docs: update subscription billing and capacity monitoring documentation
- Expand subscription-billing.md with complete system documentation - Add background tasks section with scheduling examples - Add capacity forecasting with API examples - Document all new API endpoints (trends, recommendations, snapshot) - Add CapacitySnapshot model documentation - Include infrastructure scaling reference table - Update capacity-monitoring.md with forecasting features - Add subscription capacity tracking section - Document growth trends API with example responses - Add scaling recommendations with severity levels - Include usage examples for capacity planning - Add historical data and export options 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
@@ -11,6 +11,8 @@ The billing system enables:
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- **Stripe Integration**: Checkout sessions, customer portal, and webhook handling
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- **Self-Service Billing**: Vendor-facing billing page for subscription management
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- **Add-ons**: Optional purchasable items (domains, SSL, email packages)
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- **Capacity Forecasting**: Growth trends and scaling recommendations
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- **Background Jobs**: Automated subscription lifecycle management
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## Architecture
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@@ -26,23 +28,32 @@ All subscription models are defined in `models/database/subscription.py`:
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| `VendorAddOn` | Add-ons purchased by each vendor |
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| `StripeWebhookEvent` | Idempotency tracking for webhooks |
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| `BillingHistory` | Invoice and payment history |
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| `CapacitySnapshot` | Daily platform capacity metrics for forecasting |
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### Services
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| Service | Location | Purpose |
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|---------|----------|---------|
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| `BillingService` | `app/services/billing_service.py` | Subscription operations, checkout, portal |
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| `SubscriptionService` | `app/services/subscription_service.py` | Limit checks, usage tracking |
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| `SubscriptionService` | `app/services/subscription_service.py` | Limit checks, usage tracking, tier info |
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| `StripeService` | `app/services/stripe_service.py` | Core Stripe API operations |
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| `CapacityForecastService` | `app/services/capacity_forecast_service.py` | Growth trends, projections |
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| `PlatformHealthService` | `app/services/platform_health_service.py` | Subscription capacity aggregation |
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### Handlers
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### Background Tasks
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| Handler | Location | Purpose |
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|---------|----------|---------|
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| `StripeWebhookHandler` | `app/handlers/stripe_webhook.py` | Webhook event processing |
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| Task | Location | Schedule | Purpose |
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|------|----------|----------|---------|
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| `reset_period_counters` | `app/tasks/subscription_tasks.py` | Daily | Reset order counters at period end |
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| `check_trial_expirations` | `app/tasks/subscription_tasks.py` | Daily | Expire trials without payment method |
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| `sync_stripe_status` | `app/tasks/subscription_tasks.py` | Hourly | Sync status with Stripe |
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| `cleanup_stale_subscriptions` | `app/tasks/subscription_tasks.py` | Weekly | Clean up old cancelled subscriptions |
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| `capture_capacity_snapshot` | `app/tasks/subscription_tasks.py` | Daily | Capture capacity metrics snapshot |
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### API Endpoints
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#### Vendor Billing API
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All billing endpoints are under `/api/v1/vendor/billing`:
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| Endpoint | Method | Purpose |
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@@ -52,11 +63,28 @@ All billing endpoints are under `/api/v1/vendor/billing`:
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| `/billing/checkout` | POST | Create Stripe checkout session |
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| `/billing/portal` | POST | Create Stripe customer portal session |
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| `/billing/invoices` | GET | Invoice history |
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| `/billing/upcoming-invoice` | GET | Preview next invoice |
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| `/billing/change-tier` | POST | Upgrade/downgrade tier |
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| `/billing/addons` | GET | Available add-on products |
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| `/billing/my-addons` | GET | Vendor's purchased add-ons |
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| `/billing/addons/purchase` | POST | Purchase an add-on |
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| `/billing/addons/{id}` | DELETE | Cancel an add-on |
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| `/billing/cancel` | POST | Cancel subscription |
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| `/billing/reactivate` | POST | Reactivate cancelled subscription |
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#### Admin Platform Health API
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Capacity endpoints under `/api/v1/admin/platform-health`:
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| Endpoint | Method | Purpose |
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|----------|--------|---------|
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| `/platform-health/health` | GET | Full platform health report |
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| `/platform-health/capacity` | GET | Capacity-focused metrics |
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| `/platform-health/subscription-capacity` | GET | Subscription-based capacity vs usage |
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| `/platform-health/trends` | GET | Growth trends over time |
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| `/platform-health/recommendations` | GET | Scaling recommendations |
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| `/platform-health/snapshot` | POST | Manually capture capacity snapshot |
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## Subscription Tiers
