Original Idea
Returns Pickup Scheduler A web app that lets customers book pickup windows and tracks carrier status.
Product Requirements Document (PRD): ReturnEase Pickup Scheduler
1. Executive Summary
ReturnEase is an enterprise-grade logistics orchestration platform designed to eliminate the friction of e-commerce returns. By providing a seamless, "no-label-required" home pickup experience, ReturnEase connects online shoppers with local carrier fleets through an intelligent scheduling engine. The platform optimizes carrier routes in real-time, provides customers with high-precision tracking, and offers merchants a centralized dashboard to monitor return volumes and carrier performance.
2. Problem Statement
The current return process is a major pain point in the e-commerce lifecycle. Customers are often forced to print labels (which many no longer have the hardware for) and travel to physical drop-off locations. This friction leads to lower customer satisfaction and delayed inventory turnover for merchants. Existing solutions lack high-precision pickup windows, leading to "missed pickups" and customer frustration.
3. Goals & Success Metrics
- Customer Convenience: Achieve a 95% "Successful First-Time Pickup" rate.
- Operational Efficiency: Reduce carrier fuel consumption by 15% through AI-powered route optimization.
- Merchant Retention: Increase post-purchase Net Promoter Score (NPS) for partner retailers by 20 points.
- Technical Performance: Maintain sub-200ms latency for real-time tracking updates via WebSockets.
4. User Personas
- The Stress-Free Shopper (Customer): Wants to book a 2-hour window, receive a QR code, and have the item picked up from their porch or hand without printing anything.
- The Agile Courier (Driver): Needs an optimized mobile route, clear "proof-of-pickup" protocols, and real-time navigation.
- The Logistics Lead (Merchant): Needs to see which regions have the highest return volumes and which carriers are meeting SLAs.
- The System Admin: Oversees multi-tenant configurations and API health between Shopify/BigCommerce and ReturnEase.
5. User Stories
- As a Customer, I want to select a specific 2-hour window for pickup so that I don't have to wait home all day.
- As a Customer, I want a digital QR code so that I can return my item without owning a printer.
- As a Driver, I want to see my optimized route in real-time so that I can complete my pickups efficiently.
- As a Driver, I want to take a photo of the item at the door as proof of pickup to protect myself from liability.
- As a Merchant, I want to see a heatmap of return reasons so that I can identify if a specific product line has quality issues.
6. Functional Requirements
6.1 Customer Portal
- Intelligent Scheduling: Dynamic time-slot generation based on real-time driver density (using PostGIS/Redis hybrid logic).
- Live Tracking View: Map-based visualization using Google Maps API with "Advanced Markers" and 3-second update intervals.
- Digital Labeling: Generation of GS1-compliant QR codes for "printerless" hand-offs.
6.2 Driver Mobile Interface (PWA/Native)
- Optimized Manifest: Real-time list of pickups sorted by AI-optimized route.
- Proof-of-Pickup (PoP): Mandatory photo capture and optional digital signature with "Ghost Image" overlays for condition verification.
- Proximity Alerts: Automated SMS triggers via Twilio when the driver is within 5 miles (using geographic geofencing).
6.3 Merchant Dashboard
- Multi-Tenant Analytics: Isolated views for different retail brands using Next.js 16 parallel routes.
- Carrier Scorecards: Comparison of On-Time Performance (OTP) and transit times across different carrier partners.
- Integration Hub: Webhook management for Shopify and BigCommerce status synchronization.
7. Technical Requirements
7.1 Core Tech Stack (Version Specific - 2026 Standards)
- Frontend: Next.js v16.1.3 (using Turbopack, React 19 Compiler, and
use cachedirective). - Styling: Tailwind CSS v4.1.18 (CSS-first configuration, Lightning CSS engine).
- Backend: NestJS v11.1.12 (Express v5, IntrinsicException handling).
- Database: PostgreSQL 18 with PostGIS v3.6.1 for spatial-temporal queries.
- Real-time: WebSockets (Socket.io) using Protobuf serialization for low-bandwidth location streams.
- Infrastructure: AWS (RDS for Postgres, Elastic Beanstalk for NestJS).
7.2 Integrations
- E-commerce: Shopify Admin GraphQL API & BigCommerce v3 Webhooks.
- Logistics: EasyPost Node.js SDK for secondary leg label generation.
