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| Section | Weight | Objectives |
|---|
| Topic 1: Data Preparation and Ingestion | 30% | - Data formats and classification
- 1. Structured, semi-structured, unstructured data
- 2. Formats: CSV, JSON, Parquet, Avro, database tables
- Data extraction and transfer tools
- 1. Cloud Data Fusion, Storage Transfer Service
- 2. Dataflow, BigQuery Data Transfer Service, Database Migration Service
- Storage solutions selection
- 1. Cloud Storage, BigQuery, Cloud SQL, Firestore, Bigtable, Spanner
- 2. Storage location types: regional, dual-regional, multi-regional, zonal
- Data loading methods
- 1. gcloud, BQ CLI, client libraries
- 2. Batch and streaming ingestion
|
| Topic 2: Data Pipeline Orchestration | 18% | - Pipeline automation and scheduling
- 1. Error handling and monitoring
- 2. Schedule and monitor data jobs
- Data transformation concepts
- 1. Data transformation requirements
- 2. ETL vs ELT processes
- Transformation tools selection
- 1. Dataproc, Dataflow, Cloud Data Fusion, Cloud Composer, Dataform
|
| Topic 3: Data Analysis and Presentation | 27% | - Data visualization and reporting
- 1. Looker dashboards and reports
- 2. Visualization best practices
- Data exploration and analysis
- 1. Identify trends, patterns, insights
- 2. BigQuery SQL queries
- 3. Jupyter notebooks for analysis
- Business intelligence and decision support
- 1. Communicate findings effectively
- 2. Answer business questions with data
|
| Topic 4: Data Management and Governance | 25% | - Data security and access control
- 1. Data encryption and protection
- 2. IAM roles and permissions
- Compliance and governance
- 1. Data stewardship and cataloging
- 2. Data privacy and regulatory requirements
- Data quality and maintenance
- 1. Data validation and cleaning
- 2. Data lifecycle management
|
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Google Associate Data Practitioner Sample Questions (Q42-Q47):
NEW QUESTION # 42
You are designing a pipeline to process data files that arrive in Cloud Storage by 3:00 am each day. Data processing is performed in stages, where the output of one stage becomes the input of the next. Each stage takes a long time to run. Occasionally a stage fails, and you have to address the problem. You need to ensure that the final output is generated as quickly as possible. What should you do?
- A. Design the pipeline as a set of PTransforms in Dataflow. Restart the pipeline after correcting any stage output data errors.
- B. Design a Spark program that runs under Dataproc. Code the program to wait for user input when an error is detected. Rerun the last action after correcting any stage output data errors.
- C. Design the processing as a directed acyclic graph (DAG) in Cloud Composer. Clear the state of the failed task after correcting any stage output data errors.
- D. Design the workflow as a Cloud Workflow instance. Code the workflow to jump to a given stage based on an input parameter. Rerun the workflow after correcting any stage output data errors.
Answer: C
NEW QUESTION # 43
Your team is building several data pipelines that contain a collection of complex tasks and dependencies that you want to execute on a schedule, in a specific order. The tasks and dependencies consist of files in Cloud Storage, Apache Spark jobs, and data in BigQuery. You need to design a system that can schedule and automate these data processing tasks using a fully managed approach. What should you do?
- A. Use Cloud Tasks to schedule and run the jobs asynchronously.
- B. Use Cloud Scheduler to schedule the jobs to run.
- C. Create directed acyclic graphs (DAGS) in Apache Airflow deployed on Google Kubernetes Engine. Use the appropriate operators to connect to Cloud Storage, Spark, and BigQuery.
- D. Create directed acyclic graphs (DAGS) in Cloud Composer. Use the appropriate operators to connect to Cloud Storage, Spark, and BigQuery.
Answer: D
NEW QUESTION # 44
You are working on a data pipeline that will validate and clean incoming data before loading it into BigQuery for real-time analysis. You want to ensure that the data validation and cleaning is performed efficiently and can handle high volumes of dat a. What should you do?
- A. Load the raw data into BigQuery using Cloud Storage as a staging area, and use SQL queries in BigQuery to validate and clean the data.
- B. Use Dataflow to create a streaming pipeline that includes validation and transformation steps.
- C. Use Cloud Run functions to trigger data validation and cleaning routines when new data arrives in Cloud Storage.
- D. Write custom scripts in Python to validate and clean the data outside of Google Cloud. Load the cleaned data into BigQuery.
Answer: B
NEW QUESTION # 45
Your retail company wants to analyze customer reviews to understand sentiment and identify areas for improvement. Your company has a large dataset of customer feedback text stored in BigQuery that includes diverse language patterns, emojis, and slang. You want to build a solution to classify customer sentiment from the feedback text. What should you do?
- A. Export the raw data from BigQuery. Use AutoML Natural Language to train a custom sentiment analysis model.
- B. Preprocess the text data in BigQuery using SQL functions. Export the processed data to AutoML Natural Language for model training and deployment.
- C. Use Dataproc to create a Spark cluster, perform text preprocessing using Spark NLP, and build a sentiment analysis model with Spark MLlib.
- D. Develop a custom sentiment analysis model using TensorFlow. Deploy it on a Compute Engine instance.
Answer: A
NEW QUESTION # 46
Your organization has decided to migrate their existing enterprise data warehouse to BigQuery. The existing data pipeline tools already support connectors to BigQuery. You need to identify a data migration approach that optimizes migration speed. What should you do?
- A. Create a temporary file system to facilitate data transfer from the existing environment to Cloud Storage. Use Storage Transfer Service to migrate the data into BigQuery.
- B. Use the Cloud Data Fusion web interface to build data pipelines. Create a directed acyclic graph (DAG) that facilitates pipeline orchestration.
- C. Use the existing data pipeline tool's BigQuery connector to reconfigure the data mapping.
- D. Use the BigQuery Data Transfer Service to recreate the data pipeline and migrate the data into BigQuery.
Answer: C
NEW QUESTION # 47
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