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Exam Code:	Professional-Data-Engineer
Exam Name:	Google Certified Professional Data Engineer Exam
Certification Provider:	Google
Free Question Number:	164
Version:	v2025-06-02
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Colby - Sep 30, 2025

I purchased the bundle file for Professional-Data-Engineer by freecram. Must say it is worth the money spent. Passed my exam in the first attempt with an 96% score.

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Exam Question List: Question 1: You need to deploy additional dependencies to all of a Cloud...; Question 2: You are working on a sensitive project involving private use...; Question 3: You want to migrate an on-premises Hadoop system to Cloud Da...; Question 4: An external customer provides you with a daily dump of data ...; Question 5: You are designing a data mesh on Google Cloud with multiple ...; Question 6: You are preparing an organization-wide dataset. You need to ...; Question 7: You are building an application to share financial market da...; Question 8: You are creating the CI'CD cycle for the code of the directe...; Question 9: You are designing an Apache Beam pipeline to enrich data fro...; Question 10: You plan to deploy Cloud SQL using MySQL. You need to ensure...; Question 11: Your infrastructure team has set up an interconnect link bet...; Question 12: You are loading CSV files from Cloud Storage to BigQuery. Th...; Question 13: You need (o give new website users a globally unique identif...; Question 14: You designed a database for patient records as a pilot proje...; Question 15: You need to choose a database for a new project that has the...; Question 16: Your organization is modernizing their IT services and migra...; Question 17: You have two projects where you run BigQuery jobs: * One pro...; Question 18: Your United States-based company has created an application ...; Question 19: MJTelco is building a custom interface to share dat a. They ...; Question 20: You launched a new gaming app almost three years ago. You ha...; Question 21: Which of these is NOT a way to customize the software on Dat...; Question 22: Which Cloud Dataflow / Beam feature should you use to aggreg...; Question 23: You need to copy millions of sensitive patient records from ...; Question 24: Which of these sources can you not load data into BigQuery f...; Question 25: Your neural network model is taking days to train. You want ...; Question 26: Your company is loading comma-separated values (CSV) files i...; Question 27: Which of these statements about BigQuery caching is true?...; Question 28: What are two of the characteristics of using online predicti...; Question 29: Which of the following is NOT true about Dataflow pipelines?...; Question 30: You are training a spam classifier. You notice that you are ...; Question 31: You have data pipelines running on BigQuery, Cloud Dataflow,...; Question 32: You have uploaded 5 years of log data to Cloud Storage A use...; Question 33: Each analytics team in your organization is running BigQuery...; Question 34: You want to build a managed Hadoop system as your data lake....; Question 35: Your company is selecting a system to centralize data ingest...; Question 36: You are running a pipeline in Cloud Dataflow that receives m...; Question 37: You are designing storage for very large text files for a da...; Question 38: You are migrating your on-premises data warehouse to BigQuer...; Question 39: Your company is streaming real-time sensor data from their f...; Question 40: Which of the following is NOT one of the three main types of...; Question 41: You need to compose visualization for operations teams with ...; Question 42: You are architecting a data transformation solution for BigQ...; Question 43: What are all of the BigQuery operations that Google charges ...; Question 44: You have thousands of Apache Spark jobs running in your on-p...; Question 45: How would you query specific partitions in a BigQuery table?...; Question 46: The data analyst team at your company uses BigQuery for ad-h...; Question 47: You need to look at BigQuery data from a specific table mult...; Question 48: Which of the following statements about the Wide & Deep ...; Question 49: You need to compose visualizations for operations teams with...; Question 50: You are integrating one of your internal IT applications and...; Question 51: Your company is in a highly regulated industry. One of your ...; Question 52: You have data located in BigQuery that is used to generate r...; Question 53: You are deploying MariaDB SQL databases on GCE VM Instances ...; Question 54: When creating a new Cloud Dataproc cluster with the projects...; Question 55: You are designing a basket abandonment system for an ecommer...; Question 56: You have a data stored in BigQuery. The data in the BigQuery...; Question 57: You need to migrate a 2TB relational database to Google Clou...; Question 58: Your company is implementing a data warehouse using BigQuery...; Question 59: You want to use a BigQuery table as a data sink. In which wr...; Question 60: You are designing a Dataflow pipeline for a batch processing...; Question 61: You need to move 2 PB of historical data from an on-premises...; Question 62: You want to automate execution of a multi-step data pipeline...; Question 63: You are using Cloud Bigtable to persist and serve stock mark...; Question 64: Your company is migrating their 30-node Apache Hadoop cluste...; Question 65: By default, which of the following windowing behavior does D...; Question 66: You need to migrate a Redis database from an on-premises dat...; Question 67: You're using Bigtable for a real-time application, and you h...; Question 68: You have developed three data processing jobs. One executes ...; Question 69: You work for a manufacturing company that sources up to 750 ...; Question 70: You are administering a BigQuery dataset that uses a custome...; Question 71: You're training a model to predict housing prices based on a...; Question 72: An online brokerage company requires a high volume trade pro...; Question 73: Your company's customer_order table in BigOuery stores the o...; Question 74: You have a query that filters a BigQuery table using a WHERE...; Question 75: You want to schedule a number of sequential load and transfo...; Question 76: You are designing a fault-tolerant architecture to store dat...; Question 77: Your startup has never implemented a formal security policy....; Question 78: You have a data pipeline with a Cloud Dataflow job that aggr...; Question 79: Your organization uses a multi-cloud data storage strategy, ...; Question 80: Your