- Communications: Twilio API for automated SMS and Push notifications.
- Auth: Auth0 with MFA and Role-Based Access Control (RBAC).
8. Data Model
8.1 PickupRequest
| Field | Type | Description |
| :--- | :--- | :--- |
| id | UUID | Primary Key |
| tenantId | UUID | Link to Merchant/Retailer |
| status | Enum | PENDING, EN_ROUTE, PICKED_UP, CANCELLED |
| window_start | Timestamp | Scheduled start of 2-hour window |
| location | Geography(Point) | PostGIS point for customer address |
| qr_code_url | String | Signed URL to the digital label |
8.2 CarrierAssignment
| Field | Type | Description |
| :--- | :--- | :--- |
| driver_id | UUID | Reference to User (Role: Driver) |
| current_lat_lng | Geography(Point) | Updated every 3-5 seconds |
| route_index | Integer | Position in the optimized daily manifest |
9. API Specification
9.1 POST /api/v1/pickups/schedule
Description: Reserves a pickup slot.
- Request:
{ orderId: string, zipCode: string, windowId: string } - Response:
201 Created{ pickupId: string, trackingUrl: string, qrCode: string }
9.2 GET /api/v1/tracking/:id
Description: Returns real-time coordinates and ETA.
- Security: Requires Time-Bound Signed URL.
- Response:
{ lat: float, lng: float, eta_minutes: int, status: string }
10. UI/UX Requirements
- Driver App: High-contrast "Sunlight Mode" UI; minimum 48x48dp touch targets; offline-first synchronization using Workbox.
- Customer Tracking: Map smoothing using RequestAnimationFrame for fluid marker movement (Tweening).
- Merchant Dashboard: Use Tremor.so for KPIs and shadcn/ui for data tables.
11. Non-Functional Requirements
- Security: PII masking for customer addresses until the driver is within 0.5 miles of the destination.
- Reliability: 99.99% uptime for the scheduling engine; circuit breakers on carrier API integrations.
- Scalability: Ability to handle 10,000+ concurrent WebSocket connections via Redis Pub/Sub.
12. Out of Scope
- Managing physical warehouse inventory (WMS).
- Handling international customs documentation for cross-border returns (Phase 1).
- In-app payment processing for returns (All returns assumed prepaid by merchant for MVP).
13. Risks & Mitigations
- GPS Jitter: Mitigated by using "Snap-to-Roads" Google Roads API and dead-reckoning algorithms.
- Carrier API Downtime: Mitigated by implementing a fallback "Delayed Sync" queue for Shopify/BigCommerce webhooks.
- Double Booking: Mitigated by using Postgres Advisory Locks on specific time-slot transactions.
14. Implementation Tasks
Phase 1: Foundation & Project Setup
- [ ] Initialize Next.js v16.1.3 project with Turbopack and Tailwind v4.1.18.
- [ ] Set up NestJS v11.1.12 backend with TypeScript strict mode.
- [ ] Provision PostgreSQL 18 RDS instance and enable PostGIS 3.6.1 extension.
- [ ] Configure Auth0 RBAC for Customer, Driver, and Admin roles.
Phase 2: Logistics Logic & Scheduling
- [ ] Implement PostGIS
ST_DWithinqueries for driver density calculation. - [ ] Build the "Slot Steering" logic to dynamically show/hide 2-hour windows.
- [ ] Integrate
node-qrcodewith GS1 Digital Link standard for digital label generation. - [ ] Create Shopify Webhook listener for
returns/requestevents.
Phase 3: Driver Experience & Real-time Tracking
- [ ] Develop Driver PWA with offline-first data persistence.
- [ ] Implement WebSocket gateway in NestJS using Protobuf for location updates.
- [ ] Build the Customer Tracking page with WebGL-based marker smoothing.
- [ ] Integrate AWS S3 with CloudFront Signed URLs for secure photo-proof access.
Phase 4: Analytics & Optimization
- [ ] Build Multi-tenant Dashboard using Next.js Parallel Routes (
@analytics). - [ ] Implement AI-powered route optimization using
node-or-toolsin a Worker Thread. - [ ] Add "Green Logistics" CO2 offset calculator to the merchant summary view.
- [ ] Conduct load testing for 10k concurrent tracking sessions.