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### Default Tiers
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@@ -68,6 +96,32 @@ All billing endpoints are under `/api/v1/vendor/billing`:
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| Business | €199/mo | Unlimited | 2000 | 10 |
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| Enterprise | Custom | Unlimited | Unlimited | Unlimited |
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### Database-Driven Tiers
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Tiers are stored in the `subscription_tiers` table and queried via `SubscriptionService`:
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```python
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# Get tier from database with legacy fallback
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tier_info = subscription_service.get_tier_info("professional", db=db)
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# Query all active tiers
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all_tiers = subscription_service.get_all_tiers(db=db)
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```
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The service maintains backward compatibility with a legacy fallback:
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```python
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def get_tier_info(self, tier_code: str, db: Session | None = None) -> TierInfo:
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"""Get full tier information. Queries database if db session provided."""
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if db is not None:
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db_tier = self.get_tier_by_code(db, tier_code)
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if db_tier:
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return TierInfo(...)
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# Fallback to hardcoded TIER_LIMITS during migration
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return self._get_tier_from_legacy(tier_code)
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```
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### Tier Features
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Each tier includes specific features stored in the `features` JSON column:
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@@ -150,6 +204,7 @@ The vendor billing page is at `/vendor/{vendor_code}/billing`:
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3. **Change Plan**: Upgrade/downgrade options
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4. **Payment Method**: Link to Stripe portal
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5. **Invoice History**: Recent invoices with PDF links
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6. **Add-ons**: Available and purchased add-ons
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### JavaScript Component
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@@ -161,6 +216,8 @@ function billingData() {
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subscription: null,
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tiers: [],
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invoices: [],
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addons: [],
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myAddons: [],
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async init() {
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await this.loadData();
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@@ -177,6 +234,18 @@ function billingData() {
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async openPortal() {
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const response = await this.apiPost('/billing/portal', {});
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window.location.href = response.portal_url;
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},
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async purchaseAddon(addon) {
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const response = await this.apiPost('/billing/addons/purchase', {
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addon_code: addon.code
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});
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window.location.href = response.checkout_url;
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},
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async cancelAddon(addon) {
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await this.apiDelete(`/billing/addons/${addon.id}`);
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await this.loadMyAddons();
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}
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};
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}
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@@ -201,6 +270,163 @@ function billingData() {
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3. Create Stripe checkout session with add-on price
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4. On webhook success: create `VendorAddOn` record
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## Background Tasks
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### Task Definitions
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```python
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# app/tasks/subscription_tasks.py
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async def reset_period_counters():
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"""
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Reset order counters for subscriptions whose billing period has ended.
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Should run daily. Resets orders_this_period to 0 and updates period dates.
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"""
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async def check_trial_expirations():
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"""
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Check for expired trials and update their status.
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Trials without payment method -> expired
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Trials with payment method -> active
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"""
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async def sync_stripe_status():
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"""
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Sync subscription status with Stripe.
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Fetches current status and updates local records.
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"""
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async def cleanup_stale_subscriptions():
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"""
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Clean up subscriptions in inconsistent states.
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Marks old cancelled subscriptions as expired.
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"""
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async def capture_capacity_snapshot():
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"""
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Capture a daily snapshot of platform capacity metrics.
