GCP Professional Cloud Architect Practice Question
A utility company is ingesting 20 million smart-meter readings per minute through a Cloud Dataflow streaming job. Each reading (deviceId, timestamp, kWh) must be stored with single-digit-millisecond latency and later retrieved by deviceId and time-range for real-time billing dashboards. The data set is expected to grow to 10 PB over the next two years, and multi-row ACID transactions are not required. Which Google Cloud storage service best satisfies these operational requirements while minimizing manual sharding effort?
Cloud Bigtable is designed for very high write and read throughput that scales linearly by adding nodes, and it delivers single-digit-millisecond latency for key-value lookups and range scans. It automatically handles petabyte-scale datasets without manual sharding and is ideal for time-series data such as IoT or meter readings. Cloud Spanner provides strong transactional semantics but has higher per-row overhead and is optimized for relational workloads. BigQuery excels at large analytical queries but cannot serve low-latency per-row operations. Firestore supports document workloads but imposes per-collection throughput limits and is not intended for multi-petabyte time-series streams.
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What is Cloud Bigtable and how does it handle large datasets efficiently?
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Why is Cloud Bigtable suitable for time-series data like smart-meter readings?
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What are the key differences between Cloud Bigtable and Cloud Spanner for IoT workloads?
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Why is Cloud Bigtable ideal for time-series data?
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How does Cloud Bigtable handle scalability for petabyte-scale datasets?
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What makes Cloud Spanner unsuitable for this use case?
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GCP Professional Cloud Architect
Designing and planning a cloud solution architecture
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