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HubSpot·Software Engineer·Technical Phone Screen·Intermediate

Intermediate
Apr 2026

Summary

HubSpot software engineering interview that focused on a practical banking API design problem. The question covered account creation, deposits, and transfers with real constraints around atomicity and error handling. Pretty meaty for a single session.

Questions Asked (1)

Q1

Design and implement a set of APIs for creating a bank account, depositing funds into it, and transferring money between two accounts. Your solution needs to handle concurrent balance updates atomically and deal with failure cases properly.

API & IntegrationsSystem DesignTechnical Trade-offs
Author's notes

The transfer part is where things get interesting and also where I probably spent too long.

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AI HintsAI Generated

Suggested Approach

Start by clarifying requirements and scale, then design a RESTful API with clear endpoints for account creation, deposit, and transfer. Focus on atomicity and concurrency using database transactions with appropriate isolation levels or optimistic locking, and discuss failure handling with idempotency and retries.

Pro tip: Demonstrate maturity by discussing idempotency keys for safe retries and the trade-offs between pessimistic and optimistic locking in high-concurrency scenarios.

1. Clarify Requirements and Scale

Ask about expected throughput, consistency requirements, and failure scenarios to tailor the design. Confirm whether eventual consistency is acceptable or strong consistency is needed.

2. Design API Endpoints

Define RESTful endpoints: POST /accounts for creation, POST /accounts/{id}/deposits for deposits, and POST /transfers for transfers. Specify request/response formats and status codes.

3. Ensure Atomicity and Concurrency Control

Use database transactions with ACID guarantees. For transfers, lock both accounts in a consistent order to prevent deadlocks, or use optimistic concurrency with versioning.

4. Handle Failures and Idempotency

Implement idempotency keys for deposit and transfer requests to safely handle retries. Use retry logic with exponential backoff for transient failures and ensure proper error responses.

5. Discuss Trade-offs and Scalability

Compare pessimistic vs optimistic locking, and consider partitioning or sharding for scale. Mention monitoring, logging, and audit trails for financial operations.

Key Points to Mention

  • ACID transactions and isolation levels (e.g., SERIALIZABLE, REPEATABLE READ)
  • Optimistic vs pessimistic locking and their trade-offs
  • Idempotency keys to prevent duplicate operations
  • Deadlock prevention by consistent lock ordering
  • Error handling and retry strategies with exponential backoff
  • Auditability and logging for financial transactions

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.