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Google Data Engineer Sample Questions:

1. MJTelco needs you to create a schema in Google Bigtable that will allow for the historical analysis of the last 2 years of records. Each record that comes in is sent every 15 minutes, and contains a unique identifier of the device and a data record. The most common query is for all the data for a given device for a given day. Which schema should you use?

A) Rowkey: date#device_idColumn data: data_point
B) Rowkey: data_pointColumn data: device_id, date
C) Rowkey: device_idColumn data: date, data_point
D) Rowkey: date#data_pointColumn data: device_id
E) Rowkey: dateColumn data: device_id, data_point

2. What are the minimum permissions needed for a service account used with Google Dataproc?

A) Execute to Google Cloud Storage; write to Google Cloud Logging
B) Read and write to Google Cloud Storage; write to Google Cloud Logging
C) Write to Google Cloud Storage; read to Google Cloud Logging
D) Execute to Google Cloud Storage; execute to Google Cloud Logging

3. What Dataflow concept determines when a Window's contents should be output based on certain criteria being met?

A) Windows
B) Triggers
C) OutputCriteria
D) Sessions

4. You are building a model to predict whether or not it will rain on a given day. You have thousands of input features and want to see if you can improve training speed by removing some features while having a minimum effect on model accuracy. What can you do?

A) Remove the features that have null values for more than 50% of the training records.
B) Eliminate features that are highly correlated to the output labels.
C) Instead of feeding in each feature individually, average their values in batches of 3.
D) Combine highly co-dependent features into one representative feature.

5. You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization actions cannot fetch resources. What should you do?

A) Copy all dependencies to a Cloud Storage bucket within your VPC security perimeter
B) Use Resource Manager to add the service account used by the Cloud Dataproc cluster to the Network User role
C) Use an SSH tunnel to give the Cloud Dataproc cluster access to the Internet
D) Deploy the Cloud SQL Proxy on the Cloud Dataproc master

Solutions: