I jumped straight into the bidding flow and completely skipped scoping the user types for like the first five minutes.
Start by clarifying requirements and scale, then design the core entities and bidding workflow. Focus on the auction mechanism, data consistency, and trade-offs between lowest-bid-wins and quality. Conclude with scalability and fairness considerations.
Pro tip: Acknowledge that lowest-bid-wins can incentivize race-to-the-bottom quality; propose safeguards like bid validation, reputation systems, or hybrid models to show product thinking.
Ask about user volume, job posting frequency, bid concurrency, and whether real-time updates are needed. Define success metrics like fairness, latency, and cost.
Outline entities: User (freelancer/client), Job, Bid, Contract. Define relationships and key attributes (e.g., bid amount, timestamp, status).
Describe how freelancers submit bids, how the lowest bid is determined, and how the contract is awarded. Address tie-breaking and bid validity.
Explain how to handle concurrent bids, prevent race conditions, and ensure the lowest bid wins. Discuss locking, transactions, or optimistic concurrency.
Propose scaling strategies (sharding, caching, queues) and discuss trade-offs of lowest-bid-wins (quality vs. cost) and potential mitigations.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.