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Used for growth trending and capacity forecasting.
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"""
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```
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### Scheduling
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Configure with your scheduler of choice (Celery, APScheduler, cron):
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```python
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# Example with APScheduler
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scheduler.add_job(reset_period_counters, 'cron', hour=0, minute=5)
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scheduler.add_job(check_trial_expirations, 'cron', hour=1, minute=0)
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scheduler.add_job(sync_stripe_status, 'cron', minute=0) # Every hour
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scheduler.add_job(cleanup_stale_subscriptions, 'cron', day_of_week=0) # Weekly
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scheduler.add_job(capture_capacity_snapshot, 'cron', hour=0, minute=0)
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```
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## Capacity Forecasting
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### Subscription-Based Capacity
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Track theoretical vs actual capacity:
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```python
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capacity = platform_health_service.get_subscription_capacity(db)
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# Returns:
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{
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"total_subscriptions": 150,
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"tier_distribution": {
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"essential": 80,
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"professional": 50,
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"business": 18,
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"enterprise": 2
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},
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"products": {
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"actual": 125000,
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"theoretical_limit": 500000,
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"utilization_percent": 25.0,
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"headroom": 375000
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},
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"orders_monthly": {
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"actual": 45000,
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"theoretical_limit": 300000,
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"utilization_percent": 15.0
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},
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"team_members": {
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"actual": 320,
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"theoretical_limit": 1500,
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"utilization_percent": 21.3
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}
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}
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```
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### Growth Trends
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Analyze growth over time:
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```python
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trends = capacity_forecast_service.get_growth_trends(db, days=30)
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# Returns:
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{
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"period_days": 30,
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"snapshots_available": 30,
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"trends": {
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"vendors": {
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"start_value": 140,
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"current_value": 150,
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"change": 10,
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"growth_rate_percent": 7.14,
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"daily_growth_rate": 0.238,
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"monthly_projection": 161
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},
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"products": {
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"start_value": 115000,
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"current_value": 125000,
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"change": 10000,
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"growth_rate_percent": 8.7,
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"monthly_projection": 136000
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}
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}
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}
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```
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### Scaling Recommendations
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Get automated scaling advice:
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```python
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recommendations = capacity_forecast_service.get_scaling_recommendations(db)
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# Returns:
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[
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{
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"category": "capacity",
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"severity": "warning",
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"title": "Product capacity approaching limit",
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"description": "Currently at 85% of theoretical product capacity",
