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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Ingesting and processing data25%- Building data pipelines
  • 1. Implementing ingestion mechanisms
  • 2. Developing batch and streaming workflows
  • 3. Handling data quality and consistency
- Transforming data
  • 1. Managing schema evolution
  • 2. Applying data processing logic
  • 3. Optimizing transformations for performance
Preparing data for analysis and machine learning13%- Preparing data for ML
  • 1. Supporting model training and serving
  • 2. Feature engineering and data preparation
- Enabling data analysis
  • 1. Optimizing query performance
  • 2. Implementing data sharing and governance
  • 3. Preparing datasets for querying and reporting
Designing data processing systems24%- Planning data solutions
  • 1. Selecting appropriate storage solutions
  • 2. Designing for reliability, scalability, and efficiency
  • 3. Planning for data security and compliance
- Designing data pipelines
  • 1. Planning for data migration and integration
  • 2. Defining architecture for batch and streaming processing
  • 3. Designing for data transformation and enrichment
Storing and managing data20%- Optimizing storage performance and cost
  • 1. Implementing cost optimization strategies
  • 2. Configuring storage for access patterns
- Implementing storage solutions
  • 1. Managing data lifecycle and retention
  • 2. Designing data warehouses and data lakes
  • 3. Using data storage services appropriately
Maintaining and automating data workloads18%- Operationalizing workloads
  • 1. Orchestrating and scheduling jobs
  • 2. Ensuring reliability and recoverability
  • 3. Monitoring and troubleshooting pipelines
- Automation and optimization
  • 1. Automating deployment and management
  • 2. Optimizing resource usage and costs

Google Data Engineer Sample Questions:

You are creating a new pipeline in Google Cloud to stream IoT data from Cloud Pub/Sub through Cloud Dataflow to BigQuery. While previewing the data, you notice that roughly 2% of the data appears to be corrupt. You need to modify the Cloud Dataflow pipeline to filter out this corrupt data. What should you do?

  • A. Add a SideInput that returns a Boolean if the element is corrupt.
  • B. Add a ParDo transform in Cloud Dataflow to discard corrupt elements.
  • C. Add a GroupByKey transform in Cloud Dataflow to group all of the valid data together and discard the rest.
  • D. Add a Partition transform in Cloud Dataflow to separate valid data from corrupt data.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Your company maintains a hybrid deployment with GCP, where analytics are performed on your anonymized customer dat a. The data are imported to Cloud Storage from your data center through parallel uploads to a data transfer server running on GCP. Management informs you that the daily transfers take too long and have asked you to fix the problem. You want to maximize transfer speeds. Which action should you take?

  • A. Increase the size of the Google Persistent Disk on your server.
  • B. Increase your network bandwidth from Compute Engine to Cloud Storage.
  • C. Increase the CPU size on your server.
  • D. Increase your network bandwidth from your datacenter to GCP.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Which of these is not a supported method of putting data into a partitioned table?

  • A. Run a query to get the records for a specific day from an existing table and for the destination table, specify a partitioned table ending with the day in the format "$YYYYMMDD".
  • B. Create a partitioned table and stream new records to it every day.
  • C. Use ORDER BY to put a table's rows into chronological order and then change the table's type to "Partitioned".
  • D. If you have existing data in a separate file for each day, then create a partitioned table and upload each file into the appropriate partition.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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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: data_pointColumn data: device_id, date
  • B. Rowkey: device_idColumn data: date, data_point
  • C. Rowkey: date#data_pointColumn data: device_id
  • D. Rowkey: dateColumn data: device_id, data_point
  • E. Rowkey: date#device_idColumn data: data_point
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

All Google Cloud Bigtable client requests go through a front-end server they are sent to a Cloud Bigtable node.

  • A. after
  • B. before
  • C. only if
  • D. once
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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