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Google GCP-DE Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Designing data processing systems | 24% | - Planning data solutions
|
| Topic 2: Storing and managing data | 20% | - Implementing storage solutions
|
| Topic 3: Preparing data for analysis and machine learning | 13% | - Preparing data for ML
|
| Topic 4: Ingesting and processing data | 25% | - Building data pipelines
|
| Topic 5: Maintaining and automating data workloads | 18% | - Operationalizing workloads
|
Google Data Engineer Sample Questions:
1. You work for a large fast food restaurant chain with over 400,000 employees. You store employee information in Google BigQuery in a Users table consisting of a FirstName field and a LastName field. A member of IT is building an application and asks you to modify the schema and data in BigQuery so the application can query a FullName field consisting of the value of the FirstName field concatenated with a space, followed by the value of the LastName field for each employee. How can you make that data available while minimizing cost?
A) Create a Google Cloud Dataproc job to process the CSV file and output a new CSV file containing the proper values for FirstName, LastName and FullNam G. Run a BigQuery load job to load the new CSV file into BigQuery.
B) Run an UPDATE statement that updates the FullName column for each user with the concatenation of the FirstName and LastName values.
C) Create a view in BigQuery that concatenates the FirstName and LastName field values to produce the FullName.
D) Add a new column called FullName to the Users tabl
E) Create a Google Cloud Dataflow job that queries BigQuery for the entire Users table, concatenates the FirstName value and LastName value for each user, and loads the proper values for FirstName, LastName, and FullName into a new table in BigQuery.
F) Use BigQuery to export the data for the table to a CSV fil
2. When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.
A) VPN
B) HTTPS
C) SOCKS
D) HTTP
3. You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The pipeline will require some checkpointing and splitting pipelines. Which method should you use to write the pipelines?
A) Java using MapReduce
B) HiveQL using Hive
C) PigLatin using Pig
D) Python using MapReduce
4. You are building a new application that you need to collect data from in a scalable way. Data arrives continuously from the application throughout the day, and you expect to generate approximately 150 GB of JSON data per day by the end of the year. Your requirements are: Decoupling producer from consumer Space and cost-efficient storage of the raw ingested data, which is to be stored indefinitely Near real-time SQL query Maintain at least 2 years of historical data, which will be queried with SQ Which pipeline should you use to meet these requirements?
A) Create an application that publishes events to Cloud Pub/Sub, and create a Cloud Dataflow pipeline that transforms the JSON event payloads to Avro, writing the data to Cloud Storage and BigQuery.
B) Set up periodic exports of the database to write to Cloud Storage and load into BigQuery.
C) Create an application that provides an AP
D) Write a tool to poll the API and write data to Cloud Storage as gzipped JSON files.
E) Create an application that writes to a Cloud SQL database to store the dat
F) Create an application that publishes events to Cloud Pub/Sub, and create Spark jobs on Cloud Dataproc to convert the JSON data to Avro format, stored on HDFS on Persistent Disk.
5. You work for a mid-sized enterprise that needs to move its operational system transaction data from an on-premises database to GCP. The database is about 20 TB in size. Which database should you choose?
A) Cloud Datastore
B) Cloud Spanner
C) Cloud SQL
D) Cloud Bigtable
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: C |
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