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[ INFO ]category: System Design difficulty: unknown freq: first seen: 2026-04-12
[UNKNOWN][SYSTEM DESIGN]High Frequency
$catproblem.md
Design an Online Shopping Cart
Problem Statement
Design an online shopping cart system for a marketplace-style product. A user can browse products from many merchants, but the interview variant here requires one active cart per merchant per user. This system should handle various operations such as adding items to the cart, removing items, updating quantities, and checking out.
Constraints and Requirements
Active Carts: Each user can have multiple active carts, one for each merchant.
Session Persistence: The cart should persist across sessions.
Concurrency: Handle multiple users and multiple operations on the same cart simultaneously.
Scalability: The system should be able to scale to handle a large number of users and carts.
Data Consistency: Ensure that the data in the cart is consistent and up-to-date.
Performance: The system should be able to handle a high volume of requests with low latency.
Examples
Adding Items: A user adds an item to their cart for a specific merchant.
Removing Items: A user removes an item from their cart.
Updating Quantities: A user updates the quantity of an item in their cart.
Checking Out: A user checks out from their cart, completing the purchase.
Hints
Database Design: Consider how you would structure the database to support the requirements.
Caching: Use caching to improve performance for read-heavy operations.
Load Balancing: Implement load balancing to distribute requests evenly across servers.
API Design: Design RESTful APIs to interact with the cart system.
Consistency Patterns: Use patterns like eventual consistency or distributed transactions to maintain data consistency.
Solution (High-Level Overview)
Database Schema:
Users: Store user information.
Merchants: Store merchant information.
Products: Store product details.
Carts: Store cart information, linked to users and merchants.
Cart_Items: Store items in the cart, linked to carts and products.
APIs:
POST /carts: Create a new cart for a user and merchant.
GET /carts/{cart_id}: Retrieve a cart.
PUT /carts/{cart_id}/items: Add or update items in a cart.
DELETE /carts/{cart_id}/items/{item_id}: Remove an item from a cart.
POST /carts/{cart_id}/checkout: Process the checkout for a cart.
Caching Strategy:
Cache cart data in memory to reduce database reads.
Invalidate cache on updates to ensure consistency.
Scalability:
Use a microservices architecture to scale different components independently.
Implement sharding for the database to distribute the load.
Concurrency Handling:
Use optimistic locking to handle concurrent updates to the same cart.
Data Consistency:
Employ eventual consistency for non-critical data to improve performance.
Use distributed transactions for critical operations like checkout.
This high-level overview provides a starting point for designing an online shopping cart system. Further details would be needed to implement a fully functional system, including specific technology choices, detailed API specifications, and a comprehensive database schema.