company handles data processing for a number of differe...; Question 81: Your company needs to upload their historic data to Cloud St...; Question 82: You are updating the code for a subscriber to a Put/Sub feed...; Question 83: Which SQL keyword can be used to reduce the number of column...; Question 84: Flowlogistic's CEO wants to gain rapid insight into their cu...; Question 85: You are building a data pipeline on Google Cloud. You need t...; Question 86: You are deploying a new storage system for your mobile appli...; Question 87: You have a BigQuery table that ingests data directly from a ...; Question 88: You are designing a messaging system by using Pub/Sub to pro...; Question 89: Which of the following statements is NOT true regarding Bigt...; Question 90: Your company's on-premises Apache Hadoop servers are approac...; Question 91: You are administering shared BigQuery datasets that contain ...; Question 92: The YARN ResourceManager and the HDFS NameNode interfaces ar...; Question 93: Different teams in your organization store customer and perf...; Question 94: When using Cloud Dataproc clusters, you can access the YARN ...; Question 95: You work for a large ecommerce company. You are using Pub/Su...; Question 96: You need ads data to serve Al models and historical data tor...; Question 97: You have a requirement to insert minute-resolution data from...; Question 98: You are implementing a chatbot to help an online retailer st...; Question 99: Your company is migrating its on-premises data warehousing s...; Question 100: You work for a mid-sized enterprise that needs to move its o...; Question 101: You are designing storage for two relational tables that are...; Question 102: You are developing a new deep teaming model that predicts a ...; Question 103: Cloud Bigtable is Google's ______ Big Data database service....; Question 104: You work for a shipping company that uses handheld scanners ...; Question 105: You are a BigQuery admin supporting a team of data consumers...; Question 106: Which TensorFlow function can you use to configure a categor...; Question 107: Which action can a Cloud Dataproc Viewer perform?...; Question 108: After migrating ETL jobs to run on BigQuery, you need to ver...; Question 109: Your chemical company needs to manually check documentation ...; Question 110: Government regulations in your industry mandate that you hav...; Question 111: You operate a logistics company, and you want to improve eve...; Question 112: You currently use a SQL-based tool to visualize your data st...; Question 113: You are administering a BigQuery on-demand environment. Your...; Question 114: Which of the following is NOT a valid use case to select HDD...; Question 115: You are building a model to make clothing recommendations. Y...; Question 116: A web server sends click events to a Pub/Sub topic as messag...; Question 117: You are operating a Cloud Dataflow streaming pipeline. The p...; Question 118: When a Cloud Bigtable node fails, ____ is lost....; Question 119: You created an analytics environment on Google Cloud so that...; Question 120: You work for a car manufacturer and have set up a data pipel...; Question 121: Cloud Dataproc is a managed Apache Hadoop and Apache _____ s...; Question 122: You have historical data covering the last three years in Bi...; Question 123: The Development and External teams nave the project viewer I...; Question 124: To run a TensorFlow training job on your own computer using ...; Question 125: Your company operates in three domains: airlines, hotels, an...; Question 126: Cloud Dataproc charges you only for what you really use with...; Question 127: Which of the following job types are supported by Cloud Data...; Question 128: You work for a large ecommerce company. You store your custo...; Question 129: Cloud Bigtable is a recommended option for storing very larg...; Question 130: Which is the preferred method to use to avoid hotspotting in...; Question 131: Why do you need to split a machine learning dataset into tra...; Question 132: You are choosing a NoSQL database to handle telemetry data s...; Question 133: You create an important report for your large team in Google...; Question 134: Which of the following are examples of hyperparameters? (Sel...; Question 135: If a dataset contains rows with individual people and column...; Question 136: If you want to create a machine learning model that predicts...; Question 137: You are deploying 10,000 new Internet of Things devices to c...; Question 138: What are two of the benefits of using denormalized data stru...; Question 139: Which Google Cloud Platform service is an alternative to Had...; Question 140: You have 100 GB of data stored in a BigQuery table. This dat...; Question 141: Your company maintains a hybrid deployment with GCP, where a...; Question 142: You are responsible for writing your company's ETL pipelines...; Question 143: You are planning to use Google's Dataflow SDK to analyze cus...; Question 144: When you store data in Cloud Bigtable, what is the recommend...; Question 145: You are planning to use Cloud Storage as pad of your data la...; Question 146: MJTelco's Google Cloud Dataflow pipeline is now ready to sta...; Question 147: You operate an IoT pipeline built around Apache Kafka that n...; Question 148: You need to choose a database to store time series CPU and m...; Question 149: Suppose you have a dataset of images that are each labeled a...; Question 150: You need to store and analyze social media postings in Googl...; Question 151: You have Cloud Functions written in Node.js that pull messag...; Question 152: You have a petabyte of analytics data and need to design a s...; Question 153: You are designing the database schema for a machine learning...; Question 154: You migrated your on-premises Apache Hadoop Distributed File...; Question 155: You use BigQuery as your centralized analytics platform. New...; Question 156: You are using BigQuery with a regional dataset that includes...; Question 157: You are running your BigQuery project in the on-demand billi...; Question 158: You work for a large fast food restaurant chain with over 40...; Question 159: Business owners at your company have given you a database of...; Question 160: You need to create a data pipeline that copies time-series t...; Question 161: To give a user read permission for only the first three colu...; Question 162: You are building a teal-lime prediction engine that streams ...; Question 163: You are building a report-only data warehouse where the data...; Question 164: You are designing a data mesh on Google Cloud by using Datap...

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