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Exam Code:	Professional-Data-Engineer
Exam Name:	Google Certified Professional Data Engineer Exam
Certification Provider:	Google
Free Question Number:	150
Version:	v2024-07-17
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# of views:	530
# of Questions views:	12927
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Jeremy - May 12, 2025

Best exam guide by freecram for the Professional-Data-Engineer certification exam. I just studied for 2 days and confidently took the exam. Got 94% marks. Thank you freecram.

certified - Apr 22, 2025

No.# Correct answer in this case should be B

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Exam Question List: Question 1: Your team is responsible for developing and maintaining ETLs...; Question 2: You're using Bigtable for a real-time application, and you h...; Question 3: Which of these are examples of a value in a sparse vector? (...; Question 4: Which of these sources can you not load data into BigQuery f...; 1 commentQuestion 5: You operate an IoT pipeline built around Apache Kafka that n...; Question 6: Your company is streaming real-time sensor data from their f...; Question 7: Your company is using WHILECARD tables to query data across ...; Question 8: An aerospace company uses a proprietary data format to store...; Question 9: Your chemical company needs to manually check documentation ...; Question 10: You are building a new data pipeline to share data between t...; Question 11: Your organization has been collecting and analyzing data in ...; Question 12: A data scientist has created a BigQuery ML model and asks yo...; Question 13: You are designing a data mesh on Google Cloud with multiple ...; Question 14: You used Cloud Dataprep to create a recipe on a sample of da...; Question 15: You are designing a system that requires an ACID-compliant d...; Question 16: When running a pipeline that has a BigQuery source, on your ...; Question 17: You work for a shipping company that uses handheld scanners ...; Question 18: You want to archive data in Cloud Storage. Because some data...; Question 19: To run a TensorFlow training job on your own computer using ...; Question 20: You have a data pipeline that writes data to Cloud Bigtable ...; Question 21: You are developing a new deep teaming model that predicts a ...; Question 22: Which of these operations can you perform from the BigQuery ...; Question 23: Which of these is not a supported method of putting data int...; Question 24: Your company currently runs a large on-premises cluster usin...; Question 25: You want to process payment transactions in a point-of-sale ...; Question 26: Your financial services company is moving to cloud technolog...; Question 27: You launched a new gaming app almost three years ago. You ha...; Question 28: Your company is migrating their 30-node Apache Hadoop cluste...; Question 29: You have several Spark jobs that run on a Cloud Dataproc clu...; Question 30: Your infrastructure includes a set of YouTube channels. You ...; Question 31: You are building an ELT solution in BigQuery by using Datafo...; Question 32: Cloud Bigtable is a recommended option for storing very larg...; Question 33: You are designing a pipeline that publishes application even...; Question 34: You are working on a linear regression model on BigQuery ML ...; Question 35: Your company is in a highly regulated industry. One of your ...; Question 36: You are building an application to share financial market da...; Question 37: Your company built a TensorFlow neural-network model with a ...; Question 38: You use BigQuery as your centralized analytics platform. New...; Question 39: Which of the following statements is NOT true regarding Bigt...; Question 40: A shipping company has live package-tracking data that is se...; Question 41: The _________ for Cloud Bigtable makes it possible to use Cl...; Question 42: You are running a pipeline in Cloud Dataflow that receives m...; Question 43: You orchestrate ETL pipelines by using Cloud Composer One of...; Question 44: You are designing the database schema for a machine learning...; Question 45: You create a new report for your large team in Google Data S...; Question 46: For the best possible performance, what is the recommended z...; Question 47: You have developed three data processing jobs. One executes ...; Question 48: You want to use a BigQuery table as a data sink. In which wr...; Question 49: Which of these rules apply when you add preemptible workers ...; Question 50: If you want to create a machine learning model that predicts...; Question 51: Your company's customer and order databases are often under ...; Question 52: By default, which of the following windowing behavior does D...; Question 53: You are managing a Cloud Dataproc cluster. You need to make ...; Question 54: When a Cloud Bigtable node fails, ____ is lost....; Question 55: Which SQL keyword can be used to reduce the number of column...; Question 56: You are loading CSV files from Cloud Storage to BigQuery. Th...; Question 57: A TensorFlow machine learning model on Compute Engine virtua...; Question 58: You have uploaded 5 years of log data to Cloud Storage A use...; Question 59: You are migrating an application that tracks library books a...; Question 60: Which of the following is not true about Dataflow pipelines?...; Question 61: The Dataflow SDKs have been recently transitioned into which...; Question 62: You are designing storage for 20 TB of text files as part of...; Question 63: Your organization has two Google Cloud projects, project A a...; Question 64: You have designed an Apache Beam processing pipeline that re...; Question 65: You work for an advertising