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"action": "Consider upgrading vendor tiers or adding capacity"
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},
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{
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"category": "infrastructure",
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"severity": "info",
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"title": "Current tier: Medium",
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"description": "Next upgrade trigger: 300 vendors",
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"action": "Monitor growth and plan for infrastructure scaling"
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}
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]
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```
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### Infrastructure Scaling Reference
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| Clients | vCPU | RAM | Storage | Database | Monthly Cost |
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|---------|------|-----|---------|----------|--------------|
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| 1-50 | 2 | 4GB | 100GB | SQLite | €30 |
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| 50-100 | 4 | 8GB | 250GB | PostgreSQL | €80 |
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| 100-300 | 4 | 16GB | 500GB | PostgreSQL | €150 |
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| 300-500 | 8 | 32GB | 1TB | PostgreSQL + Redis | €350 |
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| 500-1000 | 16 | 64GB | 2TB | PostgreSQL + Redis | €700 |
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| 1000+ | 32+ | 128GB+ | 4TB+ | PostgreSQL cluster | €1,500+ |
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## Exception Handling
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Custom exceptions for billing operations (`app/exceptions/billing.py`):
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@@ -252,6 +478,43 @@ def seed_subscription_tiers(op):
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])
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```
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### Capacity Snapshots Table
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The `capacity_snapshots` table stores daily metrics:
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```python
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# alembic/versions/l0a1b2c3d4e5_add_capacity_snapshots_table.py
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class CapacitySnapshot(Base):
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id: int
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snapshot_date: datetime # Unique per day
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# Vendor metrics
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total_vendors: int
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active_vendors: int
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trial_vendors: int
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# Subscription metrics
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total_subscriptions: int
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active_subscriptions: int
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# Resource metrics
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total_products: int
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total_orders_month: int
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total_team_members: int
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# Storage metrics
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storage_used_gb: Decimal
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db_size_mb: Decimal
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# Capacity metrics
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theoretical_products_limit: int
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theoretical_orders_limit: int
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theoretical_team_limit: int
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# Tier distribution
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tier_distribution: dict # JSON
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```
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### Setting Up Stripe
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1. Create products and prices in Stripe Dashboard
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@@ -273,3 +536,10 @@ tier.stripe_price_annual_id = "price_yyy"
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- Idempotency keys prevent duplicate event processing
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- Customer portal links are session-based and expire
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- Stripe API key stored securely in environment variables
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- Background tasks run with database session isolation
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## Related Documentation
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- [Capacity Monitoring](../operations/capacity-monitoring.md) - Detailed monitoring guide
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- [Capacity Planning](../architecture/capacity-planning.md) - Infrastructure sizing
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- [Stripe Integration](../deployment/stripe-integration.md) - Payment setup for vendors
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@@ -1,10 +1,28 @@
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# Capacity Monitoring
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Detailed guide for monitoring and managing platform capacity.
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Detailed guide for monitoring and managing platform capacity, including growth forecasting and scaling recommendations.
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## Overview
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The Capacity Monitoring page (`/admin/platform-health/capacity`) provides insights into resource consumption and helps plan infrastructure scaling.
