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Exam Code:	Professional-Data-Engineer
Exam Name:	Google Certified Professional Data Engineer Exam
Certification Provider:	Google
Free Question Number:	180
Version:	v2025-10-08
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Exam Question List: Question 1: You are designing the architecture to process your data from...; Question 2: You are running a Dataflow streaming pipeline, with Streamin...; Question 3: You need to move 2 PB of historical data from an on-premises...; Question 4: Your analytics team wants to build a simple statistical mode...; Question 5: Your company produces 20,000 files every hour. Each data fil...; Question 6: You have a query that filters a BigQuery table using a WHERE...; Question 7: Your globally distributed auction application allows users t...; Question 8: If you want to create a machine learning model that predicts...; Question 9: You work for a car manufacturer and have set up a data pipel...; Question 10: You are designing a pipeline that publishes application even...; Question 11: Which of the following job types are supported by Cloud Data...; Question 12: The _________ for Cloud Bigtable makes it possible to use Cl...; Question 13: You have a Standard Tier Memorystore for Redis instance depl...; Question 14: You are creating a data model in BigQuery that will hold ret...; Question 15: Your chemical company needs to manually check documentation ...; Question 16: You are responsible for writing your company's ETL pipelines...; Question 17: Your company's customer and order databases are often under ...; Question 18: You work for a large financial institution that is planning ...; Question 19: A live TV show asks viewers to cast votes using their mobile...; Question 20: What are all of the BigQuery operations that Google charges ...; Question 21: You have data located in BigQuery that is used to generate r...; Question 22: You are working on a linear regression model on BigQuery ML ...; Question 23: Your company uses a proprietary system to send inventory dat...; Question 24: The Dataflow SDKs have been recently transitioned into which...; Question 25: What is the general recommendation when designing your row k...; Question 26: An aerospace company uses a proprietary data format to store...; Question 27: For the best possible performance, what is the recommended z...; Question 28: You stream order data by using a Dataflow pipeline, and writ...; Question 29: You are designing a messaging system by using Pub/Sub to pro...; Question 30: You are integrating one of your internal IT applications and...; Question 31: You have a data pipeline that writes data to Cloud Bigtable ...; Question 32: You work for a mid-sized enterprise that needs to move its o...; Question 33: You are building new real-time data warehouse for your compa...; Question 34: You want to process payment transactions in a point-of-sale ...; Question 35: You have one BigQuery dataset which includes customers' stre...; Question 36: You are administering a BigQuery dataset that uses a custome...; Question 37: You have a data pipeline with a Cloud Dataflow job that aggr...; Question 38: You are designing the architecture of your application to st...; Question 39: When a Cloud Bigtable node fails, ____ is lost....; Question 40: When running a pipeline that has a BigQuery source, on your ...; Question 41: Cloud Bigtable is a recommended option for storing very larg...; Question 42: You are creating a model to predict housing prices. Due to b...; Question 43: You work for a shipping company that uses handheld scanners ...; Question 44: You have a job that you want to cancel. It is a streaming pi...; Question 45: Your company has recently grown rapidly and now ingesting da...; Question 46: Government regulations in the banking industry mandate the p...; Question 47: Your company is migrating its on-premises data warehousing s...; Question 48: Does Dataflow process batch data pipelines or streaming data...; Question 49: You have a petabyte of analytics data and need to design a s...; Question 50: The data analyst team at your company uses BigQuery for ad-h...; Question 51: Your company handles data processing for a number of differe...; Question 52: You are designing a data mesh on Google Cloud with multiple ...; Question 53: You have uploaded 5 years of log data to Cloud Storage A use...; Question 54: You currently have transactional data stored on-premises in ...; Question 55: You create an important report for your large team in Google...; Question 56: You are developing a model to identify the factors that lead...; Question 57: You need to store and analyze social media postings in Googl...; Question 58: You have Cloud Functions written in Node.js that pull messag...; Question 