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Exam Code:	Professional-Data-Engineer
Exam Name:	Google Certified Professional Data Engineer Exam
Certification Provider:	Google
Free Question Number:	186
Version:	v2026-07-25
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Exam Question List: Question 1: Your organization uses a multi-cloud data storage strategy, ...; Question 2: You need to compose visualization for operations teams with ...; Question 3: Your weather app queries a database every 15 minutes to get ...; Question 4: You need to choose a database to store time series CPU and m...; Question 5: You work for a manufacturing company that sources up to 750 ...; Question 6: Your company handles data processing for a number of differe...; Question 7: You need to create a near real-time inventory dashboard that...; Question 8: You have a BigQuery table that ingests data directly from a ...; Question 9: You are designing BigQuery tables for large volumes of click...; Question 10: You currently have transactional data stored on-premises in ...; Question 11: You are working on a niche product in the image recognition ...; Question 12: You operate a database that stores stock trades and an appli...; Question 13: You are building a streaming Dataflow pipeline that ingests ...; Question 14: You need to create a data pipeline that copies time-series t...; Question 15: You are planning to use Google's Dataflow SDK to analyze cus...; Question 16: Which software libraries are supported by Cloud Machine Lear...; Question 17: You designed a database for patient records as a pilot proje...; Question 18: Your company is streaming real-time sensor data from their f...; Question 19: To run a TensorFlow training job on your own computer using ...; Question 20: You set up a streaming data insert into a Redis cluster via ...; Question 21: Your infrastructure team has set up an interconnect link bet...; Question 22: You are building an application to share financial market da...; Question 23: You have data located in BigQuery that is used to generate r...; Question 24: Which action can a Cloud Dataproc Viewer perform?...; Question 25: What is the recommended action to do in order to switch betw...; Question 26: You are responsible for writing your company's ETL pipelines...; Question 27: What are two of the characteristics of using online predicti...; Question 28: When a Cloud Bigtable node fails, ____ is lost....; Question 29: If you want to create a machine learning model that predicts...; Question 30: Your company uses separate Google Cloud projects for develop...; Question 31: You are running a streaming pipeline with Dataflow and are u...; Question 32: You are building a report-only data warehouse where the data...; Question 33: You've migrated a Hadoop job from an on-premises cluster to ...; Question 34: You're training a model to predict housing prices based on a...; Question 35: Cloud Bigtable is Google's ______ Big Data database service....; Question 36: Your company is performing data preprocessing for a learning...; Question 37: You are managing a Cloud Dataproc cluster. You need to make ...; Question 38: Which of the following are examples of hyperparameters? (Sel...; Question 39: You need (o give new website users a globally unique identif...; Question 40: A TensorFlow machine learning model on Compute Engine virtua...; Question 41: You have one BigQuery dataset which includes customers' stre...; Question 42: Your globally distributed auction application allows users t...; Question 43: You work for an airline and you need to store weather data i...; Question 44: You are designing the database schema for a machine learning...; Question 45: You operate an IoT pipeline built around Apache Kafka that n...; Question 46: You've migrated a Hadoop job from an on-prem cluster to data...; Question 47: You are migrating a large number of files from a public HTTP...; Question 48: Your company is migrating its on-premises data warehousing s...; Question 49: You have several Spark jobs that run on a Cloud Dataproc clu...; Question 50: You have a job that you want to cancel. It is a streaming pi...; Question 51: You are deploying 10,000 new Internet of Things devices to c...; Question 52: You want to store your team's shared tables in a single data...; Question 53: You want to encrypt the customer data stored in BigQuery. Yo...; Question 54: You are part of a healthcare organization where data is orga...; Question 55: The data analyst team at your company uses BigQuery for ad-h...; Question 56: You receive data files in CSV format monthly from a third pa...; Question 57: You store and analyze your relational data in BigQuery on Go...; Question 58: You are integrating one of your internal IT applications and...; Question 59: Your company maintains a hybrid deployment with GCP, where a...; Question 60: Your company is loading comma-separated values (CSV) files i...; Question 61: When creating