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Exam Code:	Professional-Data-Engineer
Exam Name:	Google Certified Professional Data Engineer Exam
Certification Provider:	Google
Free Question Number:	181
Version:	v2025-04-23
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Exam Question List: Question 1: You work for a farming company. You have one BigQuery table ...; Question 2: You have a data pipeline that writes data to Cloud Bigtable ...; Question 3: You're using Bigtable for a real-time application, and you h...; Question 4: You are testing a Dataflow pipeline to ingest and transform ...; Question 5: You work for a shipping company that uses handheld scanners ...; Question 6: You are designing a data mesh on Google Cloud by using Datap...; Question 7: You need to choose a database for a new project that has the...; Question 8: You are administering a BigQuery dataset that uses a custome...; Question 9: Your infrastructure includes a set of YouTube channels. You ...; Question 10: Your globally distributed auction application allows users t...; Question 11: To give a user read permission for only the first three colu...; Question 12: A TensorFlow machine learning model on Compute Engine virtua...; Question 13: You have a network of 1000 sensors. The sensors generate tim...; Question 14: You are running a Dataflow streaming pipeline, with Streamin...; Question 15: The YARN ResourceManager and the HDFS NameNode interfaces ar...; Question 16: The Dataflow SDKs have been recently transitioned into which...; Question 17: You have designed an Apache Beam processing pipeline that re...; Question 18: You are working on a sensitive project involving private use...; Question 19: You need to move 2 PB of historical data from an on-premises...; Question 20: Which of the following is NOT true about Dataflow pipelines?...; Question 21: You are operating a Cloud Dataflow streaming pipeline. The p...; Question 22: You are using BigQuery and Data Studio to design a customer-...; Question 23: Scaling a Cloud Dataproc cluster typically involves ____....; Question 24: Your infrastructure includes a set of YouTube channels. You ...; Question 25: You orchestrate ETL pipelines by using Cloud Composer One of...; Question 26: You have several Spark jobs that run on a Cloud Dataproc clu...; Question 27: You are creating a data model in BigQuery that will hold ret...; Question 28: Flowlogistic wants to use Google BigQuery as their primary a...; Question 29: You are loading CSV files from Cloud Storage to BigQuery. Th...; Question 30: You are implementing workflow pipeline scheduling using open...; Question 31: You have terabytes of customer behavioral data streaming fro...; Question 32: Which of the following are feature engineering techniques? (...; Question 33: You are implementing security best practices on your data pi...; Question 34: Which SQL keyword can be used to reduce the number of column...; Question 35: Your company is migrating its on-premises data warehousing s...; Question 36: You are troubleshooting your Dataflow pipeline that processe...; Question 37: Your startup has never implemented a formal security policy....; Question 38: Your company built a TensorFlow neural-network model with a ...; Question 39: You are developing an application that uses a recommendation...; Question 40: You need ads data to serve Al models and historical data tor...; Question 41: To run a TensorFlow training job on your own computer using ...; Question 42: You have several different unstructured data sources, within...; Question 43: You need to set access to BigQuery for different departments...; Question 44: Your team is working on a binary classification problem. You...; Question 45: You are integrating one of your internal IT applications and...; Question 46: Your company uses a proprietary system to send inventory dat...; Question 47: Which Java SDK class can you use to run your Dataflow progra...; Question 48: What is the HBase Shell for Cloud Bigtable?...; Question 49: Business owners at your company have given you a database of...; Question 50: You work for a large ecommerce company. You store your custo...; Question 51: You are designing an Apache Beam pipeline to enrich data fro...; Question 52: Your car factory is pushing machine measurements as messages...; Question 53: Which Google Cloud Platform service is an alternative to Had...; Question 54: You have a petabyte of analytics data and need to design a s...; Question 55: You work for an airline and you need to store weather data i...; Question 56: You are deploying a batch pipeline in Dataflow. This pipelin...; Question 57: One of your encryption keys stored in Cloud Key Management S...; Question 58: You work for a manufacturing company that sources up to 750 ...; Question 59: You need to migrate a 2TB