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Full Project Analysis: Flash Sale Inventory Engine ​

0.1 What the Project Is ​

18-flash-sale-inventory is an enterprise-grade inventory reservation engine and traffic-leveling platform engineered to eliminate overselling and race conditions during high-volume flash sales.

The Problem Solved ​

During viral e-commerce drops, tens of thousands of concurrent users attempt to purchase scarce inventory (e.g., 500 units of a limited product) within a 5-second window. In standard web applications:

  1. Concurrent threads execute SELECT available FROM inventory simultaneously, all reading positive stock.
  2. Multiple threads issue UPDATE inventory SET available = available - 1, resulting in negative inventory and catastrophic overselling.
  3. Database connection pools are starved by row-level lock contention, triggering cascade outages.
  4. Users double-click checkout buttons, triggering duplicate orders and double charges.

How This Project Solves It ​

  1. Mathematical Conservation Invariant: Enforces at both the database level (CHECK (available + reserved + sold == total_allocated)) and service level that total allocated stock is strictly conserved.
  2. Two-Phase Reservation Engine: Before payment is captured, stock is reserved with a 300-second lease using atomic SQL conditional updates and in-memory locks with monotonic fencing tokens.
  3. Virtual Waiting Room: Smooths incoming traffic by queueing buyers and admitting them in controlled batches.
  4. Automated Rollback & Reconciliation: Expired reservation holds are automatically recycled into available stock. Continuous background audits detect and resolve any inventory drift.

0.2 System Architecture & Component Trace ​


0.3 Request & Data Flow Sequences ​

Feature F1 & F2: Waiting Room Admission and Atomic Reservation Flow ​


0.4 Database Schema & Entity Relationships ​


0.5 Comprehensive Endpoint Inventory ​

MethodPathAuth RequiredController FunctionPurpose
GET/healthzNonehealthz()Liveness and uptime probe
POST/api/v1/reservationsOptionalcreate_reservation()Atomic stock reservation with 300s lease
GET/api/v1/stock/{sku_id}Noneget_stock()Real-time stock availability and invariant check
POST/api/v1/checkoutOptionalprocess_checkout()Atomic order creation and idempotency check
GET/api/v1/dashboard/stockNoneget_all_stock()Live stock feed for ops console
GET/api/v1/dashboard/ordersNoneget_dashboard_orders()Recent order stream (limit 50)
GET/api/v1/dashboard/summaryNoneget_dashboard_summary()Aggregate inventory and sell-through KPIs
GET/api/v1/dashboard/countersNoneget_dashboard_counters()Real-time GMV and waiting room counters
GET/api/v1/dashboard/alertsNoneget_dashboard_alerts()Low-stock and critical stockout alerts
POST/api/v1/auth/registerNoneregister_user()User account registration
POST/api/v1/auth/loginNonelogin_user()Authentication with exponential lockout
GET/api/v1/auth/meBearer Tokenget_current_user_profile()Session validation and profile retrieval
POST/api/v1/auth/rotateBearer Tokenrotate_session()Session token rotation
POST/api/v1/auth/logoutBearer Tokenlogout_user()Session revocation
GET/api/v1/users/{user_id}/limits/{sku_id}Nonecheck_user_sku_limit()Query allocated item allowance per user
POST/api/v1/salesNonecreate_flash_sale_campaign()Schedule new flash sale promotion
GET/api/v1/sales/{campaign_id}Noneget_flash_sale_campaign()Query campaign parameters and discount
GET/api/v1/salesNonelist_flash_sale_campaigns()List all flash sale campaigns
POST/api/v1/productsNonecreate_product()Add item to product catalog
GET/api/v1/products/{product_id}Noneget_product()Query product details
GET/api/v1/productsNonelist_products()List catalog products
POST/api/v1/inventory/initializeNoneinitialize_inventory()Seed initial SKU inventory allocation
GET/api/v1/inventory/{sku_id}Noneget_inventory_sku()Query SKU inventory record
GET/api/v1/inventoryNonelist_inventory()List all inventory records
GET/api/v1/orders/{order_id}Noneget_order_by_id()Fetch order by UUID
GET/api/v1/users/{user_id}/ordersNonelist_user_orders()List all orders for a specific user
POST/api/v1/queue/joinNonejoin_waiting_room_queue()Enqueue shopper in virtual waiting room
GET/api/v1/queue/statusNoneget_queue_status()Check ticket position or admission token
POST/api/v1/queue/admitNoneadmit_waiting_room_batch()Admit next batch of shoppers
GET/metricsNoneget_prometheus_metrics()Prometheus telemetry scrape endpoint
POST/api/v1/incidents/auditNonetrigger_oversell_audit()Trigger manual invariant audit scan
GET/api/v1/incidents/oversellNoneget_oversell_incidents()Retrieve detected invariant violations

0.6 Final Inventory Counts ​

Every subsequent documentation file adheres strictly to these verified counts:

  • Frontend Pages/Views: 1 Single Page Application with 3 interactive sections (Storefront Portal, Live Telemetry Console, Checkout Modal)
  • Frontend Components/Controllers: 5 UI logic modules in frontend/src/app.js (Inventory Fetcher, Metric Aggregator, Table Renderer, Dropdown Controller, Simulation Trigger)
  • Backend Features: 12 core feature groups covering all 92 items from FEATURES.csv
  • REST Endpoints: 32 distinct routes in backend/src/api/app.py
  • SQLAlchemy ORM Models: 8 models (InventoryRecord, ReservationRecord, ProductRecord, OrderRecord, PaymentRecord, RefundRecord, CampaignRecord, User, UserSession)
  • Pydantic Validation Schemas: 8 schemas (ReservationRequest, CheckoutRequest, RegisterRequest, LoginRequest, InitInventoryRequest, QueueJoinRequest, QueueAdmitRequest, CampaignSchema)
  • Backend Middleware: 3 middleware components (CORSMiddleware, HTTPBearer auth handler, Global Exception Handlers)
  • Automated Test Files: 54 test files (52 backend in backend/tests/, 2 frontend in frontend/tests/)
  • Passing Test Cases: 96 tests (100% passing via pytest)