokens_used | Tokens AI consumidos | SUM(ai_usage.tokens) |
| notifications_sent | Notificaciones enviadas | COUNT(notifications) |
| webhooks_delivered | Webhooks entregados | COUNT(successful deliveries) |

## Endpoints API

| Metodo | Endpoint | Descripcion | Auth |
|--------|----------|-------------|------|
| GET | /analytics/summary | Resumen de KPIs | JWT |
| GET | /analytics/users | Metricas de usuarios | JWT |
| GET | /analytics/billing | Metricas de billing | JWT |
| GET | /analytics/usage | Metricas de uso | JWT |
| GET | /analytics/trends | Tendencias temporales | JWT |
| GET | /analytics/export | Exportar datos | JWT |

### Detalle de Endpoints

#### GET /analytics/summary
Resumen de KPIs principales.

**Query params:**
- `period`: 7d | 30d | 90d | 1y (default: 30d)

**Response:**
```json
{
  "period": "30d",
  "users": {
    "total": 1250,
    "active": 890,
    "new": 120,
    "churn_rate": 2.5
  },
  "billing": {
    "mrr": 45000,
    "arr": 540000,
    "revenue_period": 52000,
    "arpu": 41.6
  },
  "usage": {
    "api_calls": 1500000,
    "storage_gb": 250,
    "ai_tokens": 500000
  },
  "trends": {
    "users_growth": 5.2,
    "mrr_growth": 8.1,
    "usage_growth": 12.5
  }
}
```

#### GET /analytics/users
Metricas detalladas de usuarios.

**Query params:**
- `period`: 7d | 30d | 90d | 1y
- `granularity`: daily | weekly | monthly

**Response:**
```json
{
  "summary": {
    "total": 1250,
    "active": 890,
    "new": 120,
    "churned": 15
  },
  "timeseries": [
    {"date": "2026-01-01", "total": 1130, "active": 850, "new": 10},
    {"date": "2026-01-02", "total": 1135, "active": 855, "new": 5},
    ...
  ],
  "breakdown": {
    "by_plan": [
      {"plan": "free", "count": 800},
      {"plan": "pro", "count": 350},
      {"plan": "enterprise", "count": 100}
    ]
  }
}
```

#### GET /analytics/billing
Metricas detalladas de billing.

**Response:**
```json
{
  "summary": {
    "mrr": 45000,
    "arr": 540000,
    "revenue_30d": 52000,
    "arpu": 41.6
  },
  "timeseries": [
    {"date": "2026-01-01", "mrr": 44500, "revenue": 1800},
    ...
  ],
  "breakdown": {
    "by_plan": [
      {"plan": "pro", "mrr": 35000, "subscribers": 350},
      {"plan": "enterprise", "mrr": 10000, "subscribers": 100}
    ]
  }
}
```

#### GET /analytics/usage
Metricas de uso de recursos.

**Response:**
```json
{
  "api": {
    "total_calls": 1500000,
    "calls_by_endpoint": [
      {"endpoint": "/api/users", "calls": 250000},
      ...
    ]
  },
  "storage": {
    "total_gb": 250,
    "by_type": [
      {"type": "images", "gb": 150},
      {"type": "documents", "gb": 80},
      {"type": "other", "gb": 20}
    ]
  },
  "ai": {
    "total_tokens": 500000,
    "by_model": [
      {"model": "gpt-4", "tokens": 300000},
      {"model": "claude-3", "tokens": 200000}
    ]
  }
}
```

#### GET /analytics/trends
Tendencias y comparativas.

**Query params:**
- `metrics`: users,mrr,usage (comma separated)
- `period`: 30d | 90d | 1y
- `compare_previous`: true | false

**Response:**
```json
{
  "current_period": "2026-01-01 to 2026-01-30",
  "previous_period": "2025-12-01 to 2025-12-30",
  "trends": {
    "users": {
      "current": 1250,
      "previous": 1100,
      "change_percent": 13.6,
      "trend": "up"
    },
    "mrr": {
      "current": 45000,
      "previous": 41000,
      "change_percent": 9.8,
      "trend": "up"
    }
  }
}
```

## Implementacion Backend

### Entities
- `MetricsCache` - Cache de metricas calculadas
- `UsageEvent` - Eventos de uso

### Services
- `AnalyticsService` - Servicio principal de analytics
- `MetricsCalculatorService` - Calculo de metricas
- `MetricsCacheService` - Gestion de cache

### Controllers
- `AnalyticsController` - Endpoints de analytics

### Jobs (BullMQ)
- `CalculateMetricsJob` - Calculo periodico de metricas
- `AggregateUsageJob` - Agregacion de eventos de uso

## Implementacion Frontend

### Componentes
- `AnalyticsDashboard` - Dashboard principal
- `MetricCard` - Tarjeta de metrica individual
- `TrendChart` - Grafico de tendencias (recharts)
- `UsageBreakdown` - Desglose de uso
- `PeriodSelector` - Selector de periodo

### Paginas
- `/dashboard/analytics` - Dashboard de analytics

### Hooks
- `useAnalytics` - Fetch de datos de analytics
- `useMetrics` - Metricas especificas
- `useTrends` - Tendencias temporales

### Dependencias Frontend
```json
{
  "recharts": "^2.15.0"
}
```

## Cache Strategy

1. **Metricas diarias:** Calculadas cada hora, cache 1h
2. **Metricas semanales:** Calculadas cada 6h, cache 6h
3. **Metricas mensuales:** Calculadas diariamente, cache 24h
4. **Real-time:** Sin cache, queries directas (limitado)

## Seguridad

1. **Tenant Isolation:** Cada tenant solo ve sus metricas
2. **Superadmin:** Acceso a metricas globales agregadas
3. **Rate Limiting:** Limitar queries de analytics
4. **Data Retention:** Eventos de uso se purgan despues de 90 dias

## Criterios de Aceptacion

- [ ] Dashboard muestra KPIs de usuarios, billing, uso
- [ ] Graficos de tendencias funcionan con recharts
- [ ] Selector de periodo funciona (7d, 30d, 90d, 1y)
- [ ] Cache de metricas reduce carga en BD
- [ ] Superadmin ve metricas globales
- [ ] Exportacion de datos funciona
- [ ] Tests unitarios con cobertura >70%

## Dependencias

- SAAS-004 (Billing) - Datos de suscripciones e invoices
- SAAS-003 (Users) - Datos de usuarios
- SAAS-008 (Audit) - Eventos para tracking

## Wireframes

```
+------------------------------------------+
|  Analytics Dashboard          [7d v]     |
+------------------------------------------+
|  +--------+  +--------+  +--------+      |
|  | Users  |  |  MRR   |  |  API   |      |
|  | 1,250  |  | $45K   |  | 1.5M   |      |
|  | +5.2%  |  | +8.1%  |  | +12%   |      |
|  +--------+  +--------+  +--------+      |
|                                          |
|  [========== Trend Chart ===========]    |
|  |    /\                           |     |
|  |   /  \    /\                    |     |
|  |  /    \  /  \                   |     |
|  | /      \/    \__/\__            |     |
|  +----------------------------------+    |
|                                          |
|  Usage Breakdown                         |
|  +----------------------------------+    |
|  | API Calls    | Storage | AI     |    |
|  | [=========]  | [====]  | [==]   |    |
|  +----------------------------------+    |
+------------------------------------------+
```

---

*SAAS-016 v1.0.0 - Template SaaS*