relational database to Google Clou...; Question 60: An aerospace company uses a proprietary data format to store...; Question 61: You work for an advertising company, and you've developed a ...; Question 62: Your organization is modernizing their IT services and migra...; Question 63: Your company is using WHILECARD tables to query data across ...; Question 64: You are selecting services to write and transform JSON messa...; Question 65: You work on a regression problem in a natural language proce...; Question 66: You need to choose a database to store time series CPU and m...; Question 67: Google Cloud Bigtable indexes a single value in each row. Th...; Question 68: Your analytics team wants to build a simple statistical mode...; Question 69: You have data located in BigQuery that is used to generate r...; Question 70: Which of the following statements is NOT true regarding Bigt...; Question 71: You have thousands of Apache Spark jobs running in your on-p...; Question 72: The CUSTOM tier for Cloud Machine Learning Engine allows you...; Question 73: You have spent a few days loading data from comma-separated ...; Question 74: You decided to use Cloud Datastore to ingest vehicle telemet...; Question 75: You are running a pipeline in Cloud Dataflow that receives m...; Question 76: Your United States-based company has created an application ...; Question 77: You are creating the CI'CD cycle for the code of the directe...; Question 78: When you design a Google Cloud Bigtable schema it is recomme...; Question 79: You work for a bank. You have a labelled dataset that contai...; Question 80: Flowlogistic's management has determined that the current Ap...; Question 81: You are on the data governance team and are implementing sec...; Question 82: You are managing a Cloud Dataproc cluster. You need to make ...; Question 83: You work for a mid-sized enterprise that needs to move its o...; Question 84: You create a new report for your large team in Google Data S...; Question 85: Which of the following are examples of hyperparameters? (Sel...; Question 86: You migrated your on-premises Apache Hadoop Distributed File...; Question 87: Which is the preferred method to use to avoid hotspotting in...; Question 88: You are a retailer that wants to integrate your online sales...; Question 89: You have developed three data processing jobs. One executes ...; Question 90: You need to compose visualization for operations teams with ...; Question 91: An online brokerage company requires a high volume trade pro...; Question 92: You are building a report-only data warehouse where the data...; Question 93: You want to migrate an on-premises Hadoop system to Cloud Da...; Question 94: The marketing team at your organization provides regular upd...; Question 95: Your organization has been collecting and analyzing data in ...; Question 96: For the best possible performance, what is the recommended z...; Question 97: When using Cloud Dataproc clusters, you can access the YARN ...; Question 98: Your company's customer_order table in BigOuery stores the o...; Question 99: You are using Workflows to call an API that returns a 1 KB J...; Question 100: You are implementing several batch jobs that must be execute...; Question 101: Which of the following statements about the Wide & Deep ...; Question 102: You maintain ETL pipelines. You notice that a streaming pipe...; Question 103: You have a data pipeline with a Dataflow job that aggregates...; Question 104: You are running your BigQuery project in the on-demand billi...; Question 105: Cloud Bigtable is Google's ______ Big Data database service....; Question 106: You are operating a streaming Cloud Dataflow pipeline. Your ...; Question 107: You want to process payment transactions in a point-of-sale ...; Question 108: Which row keys are likely to cause a disproportionate number...; Question 109: You want to use Google Stackdriver Logging to monitor Google...; Question 110: You need to copy millions of sensitive patient records from ...; Question 111: Flowlogistic is rolling out their real-time inventory tracki...; Question 112: You operate an IoT pipeline built around Apache Kafka that n...; Question 113: An organization maintains a Google BigQuery dataset that con...; Question 114: Government regulations in the banking industry mandate the p...; Question 115: You are using Cloud Bigtable to persist and serve stock mark...; Question 116: You want to optimize your queries for cost and performance. ...; Question 117: Which role must be assigned to a service account used by the...; Question 118: You want to rebuild your batch pipeline for structured data ...; Question 119: A web server sends click events to a Pub/Sub topic as messag...; Question 120: You are migrating your data warehouse to Google Cloud and de...; Question 121: Which of