a new Cloud Dataproc cluster with the projects...; Question 62: You are designing storage for very large text files for a da...; Question 63: You have a data processing application that runs on Google K...; Question 64: Cloud Dataproc is a managed Apache Hadoop and Apache _____ s...; Question 65: Your team runs a complex analytical query daily that process...; Question 66: The Dataflow SDKs have been recently transitioned into which...; Question 67: You are designing storage for 20 TB of text files as part of...; Question 68: You have 100 GB of data stored in a BigQuery table. This dat...; Question 69: You have a data pipeline that writes data to Cloud Bigtable ...; Question 70: You are designing a stateful data processing pipeline that r...; Question 71: Which of these is NOT a way to customize the software on Dat...; Question 72: An external customer provides you with a daily dump of data ...; Question 73: Which of these operations can you perform from the BigQuery ...; Question 74: You issue a new batch job to Dataflow. The job starts succes...; Question 75: You operate a logistics company, and you want to improve eve...; Question 76: You are loading CSV files from Cloud Storage to BigQuery. Th...; Question 77: You are using Google BigQuery as your data warehouse. Your u...; Question 78: Which TensorFlow function can you use to configure a categor...; Question 79: The YARN ResourceManager and the HDFS NameNode interfaces ar...; Question 80: You architect a system to analyze seismic data. Your extract...; Question 81: You work for a bank. You have a labelled dataset that contai...; Question 82: You have created an external table for Apache Hive partition...; Question 83: You manage your company's BigQuery data warehouse. You need ...; Question 84: Which of the following is NOT a valid use case to select HDD...; Question 85: You want to process payment transactions in a point-of-sale ...; Question 86: You need to compose visualizations for operations teams with...; Question 87: You are configuring networking for a Dataflow job. The data ...; Question 88: You are planning to migrate your current on-premises Apache ...; Question 89: You are designing a cloud-native historical data processing ...; Question 90: You have Cloud Functions written in Node.js that pull messag...; Question 91: You want to create a machine learning model using BigQuery M...; Question 92: You are building an ELT solution in BigQuery by using Datafo...; Question 93: You currently have a single on-premises Kafka cluster in a d...; Question 94: You are creating a data model in BigQuery that will hold ret...; Question 95: You are migrating your on-premises data warehouse to BigQuer...; Question 96: Which SQL keyword can be used to reduce the number of column...; Question 97: You are on the data governance team and are implementing sec...; Question 98: Flowlogistic wants to use Google BigQuery as their primary a...; Question 99: Your organization stores employee information in a BigQuery ...; Question 100: If a dataset contains rows with individual people and column...; Question 101: You are deploying MariaDB SQL databases on GCE VM Instances ...; Question 102: You have important legal hold documents in a Cloud Storage b...; Question 103: You are designing a data warehouse in BigQuery to analyze sa...; Question 104: How can you get a neural network to learn about relationship...; Question 105: You are using BigQuery and Data Studio to design a customer-...; Question 106: Which of the following job types are supported by Cloud Data...; Question 107: You are designing an Apache Beam pipeline to enrich data fro...; Question 108: Your company operates in three domains: airlines, hotels, an...; Question 109: You monitor and optimize the BigQuery instance for your team...; Question 110: You need to copy millions of sensitive patient records from ...; Question 111: Your company wants to implement a Retrieval-Augmented Genera...; Question 112: You are building a new data pipeline to share data between t...; Question 113: You are developing a software application using Google's Dat...; Question 114: You want to schedule a number of sequential load and transfo...; Question 115: You have a network of 1000 sensors. The sensors generate tim...; Question 116: You have a data pipeline with a Dataflow job that aggregates...; Question 117: Which is the preferred method to use to avoid hotspotting in...; Question 118: You are administering a BigQuery dataset that uses a custome...; Question 119: Which of the following is not possible using primitive roles...; Question 120: You are using Cloud Bigtable to persist and serve stock mark...; Question 121: You want to use a BigQuery table as a data sink. In which wr...; Question 122: You receive data files in CSV format monthly from a third pa...; Question 123: You are using BigQuery with a regional dataset that includes...; Question 124: Flowlogistic's management has determined that