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| Section | Weight | Objectives |
|---|---|---|
| Operationalizing data and ML pipelines | 30% | - Monitoring and troubleshooting
|
| Building and operationalizing data processing systems | 30% | - Data ingestion and transformation
|
| Maintaining and optimizing data and ML solutions | 20% | - Security and governance
|
| Designing data processing systems | 20% | - Storage and data modeling
|
1. For the best possible performance, what is the recommended zone for your Compute Engine instance and Cloud Bigtable instance?
A) Have both the Compute Engine instance and the Cloud Bigtable instance to be in the same zone.
B) Have the Compute Engine instance in the furthest zone from the Cloud Bigtable instance.
C) Have the Cloud Bigtable instance to be in the same zone as all of the consumers of your data.
D) Have both the Compute Engine instance and the Cloud Bigtable instance to be in different zones.
2. You work for a shipping company that uses handheld scanners to read shipping labels. Your company has strict data privacy standards that require scanners to only transmit recipients' personally identifiable information (PII) to analytics systems, which violates user privacy rules. You want to quickly build a scalable solution using cloud-native managed services to prevent exposure of PII to the analytics systems. What should you do?
A) Create an authorized view in BigQuery to restrict access to tables with sensitive data.
B) Use the tagging and confidence levels to either pass or quarantine the data in a bucket for review.
C) Build a Cloud Function that reads the topics and makes a call to the Cloud Data Loss Prevention AP
D) Use Stackdriver logging to analyze the data passed through the total pipeline to identify transactions that may contain sensitive information.
E) Install a third-party data validation tool on Compute Engine virtual machines to check the incoming data for sensitive information.
3. When a Cloud Bigtable node fails, is lost.
A) all data
B) the last transaction
C) no data
D) the time dimension
4. You are running a pipeline in Cloud Dataflow that receives messages from a Cloud Pub/Sub topic and writes the results to a BigQuery dataset in the EU. Currently, your pipeline is located in europe-west4 and has a maximum of 3 workers, instance type n1-standard-1. You notice that during peak periods, your pipeline is struggling to process records in a timely fashion, when all 3 workers are at maximum CPU utilization. Which two actions can you take to increase performance of your pipeline? (Choose two.)
A) Change the zone of your Cloud Dataflow pipeline to run in us-central1
B) Use a larger instance type for your Cloud Dataflow workers
C) Create a temporary table in Cloud Bigtable that will act as a buffer for new data
D) Increase the number of max workers
E) Create a new step in your pipeline to write to this table first, and then create a new pipeline to write from Cloud Bigtable to BigQuery
F) Create a new step in your pipeline to write to this table first, and then create a new pipeline to write from Cloud Spanner to BigQuery
G) Create a temporary table in Cloud Spanner that will act as a buffer for new data
5. You are implementing several batch jobs that must be executed on a schedule. These jobs have many interdependent steps that must be executed in a specific order. Portions of the jobs involve executing shell scripts, running Hadoop jobs, and running queries in BigQuery. The jobs are expected to run for many minutes up to several hours. If the steps fail, they must be retried a fixed number of times. Which service should you use to manage the execution of these jobs?
A) Cloud Dataflow
B) Cloud Composer
C) Cloud Functions
D) Cloud Scheduler
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: B,E | Question # 5 Answer: D |
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