these statements about BigQuery caching is true?...; Question 122: Your company's data platform ingests CSV file dumps of booki...; Question 123: Which action can a Cloud Dataproc Viewer perform?...; Question 124: You are building a new data pipeline to share data between t...; Question 125: You have Cloud Functions written in Node.js that pull messag...; Question 126: You are migrating a large number of files from a public HTTP...; Question 127: You are designing a data processing pipeline. The pipeline m...; Question 128: You have one BigQuery dataset which includes customers' stre...; Question 129: Which of these rules apply when you add preemptible workers ...; Question 130: You work for a large financial institution that is planning ...; Question 131: Which of the following is not true about Dataflow pipelines?...; Question 132: You have data pipelines running on BigQuery, Cloud Dataflow,...; Question 133: You have enabled the free integration between Firebase Analy...; Question 134: Your company maintains a hybrid deployment with GCP, where a...; Question 135: A shipping company has live package-tracking data that is se...; Question 136: If you want to create a machine learning model that predicts...; Question 137: You are configuring networking for a Dataflow job. The data ...; Question 138: All Google Cloud Bigtable client requests go through a front...; Question 139: You have a requirement to insert minute-resolution data from...; Question 140: You're training a model to predict housing prices based on a...; Question 141: An external customer provides you with a daily dump of data ...; Question 142: You have important legal hold documents in a Cloud Storage b...; Question 143: Your company receives both batch- and stream-based event dat...; Question 144: Suppose you have a dataset of images that are each labeled a...; Question 145: You work for a global shipping company. You want to train a ...; Question 146: You currently have a single on-premises Kafka cluster in a d...; Question 147: You have a Standard Tier Memorystore for Redis instance depl...; Question 148: You are migrating your on-premises data warehouse to BigQuer...; Question 149: Your company's on-premises Apache Hadoop servers are approac...; Question 150: How would you query specific partitions in a BigQuery table?...; Question 151: What are two of the benefits of using denormalized data stru...; Question 152: You set up a streaming data insert into a Redis cluster via ...; Question 153: Your team is responsible for developing and maintaining ETLs...; Question 154: You have a streaming pipeline that ingests data from Pub/Sub...; Question 155: You have a query that filters a BigQuery table using a WHERE...; Question 156: You are developing a software application using Google's Dat...; Question 157: You have a BigQuery table that ingests data directly from a ...; Question 158: Which of the following is not possible using primitive roles...; Question 159: You are developing an application on Google Cloud that will ...; Question 160: You are designing storage for 20 TB of text files as part of...; Question 161: Given the record streams MJTelco is interested in ingesting ...; Question 162: Dataproc clusters contain many configuration files. To updat...; Question 163: You store historic data in Cloud Storage. You need to perfor...; Question 164: You are running a streaming pipeline with Dataflow and are u...; Question 165: You issue a new batch job to Dataflow. The job starts succes...; Question 166: You are designing storage for very large text files for a da...; Question 167: You are choosing a NoSQL database to handle telemetry data s...; Question 168: Which methods can be used to reduce the number of rows proce...; Question 169: Which of these is not a supported method of putting data int...; Question 170: Which Cloud Dataflow / Beam feature should you use to aggreg...; Question 171: You have a data processing application that runs on Google K...; Question 172: What are the minimum permissions needed for a service accoun...; Question 173: You work for a large real estate firm and are preparing 6 TB...; Question 174: You have created an external table for Apache Hive partition...; Question 175: You are designing a Dataflow pipeline for a batch processing...; Question 176: What are all of the BigQuery operations that Google charges ...; Question 177: You are planning to use Google's Dataflow SDK to analyze cus...; Question 178: You create an important report for your large team in Google...; Question 179: Which of these operations can you perform from the BigQuery ...; Question 180: You operate a database that stores stock trades and an appli...; Question 181: Why do you need to split a machine learning dataset into tra...

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