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The Capacity Monitoring system provides insights into resource consumption and helps plan infrastructure scaling. It includes:
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- **Real-time metrics**: Current resource usage and health status
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- **Subscription capacity**: Theoretical vs actual capacity based on vendor subscriptions
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- **Growth forecasting**: Historical trends and future projections
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- **Scaling recommendations**: Automated advice for infrastructure planning
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## API Endpoints
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All capacity endpoints are under `/api/v1/admin/platform-health`:
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| Endpoint | Method | Description |
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|----------|--------|-------------|
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| `/health` | GET | Full platform health report |
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| `/capacity` | GET | Capacity-focused metrics |
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| `/subscription-capacity` | GET | Subscription-based capacity analysis |
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| `/trends` | GET | Growth trends over specified period |
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| `/recommendations` | GET | Prioritized scaling recommendations |
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| `/snapshot` | POST | Manually capture capacity snapshot |
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## Key Metrics
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@@ -17,6 +35,41 @@ The Capacity Monitoring page (`/admin/platform-health/capacity`) provides insigh
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| Products per Client | Average products per vendor | Tier compliance |
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| Monthly Orders | Order volume this month | Performance impact |
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### Subscription Capacity
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Track theoretical vs actual capacity based on all vendor subscriptions:
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```python
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# GET /api/v1/admin/platform-health/subscription-capacity
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{
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"total_subscriptions": 150,
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"tier_distribution": {
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"essential": 80,
|
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"professional": 50,
|
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"business": 18,
|
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"enterprise": 2
|
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},
|
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"products": {
|
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"actual": 125000,
|
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"theoretical_limit": 500000,
|
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"utilization_percent": 25.0,
|
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"headroom": 375000
|
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},
|
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"orders_monthly": {
|
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"actual": 45000,
|
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"theoretical_limit": 300000,
|
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"utilization_percent": 15.0,
|
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"headroom": 255000
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},
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"team_members": {
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"actual": 320,
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"theoretical_limit": 1500,
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"utilization_percent": 21.3,
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"headroom": 1180
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}
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}
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```
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### Storage Metrics
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||||
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||||
| Metric | Description | Warning | Critical |
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@@ -35,26 +88,148 @@ The Capacity Monitoring page (`/admin/platform-health/capacity`) provides insigh
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| Cache Hit Rate | > 90% | 70-90% | < 70% |
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| Connection Pool Usage | < 70% | 70-90% | > 90% |
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## Growth Forecasting
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||||
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### Capacity Snapshots
|
||||
|
||||
Daily snapshots are captured automatically by the `capture_capacity_snapshot` background task:
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|
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```python
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# Captured daily at midnight
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class CapacitySnapshot:
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snapshot_date: datetime
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# Vendor metrics
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total_vendors: int
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active_vendors: int
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trial_vendors: int
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# Subscription metrics
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total_subscriptions: int
