Topic 8 Question 9
TerramEarth has equipped all connected trucks with servers and sensors to collect telemetry data. Next year they want to use the data to train machine learning models. They want to store this data in the cloud while reducing costs. What should they do?
Have the vehicle's computer compress the data in hourly snapshots, and store it in a Google Cloud Storage (GCS) Nearline bucket
Push the telemetry data in real-time to a streaming dataflow job that compresses the data, and store it in Google BigQuery
Push the telemetry data in real-time to a streaming dataflow job that compresses the data, and store it in Cloud Bigtable
Have the vehicle's computer compress the data in hourly snapshots, and store it in a GCS Coldline bucket
解説
Storage is the best choice for data that you plan to access at most once a year, due to its slightly lower availability, 90-day minimum storage duration, costs for data access, and higher per-operation costs. For example: Cold Data Storage - Infrequently accessed data, such as data stored for legal or regulatory reasons, can be stored at low cost as Coldline Storage, and be available when you need it. Disaster recovery - In the event of a disaster recovery event, recovery time is key. Cloud Storage provides low latency access to data stored as Coldline Storage. Reference: https://cloud.google.com/storage/docs/storage-classes
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コメント(17)
D is most cost effective as don't want to use until 'next year'
👍 31JoeShmoe2019/11/15IMO B and C are not correct because in both of them there is "[...] compress the data [...]" - and neiter BigQuery nor Bigtable are suitable for "compressed data". D is cheaper than A -- so I'll go with D .
👍 4lynx2562021/03/22D – Have vehicle’s computer compress data in hourly snapshots, and store in GCS Coldline bucket. A – doesn’t work, since Nearline is more expensive than Coldline in D (0.01$ vs 0.007$ GB/month). B / C – stores compressed data in relational DB, which may not be possible. Even it is implemented, then B (BigQuery) is more expensive than Cloud Storage Coldline (0.01$ vs 0.007$ GB/month) C – Bigtable is most expensive option (0.026$ GB/month) and also it is not integrated with Cloud ML (Dataflow, BiqQuery and Cloud Storage are integrated) D – Coldline fits perfectly – blob storage, cheapest price, integration with ML
👍 3MaxNRG2021/10/24
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