59: Your company built a TensorFlow neural-network model with a ...; Question 60: Google Cloud Bigtable indexes a single value in each row. Th...; Question 61: You are building a model to make clothing recommendations. Y...; Question 62: Which of the following are examples of hyperparameters? (Sel...; Question 63: Your organization is modernizing their IT services and migra...; Question 64: You are building an ELT solution in BigQuery by using Datafo...; Question 65: Which of the following is NOT true about Dataflow pipelines?...; Question 66: How can you get a neural network to learn about relationship...; Question 67: You have terabytes of customer behavioral data streaming fro...; Question 68: Your company is loading comma-separated values (CSV) files i...; Question 69: You need ads data to serve Al models and historical data tor...; Question 70: You work for a large fast food restaurant chain with over 40...; Question 71: You are designing an Apache Beam pipeline to enrich data fro...; Question 72: You have a variety of files in Cloud Storage that your data ...; Question 73: You are collecting loT sensor data from millions of devices ...; Question 74: You work for an advertising company, and you've developed a ...; Question 75: If you're running a performance test that depends upon Cloud...; Question 76: You've migrated a Hadoop job from an on-prem cluster to data...; Question 77: Which Java SDK class can you use to run your Dataflow progra...; Question 78: You want to build a managed Hadoop system as your data lake....; Question 79: Which of the following is NOT a valid use case to select HDD...; Question 80: You store historic data in Cloud Storage. You need to perfor...; Question 81: Your company is migrating their 30-node Apache Hadoop cluste...; Question 82: You have thousands of Apache Spark jobs running in your on-p...; Question 83: Which of the following statements about the Wide & Deep ...; Question 84: Suppose you have a dataset of images that are each labeled a...; Question 85: The marketing team at your organization provides regular upd...; Question 86: You are migrating your on-premises data warehouse to BigQuer...; Question 87: Which of the following is not true about Dataflow pipelines?...; Question 88: You are planning to load some of your existing on-premises d...; Question 89: Which of these is not a supported method of putting data int...; Question 90: Your company is implementing a data warehouse using BigQuery...; Question 91: Which of these are examples of a value in a sparse vector? (...; Question 92: You are creating the CI'CD cycle for the code of the directe...; Question 93: Which TensorFlow function can you use to configure a categor...; Question 94: As your organization expands its usage of GCP, many teams ha...; Question 95: You are building an application to share financial market da...; Question 96: Your company needs to upload their historic data to Cloud St...; Question 97: Cloud Bigtable is Google's ______ Big Data database service....; Question 98: Which action can a Cloud Dataproc Viewer perform?...; Question 99: In order to securely transfer web traffic data from your com...; Question 100: Which software libraries are supported by Cloud Machine Lear...; Question 101: You have an Apache Kafka Cluster on-prem with topics contain...; Question 102: Which Cloud Dataflow / Beam feature should you use to aggreg...; Question 103: You are migrating your on-premises data warehouse to BigQuer...; Question 104: You have a table that contains millions of rows of sales dat...; Question 105: Your company has hired a new data scientist who wants to per...; Question 106: You are implementing security best practices on your data pi...; Question 107: Which Google Cloud Platform service is an alternative to Had...; Question 108: You are planning to migrate your current on-premises Apache ...; Question 109: You are operating a streaming Cloud Dataflow pipeline. Your ...; Question 110: Your software uses a simple JSON format for all messages. Th...; Question 111: You are designing a fault-tolerant architecture to store dat...; Question 112: The YARN ResourceManager and the HDFS NameNode interfaces ar...; Question 113: You are developing a software application using Google's Dat...; Question 114: A data scientist has created a BigQuery ML model and asks yo...; Question 115: MJTelco needs you to create a schema in Google Bigtable that...; Question 116: You have a network of 1000 sensors. The sensors generate tim...; Question 117: You need to choose a database for a new project that has the...; Question 118: When you store data in Cloud Bigtable, what is the recommend...; Question 119: You are building a data pipeline on Google Cloud. You need t...; Question 120: Which SQL keyword can be used to reduce the