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active_subscriptions: int
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# Resource metrics
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total_products: int
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total_orders_month: int
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total_team_members: int
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# Storage metrics
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storage_used_gb: Decimal
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db_size_mb: Decimal
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# Capacity metrics
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theoretical_products_limit: int
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theoretical_orders_limit: int
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theoretical_team_limit: int
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# Tier distribution
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||||
tier_distribution: dict
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```
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||||
### Growth Trends
|
||||
|
||||
Analyze growth over any period:
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||||
|
||||
```python
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# GET /api/v1/admin/platform-health/trends?days=30
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{
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"period_days": 30,
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"snapshots_available": 30,
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||||
"start_date": "2025-11-26",
|
||||
"end_date": "2025-12-26",
|
||||
"trends": {
|
||||
"vendors": {
|
||||
"start_value": 140,
|
||||
"current_value": 150,
|
||||
"change": 10,
|
||||
"growth_rate_percent": 7.14,
|
||||
"daily_growth_rate": 0.238,
|
||||
"monthly_projection": 161
|
||||
},
|
||||
"products": {
|
||||
"start_value": 115000,
|
||||
"current_value": 125000,
|
||||
"change": 10000,
|
||||
"growth_rate_percent": 8.7,
|
||||
"daily_growth_rate": 0.29,
|
||||
"monthly_projection": 136000
|
||||
},
|
||||
"orders": {
|
||||
"start_value": 40000,
|
||||
"current_value": 45000,
|
||||
"change": 5000,
|
||||
"growth_rate_percent": 12.5,
|
||||
"monthly_projection": 51000
|
||||
},
|
||||
"team_members": {...},
|
||||
"storage_gb": {
|
||||
"start_value": 150.5,
|
||||
"current_value": 165.2,
|
||||
"change": 14.7
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### Days Until Threshold
|
||||
|
||||
Calculate when a metric will reach a specific threshold:
|
||||
|
||||
```python
|
||||
# Service method
|
||||
days = capacity_forecast_service.get_days_until_threshold(
|
||||
db,
|
||||
metric="total_products",
|
||||
threshold=500000
|
||||
)
|
||||
# Returns: 120 (days until products reach 500K)
|
||||
```
|
||||
|
||||
## Scaling Recommendations
|
||||
|
||||
The system provides automatic scaling recommendations based on current usage:
|
||||
|
||||
### Example Recommendations
|
||||
The system generates automated recommendations based on current capacity and growth:
|
||||
|
||||
```python
|
||||
# GET /api/v1/admin/platform-health/recommendations
|
||||
[
|
||||
{
|
||||
"category": "capacity",
|
||||
"severity": "warning",
|
||||
"title": "Product capacity approaching limit",
|
||||
"description": "Currently at 85% of theoretical product capacity",
|
||||
"action": "Consider upgrading vendor tiers or adding capacity"
|
||||
},
|
||||
{
|
||||
"category": "infrastructure",
|
||||
"severity": "info",
|
||||
"title": "Current tier: Medium",
|
||||
"description": "Next upgrade trigger: 300 vendors",
|
||||
"action": "Monitor growth and plan for infrastructure scaling"
|
||||
},
|
||||
{
|
||||
"category": "growth",
|
||||
"severity": "info",
|
||||
"title": "High vendor growth rate",
|
||||
"description": "Vendor base growing at 15.2% over last 30 days",
|
||||
"action": "Ensure infrastructure can scale to meet demand"
|
||||
},
|
||||
{
|
||||
"category": "storage",
|
||||
"severity": "warning",
|
||||
"title": "Storage usage high",
|
||||
"description": "Image storage at 850 GB",
|
||||
"action": "Plan for storage expansion or implement cleanup policies"
|
||||
}
|
||||
]
|
||||
```
|
||||
Current Infrastructure: MEDIUM (100-300 clients)
|
||||
Current Usage: 85% of capacity
|
||||
|
||||
Recommendations:
|
||||
1. [WARNING] Approaching product limit (420K of 500K)
|
||||
→ Consider upgrading to LARGE tier
|
||||
### Severity Levels
|
||||
|
||||
2. [INFO] Database size growing 5GB/month
|
||||
→ Plan storage expansion in 3 months
|
||||
|
||||
3. [OK] API response times within normal range
|
||||
→ No action needed
|
||||
```
|
||||
| Severity | Description | Action Required |
|
||||
|----------|-------------|-----------------|
|
||||
| `critical` | Immediate action needed | Within 24 hours |
|
||||
| `warning` | Plan action soon | Within 1-2 weeks |
|
||||
| `info` | Informational | Monitor and plan |
|
||||
|
||||
## Threshold Configuration
|
||||
|
||||
@@ -90,13 +265,63 @@ CAPACITY_THRESHOLDS = {
|
||||
}
|
||||
```
|
||||
|
||||
## Historical Trends
|
||||
## Infrastructure Scaling Reference
|
||||
|
||||
View growth trends to plan ahead:
|
||||
| Clients | vCPU | RAM | Storage | Database | Monthly Cost |
|
||||
|---------|------|-----|---------|----------|--------------|
|
||||
| 1-50 | 2 | 4GB | 100GB | SQLite | €30 |
|
||||
| 50-100 | 4 | 8GB | 250GB | PostgreSQL | €80 |
|
||||
| 100-300 | 4 | 16GB | 500GB | PostgreSQL | €150 |
|
||||
| 300-500 | 8 | 32GB | 1TB | PostgreSQL + Redis | €350 |
|
||||
| 500-1000 | 16 | 64GB | 2TB | PostgreSQL + Redis | €700 |
|
||||
| 1000+ | 32+ | 128GB+ | 4TB+ | PostgreSQL cluster | €1,500+ |
|
||||
|
||||
- **30-day growth rate**: Products, storage, clients
|
||||
- **Projected capacity date**: When limits will be reached
|
||||
- **Seasonal patterns**: Order volume fluctuations
|
||||
## Background Tasks
|
||||
|
||||
### Capacity Snapshot Task
|
||||
|
||||
```python
|
||||
# app/tasks/subscription_tasks.py
|
||||
|
||||
async def capture_capacity_snapshot():
|
||||
"""
|
||||
Capture a daily snapshot of platform capacity metrics.
|
||||
Should run daily at midnight.
