Notification service delays due to high message volume.
Solutions
Implement request queueing and rate limiting at API Gateway.
Use asynchronous refund processing with retries and circuit breakers.
Partition database tables by product type or region; use read replicas.
Use scalable messaging systems (e.g., Kafka) for notifications with worker pools.
Interview Tips
Time: Spend 10 minutes understanding requirements and clarifying policies, 15 minutes designing components and data flow, 10 minutes discussing scaling and trade-offs, 10 minutes for questions and summary.
Explain how cancellation policies vary and need flexible rules.
Describe separation of concerns: validation, policy evaluation, payment, notification.
Highlight asynchronous processing for refunds to improve user experience.
Discuss data consistency and audit logging for compliance.
Address scaling challenges and solutions realistically.
Practice
(1/5)
1. What is the primary purpose of a cancellation and refund policy in a system?
easy
A. To define rules for stopping services and returning money
B. To increase the price of products
C. To track user login times
D. To manage database backups
Solution
Step 1: Understand the role of cancellation policies
Cancellation and refund policies set clear rules about when and how users can stop services and get money back.
Step 2: Eliminate unrelated options
Options about pricing, login times, or backups do not relate to cancellation or refunds.
Final Answer:
To define rules for stopping services and returning money -> Option A
Quick Check:
Cancellation policy = service stop rules [OK]
Hint: Cancellation policies define service stop and refund rules [OK]
Common Mistakes:
Confusing cancellation policy with pricing strategy
Thinking it manages user authentication
Assuming it handles technical backups
2. Which of the following is a correct component to include in a cancellation policy data model?
easy
A. login_attempts: int
B. user_password: string
C. product_price: float
D. allowed_cancellation_time: datetime
Solution
Step 1: Identify relevant data for cancellation policy
The allowed cancellation time defines until when a user can cancel and get a refund.
Step 2: Exclude unrelated fields
User password, product price, and login attempts are unrelated to cancellation timing.
Final Answer:
allowed_cancellation_time: datetime -> Option D
Quick Check:
Cancellation policy needs cancellation time [OK]
Hint: Cancellation policy needs allowed cancellation time field [OK]