50,000 Sync QPS Peak
Sustained peak request volume during high-traffic events.
Sync multi-gigabyte files across millions of devices with 4MB chunking, content-addressable storage, and delta synchronization.
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 |
|---|---|---|
| Daily Ingestion Volume | 100M DAU * 0.5 file updates/day * 10 MB avg file size | 500 TB/day raw file data |
| Chunk Ingestion Throughput | 500 TB / 86,400s / 4 MB chunk size | 1,450 chunks uploaded/second (5.78 GB/s) |
| Metadata Storage per Year | 50M daily file operations * 365 days * 1 KB metadata record | 18.25 TB/year metadata growth |
How requests navigate ingress gateways, application logic, caching, and persistence.
Monitor filesystem events, split files into 4MB chunks, compute SHA-256 hashes, and coordinate delta sync.
Store encrypted immutable 4MB chunks and skip upload if hash already exists globally (client deduplication).
Track directory tree hierarchies, file version trees, chunk manifest lists, and user permissions.
Broadcast file change events to all active devices paired with the user account within 500ms.
Entity models, indexing, and primary key partitioning.
Composite index on (account_id, parent_folder_id) for fast directory browsing.
Index on (file_id, version_number) for rapid revision history retrieval.
SHA-256 content-addressable key for cross-user block-level deduplication.
How to defend engineering compromises when challenged by interviewers.
Rationale: Fixed chunks cause boundary shift invalidations if bytes are inserted at the start. Variable-sized chunks identify boundaries by byte content, ensuring only altered blocks re-upload.
Rationale: WebSockets maintain low-latency bidirectional connections, allowing instant push notifications when other clients edit shared files without repeated HTTP handshake overhead.
Key interview questions and conceptual defenses.
The first committer's version increments the version counter. The second committer receives a version conflict error and creates a 'Conflicted Copy' branch fork.
If multiple users upload the exact same 1GB movie or installer, the client computes chunk hashes and checks the catalog. If chunks already exist, no upload occurs, saving 99% bandwidth.