|
||||
"""
|
||||
from app.services.capacity_forecast_service import capacity_forecast_service
|
||||
|
||||
db = SessionLocal()
|
||||
try:
|
||||
snapshot = capacity_forecast_service.capture_daily_snapshot(db)
|
||||
db.commit()
|
||||
return {
|
||||
"snapshot_id": snapshot.id,
|
||||
"snapshot_date": snapshot.snapshot_date.isoformat(),
|
||||
"total_vendors": snapshot.total_vendors,
|
||||
"total_products": snapshot.total_products,
|
||||
}
|
||||
finally:
|
||||
db.close()
|
||||
```
|
||||
|
||||
### Manual Snapshot
|
||||
|
||||
Capture a snapshot on demand:
|
||||
|
||||
```bash
|
||||
# Via API
|
||||
curl -X POST /api/v1/admin/platform-health/snapshot \
|
||||
-H "Authorization: Bearer $TOKEN"
|
||||
|
||||
# Response
|
||||
{
|
||||
"id": 42,
|
||||
"snapshot_date": "2025-12-26T00:00:00Z",
|
||||
"total_vendors": 150,
|
||||
"total_products": 125000,
|
||||
"message": "Snapshot captured successfully"
|
||||
}
|
||||
```
|
||||
|
||||
## Alerts
|
||||
|
||||
@@ -106,6 +331,29 @@ Capacity alerts trigger when:
|
||||
2. **Critical (Red)**: 95% of any threshold
|
||||
3. **Exceeded**: 100%+ of threshold (immediate action)
|
||||
|
||||
## Historical Data
|
||||
|
||||
### Viewing Historical Trends
|
||||
|
||||
Use the `/trends` endpoint with different day ranges:
|
||||
|
||||
```bash
|
||||
# Last 7 days
|
||||
GET /api/v1/admin/platform-health/trends?days=7
|
||||
|
||||
# Last 30 days (default)
|
||||
GET /api/v1/admin/platform-health/trends?days=30
|
||||
|
||||
# Last 90 days
|
||||
GET /api/v1/admin/platform-health/trends?days=90
|
||||
```
|
||||
|
||||
### Data Retention
|
||||
|
||||
- Snapshots are stored indefinitely by default
|
||||
- Consider implementing cleanup for snapshots older than 2 years
|
||||
- At minimum, keep monthly aggregates for long-term trending
|
||||
|
||||
## Export Reports
|
||||
|
||||
Generate capacity reports for planning:
|
||||
@@ -114,8 +362,47 @@ Generate capacity reports for planning:
|
||||
- **Monthly capacity report**: Detailed analysis
|
||||
- **Projection report**: 3/6/12 month forecasts
|
||||
|
||||
## Usage Examples
|
||||
|
||||
### Check Current Capacity
|
||||
|
||||
```python
|
||||
from app.services.platform_health_service import platform_health_service
|
||||
from app.services.capacity_forecast_service import capacity_forecast_service
|
||||
|
||||
# Get subscription capacity
|
||||
capacity = platform_health_service.get_subscription_capacity(db)
|
||||
print(f"Products: {capacity['products']['actual']} / {capacity['products']['theoretical_limit']}")
|
||||
print(f"Utilization: {capacity['products']['utilization_percent']}%")
|
||||
|
||||
# Get growth trends
|
||||
trends = capacity_forecast_service.get_growth_trends(db, days=30)
|
||||
print(f"Vendor growth: {trends['trends']['vendors']['growth_rate_percent']}%")
|
||||
|
||||
# Get recommendations
|
||||
recommendations = capacity_forecast_service.get_scaling_recommendations(db)
|
||||
for rec in recommendations:
|
||||
print(f"[{rec['severity']}] {rec['title']}: {rec['action']}")
|
||||
```
|
||||
|
||||
### Project Future Capacity
|
||||
|
||||
```python
|
||||
# Calculate days until product limit
|
||||
days = capacity_forecast_service.get_days_until_threshold(
|
||||
db,
|
||||
metric="total_products",
|
||||
threshold=500000
|
||||
)
|
||||
if days:
|
||||
print(f"Products will reach 500K in approximately {days} days")
|
||||
else:
|
||||
print("Insufficient data or no growth detected")
|
||||
```
|
||||
|
||||
## Related Documentation
|
||||
|
||||
- [Subscription & Billing](../features/subscription-billing.md) - Complete billing system
|
||||
- [Capacity Planning](../architecture/capacity-planning.md) - Full sizing guide
|
||||
- [Platform Health](platform-health.md) - Real-time health monitoring
|
||||
- [Image Storage](image-storage.md) - Image system details
|
||||
|
||||
Reference in New Issue
Block a user