number of column...; Question 121: You have a BigQuery table that ingests data directly from a ...; Question 122: You are choosing a NoSQL database to handle telemetry data s...; Question 123: You are using Workflows to call an API that returns a 1 KB J...; Question 124: You are working on a sensitive project involving private use...; Question 125: Which of these numbers are adjusted by a neural network as i...; Question 126: You have enabled the free integration between Firebase Analy...; Question 127: You have developed three data processing jobs. One executes ...; Question 128: You want to store your team's shared tables in a single data...; Question 129: You architect a system to analyze seismic data. Your extract...; Question 130: You maintain ETL pipelines. You notice that a streaming pipe...; Question 131: You work for a manufacturing company that sources up to 750 ...; Question 132: You want to automate execution of a multi-step data pipeline...; Question 133: You are designing storage for two relational tables that are...; Question 134: You operate a database that stores stock trades and an appli...; Question 135: An organization maintains a Google BigQuery dataset that con...; Question 136: You need to choose a database to store time series CPU and m...; Question 137: When you design a Google Cloud Bigtable schema it is recomme...; Question 138: You issue a new batch job to Dataflow. The job starts succes...; Question 139: Which of these sources can you not load data into BigQuery f...; Question 140: You are using Google BigQuery as your data warehouse. Your u...; Question 141: You have a BigQuery table that contains customer data, inclu...; Question 142: You work for a global shipping company. You want to train a ...; Question 143: You have a requirement to insert minute-resolution data from...; Question 144: Your company is streaming real-time sensor data from their f...; Question 145: You are building a report-only data warehouse where the data...; Question 146: Your company operates in three domains: airlines, hotels, an...; Question 147: You are a head of BI at a large enterprise company with mult...; Question 148: You want to schedule a number of sequential load and transfo...; Question 149: You are designing a data warehouse in BigQuery to analyze sa...; Question 150: You create a new report for your large team in Google Data S...; Question 151: Which of these is NOT a way to customize the software on Dat...; Question 152: You have historical data covering the last three years in Bi...; Question 153: Which is not a valid reason for poor Cloud Bigtable performa...; Question 154: You are troubleshooting your Dataflow pipeline that processe...; Question 155: You are architecting a data transformation solution for BigQ...; Question 156: Your car factory is pushing machine measurements as messages...; Question 157: Your startup has never implemented a formal security policy....; Question 158: You are designing the database schema for a machine learning...; Question 159: Your team is responsible for developing and maintaining ETLs...; Question 160: You work for a manufacturing plant that batches application ...; Question 161: MJTelco is building a custom interface to share data. They h...; Question 162: You are operating a Cloud Dataflow streaming pipeline. The p...; Question 163: You have spent a few days loading data from comma-separated ...; Question 164: You plan to deploy Cloud SQL using MySQL. You need to ensure...; Question 165: You orchestrate ETL pipelines by using Cloud Composer One of...; Question 166: You are administering a BigQuery on-demand environment. Your...; Question 167: You have created an external table for Apache Hive partition...; Question 168: You are migrating an application that tracks library books a...; Question 169: You're training a model to predict housing prices based on a...; Question 170: You are building a streaming Dataflow pipeline that ingests ...; Question 171: You work for a bank. You have a labelled dataset that contai...; Question 172: You store and analyze your relational data in BigQuery on Go...; Question 173: You are running a streaming pipeline with Dataflow and are u...; Question 174: When creating a new Cloud Dataproc cluster with the projects...; Question 175: You need to modernize your existing on-premises data strateg...; Question 176: You are developing an application on Google Cloud that will ...; Question 177: To give a user read permission for only the first three colu...; Question 178: Your team is building a data lake platform on Google Cloud. ...; Question 179: Suppose you have a table that includes a nested column calle...; Question 180: You operate an IoT pipeline built around Apache Kafka that n...

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