Ingest server event records (50 KB–15 MB, up to 3,000 events/sec) to Cloud Storage for later analysis while minimizing data loss.

The correct approach minimizes data loss and optimizes Cloud Storage performance. Appending metadata to the file body keeps event data and its context together. Compressing each event file reduces storage costs and improves transfer efficiency. Using randomized filename prefixes prevents hot-spotting (hotkeys) on Cloud Storage, which can occur when many writes target sequential filenames, ensuring optimal write performance. Writing all files to a single bucket simplifies management and access. Incorrect options: Creating new buckets hourly or daily adds unnecessary complexity and management overhead. Batching events into a manifest and archiving them can introduce latency and complexity, and a single archive increases the risk of a single point of failure. Setting custom metadata headers after upload adds an extra operation per file, which is inefficient for high-volume ingestion.