the current Ap...; Question 125: You have a BigQuery table that contains customer data, inclu...; Question 126: You are designing a pipeline that publishes application even...; Question 127: Your chemical company needs to manually check documentation ...; Question 128: Your company built a TensorFlow neural-network model with a ...; Question 129: Google Cloud Bigtable indexes a single value in each row. Th...; Question 130: Your team is responsible for developing and maintaining ETLs...; Question 131: How would you query specific partitions in a BigQuery table?...; Question 132: Which of the following IAM roles does your Compute Engine ac...; Question 133: You have Google Cloud Dataflow streaming pipeline running wi...; Question 134: Business owners at your company have given you a database of...; Question 135: You have a table that contains millions of rows of sales dat...; Question 136: You are architecting a data transformation solution for BigQ...; Question 137: You have enabled the free integration between Firebase Analy...; Question 138: You migrated a data backend for an application that serves 1...; Question 139: Your company is running their first dynamic campaign, servin...; Question 140: You have a data stored in BigQuery. The data in the BigQuery...; Question 141: Data Analysts in your company have the Cloud IAM Owner role ...; Question 142: You plan to deploy Cloud SQL using MySQL. You need to ensure...; Question 143: You are implementing security best practices on your data pi...; Question 144: When you design a Google Cloud Bigtable schema it is recomme...; Question 145: You are troubleshooting your Dataflow pipeline that processe...; Question 146: You're using Bigtable for a real-time application, and you h...; Question 147: MJTelco is building a custom interface to share data. They h...; Question 148: You are training a spam classifier. You notice that you are ...; Question 149: Your company needs to ingest and transform streaming data fr...; Question 150: Which of the following statements about Legacy SQL and Stand...; Question 151: Your analytics team wants to build a simple statistical mode...; Question 152: You are a head of BI at a large enterprise company with mult...; Question 153: Which of the following is not true about Dataflow pipelines?...; Question 154: Which of these rules apply when you add preemptible workers ...; Question 155: You want to optimize your queries for cost and performance. ...; Question 156: Your organization has two Google Cloud projects, project A a...; Question 157: You are building a teal-lime prediction engine that streams ...; Question 158: You have a data analyst team member who needs to analyze dat...; Question 159: One of your encryption keys stored in Cloud Key Management S...; Question 160: You have some data, which is shown in the graphic below. The...; Question 161: Each analytics team in your organization is running BigQuery...; Question 162: Your company has a hybrid cloud initiative. You have a compl...; Question 163: You work on a regression problem in a natural language proce...; Question 164: You are creating a model to predict housing prices. Due to b...; Question 165: You are collecting loT sensor data from millions of devices ...; Question 166: You recently deployed several data processing jobs into your...; Question 167: You orchestrate ETL pipelines by using Cloud Composer One of...; Question 168: You work for a large ecommerce company. You store your custo...; Question 169: Your financial services company is moving to cloud technolog...; Question 170: Different teams in your organization store customer and perf...; Question 171: Which of these statements about exporting data from BigQuery...; Question 172: An aerospace company uses a proprietary data format to store...; Question 173: Cloud Dataproc charges you only for what you really use with...; Question 174: You are developing an Apache Beam pipeline to extract data f...; Question 175: Your team is building a data lake platform on Google Cloud. ...; Question 176: You need to set access to BigQuery for different departments...; Question 177: For the best possible performance, what is the recommended z...; Question 178: Your company is planning to migrate a large on-premises data...; Question 179: Government regulations in your industry mandate that you hav...; Question 180: You have a petabyte of analytics data and need to design a s...; Question 181: You are designing a data processing pipeline. The pipeline m...; Question 182: Your startup has a web application that currently serves cus...; Question 183: You work for a farming company. You have one BigQuery table ...; Question 184: To give a user read permission for only the first three colu...; Question 185: You work for a mid-sized enterprise that needs to move its o...; Question 186: You are a BigQuery admin supporting a team of data consumers...

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