1,000,000 Orders/sec Peak
Sustained peak request volume during high-traffic events.
Execute millions of limit and market orders per second with microsecond deterministic matching and multicast market feeds.
Target production parameters expected in a senior or staff interview round.
Sustained peak request volume during high-traffic events.
Daily active users generating read and write operations.
Projected data ingestion and replication storage capacity.
Strict end-to-end percentile latency SLA constraint.
Establish clear problem boundaries before proposing architectural components.
Step-by-step arithmetic conversions for QPS, storage, and bandwidth.
| Dimension | Calculation Formula | Estimated Result |
|---|---|---|
| Peak Order Entry Throughput | 1,000,000 order operations/sec during market open volatility spikes | 1,000,000 messages/sec per exchange matching engine |
| Market Data Dissemination Fanout | Every trade emits market data ticks to thousands of algorithmic trading desks | UDP Multicast dissemination (hardware-level network fanout) |
| Tick Log Storage Growth | 1 Billion daily order lifecycle messages * 64 bytes binary struct | 64 GB/day raw tick event archive per symbol partition |
How requests navigate ingress gateways, application logic, caching, and persistence.
Terminate 10GbE fiber connections, parse binary payloads in <2 microseconds, verify margin capital, and assign sequence numbers.
Assign strict monotonically increasing sequence numbers and persist to non-volatile RAM (NVRAM) before match execution.
Execute price-time matching in memory with zero allocations, zero locks, and deterministic single-threaded speed.
Broadcast trade executions and order book top-of-book updates simultaneously to all colocation market participants.
Entity models, indexing, and primary key partitioning.
In-memory cache-line aligned C++ struct; price levels indexed via custom B-Tree with intrusive doubly linked list queues.
Appended directly to sequential NVMe binary journals for regulatory trade reporting.
Locked in L3 CPU cache for ultra-fast pre-trade credit checks before forwarding to matching engine.
How to defend engineering compromises when challenged by interviewers.
Rationale: Lock contention and CPU cache-line bouncing degrade performance by 10x in multi-threaded engines. Pinning a single thread to a designated CPU core eliminates locks and delivers deterministic sub-microsecond matching.
Rationale: TCP introduces unequal latency jitter: the server sends packets sequentially to connection 1 before connection 100. UDP Multicast puts packets onto the network switch simultaneously, ensuring deterministic market access.
Key interview questions and conceptual defenses.
PostgreSQL transactions incur milliseconds of disk I/O, lock manager overhead, and network IPC. Stock exchanges require order roundtrip execution in microseconds, achievable only through in-memory data structures.
The standby secondary node runs the exact same deterministic input sequence from the NVRAM journal. If the primary halts, the secondary instantly takes over without re-matching or losing state.