company, and you've developed a ...; Question 66: You want to analyze hundreds of thousands of social media po...; Question 67: You are designing an Apache Beam pipeline to enrich data fro...; Question 68: You are troubleshooting your Dataflow pipeline that processe...; Question 69: You are building a data pipeline on Google Cloud. You need t...; Question 70: You need to compose visualizations for operations teams with...; Question 71: You are developing an Apache Beam pipeline to extract data f...; Question 72: You decided to use Cloud Datastore to ingest vehicle telemet...; Question 73: You have data located in BigQuery that is used to generate r...; Question 74: Which of the following is not possible using primitive roles...; Question 75: Flowlogistic's CEO wants to gain rapid insight into their cu...; Question 76: You issue a new batch job to Dataflow. The job starts succes...; Question 77: You want to use a database of information about tissue sampl...; Question 78: Your company's data platform ingests CSV file dumps of booki...; Question 79: You need to store and analyze social media postings in Googl...; Question 80: You are choosing a NoSQL database to handle telemetry data s...; Question 81: You are on the data governance team and are implementing sec...; Question 82: You are designing storage for two relational tables that are...; Question 83: You are creating a model to predict housing prices. Due to b...; Question 84: You are configuring networking for a Dataflow job. The data ...; Question 85: Flowlogistic wants to use Google BigQuery as their primary a...; Question 86: What are two of the benefits of using denormalized data stru...; Question 87: Each analytics team in your organization is running BigQuery...; Question 88: How would you query specific partitions in a BigQuery table?...; Question 89: You are working on a sensitive project involving private use...; Question 90: You have a data pipeline with a Cloud Dataflow job that aggr...; Question 91: You are collecting loT sensor data from millions of devices ...; Question 92: You work for a manufacturing company that sources up to 750 ...; Question 93: What Dataflow concept determines when a Window's contents sh...; Question 94: You work for an airline and you need to store weather data i...; Question 95: An online retailer has built their current application on Go...; Question 96: When you store data in Cloud Bigtable, what is the recommend...; Question 97: You are operating a Cloud Dataflow streaming pipeline. The p...; Question 98: Which of these statements about exporting data from BigQuery...; Question 99: You create an important report for your large team in Google...; Question 100: You are building a teal-lime prediction engine that streams ...; Question 101: You are implementing several batch jobs that must be execute...; Question 102: What is the HBase Shell for Cloud Bigtable?...; Question 103: An online brokerage company requires a high volume trade pro...; Question 104: You maintain ETL pipelines. You notice that a streaming pipe...; Question 105: An external customer provides you with a daily dump of data ...; Question 106: You work for a large fast food restaurant chain with over 40...; Question 107: You have a BigQuery table that ingests data directly from a ...; Question 108: You are developing an application on Google Cloud that will ...; Question 109: Which TensorFlow function can you use to configure a categor...; Question 110: You work for a manufacturing plant that batches application ...; Question 111: You are creating a new pipeline in Google Cloud to stream Io...; Question 112: Which of the following IAM roles does your Compute Engine ac...; Question 113: You are responsible for writing your company's ETL pipelines...; Question 114: The CUSTOM tier for Cloud Machine Learning Engine allows you...; Question 115: You have Cloud Functions written in Node.js that pull messag...; Question 116: You need to create a data pipeline that copies time-series t...; Question 117: Your software uses a simple JSON format for all messages. Th...; Question 118: Your company needs to upload their historic data to Cloud St...; Question 119: You've migrated a Hadoop job from an on-prem cluster to data...; Question 120: Which of the following is NOT true about Dataflow pipelines?...; Question 121: You work for a mid-sized enterprise that needs to move its o...; Question 122: You have 100 GB of data stored in a BigQuery table. This dat...; Question 123: You want to rebuild your batch pipeline for structured data ...; Question 124: You are updating the code for a subscriber to a Put/Sub feed...; Question 125: You are building a model to predict whether or not it will r...; Question 126: Cloud Bigtable is Google's ______ Big Data database service....; Question 127: You have a requirement to insert minute-resolution data from...; Question 128: You are a head of BI at a large enterprise company with mult...; Question 129: You need (o give new website users a globally unique identif...; Question 130: You have historical data covering the last three years in Bi...; Question 131: Cloud Dataproc charges you only for what you really use with...; Question 132: You designed a database for patient records as a pilot proje...; Question 133: Your startup has a web application that currently serves cus...; Question 134: You need to choose a database to store time series CPU and m...; Question 135: Which of the following are examples of hyperparameters? (Sel...; Question 136: You want to build a managed Hadoop system as your data lake....; Question 137: The marketing team at your organization provides regular upd...; Question 138: Your company has hired a new data scientist who wants to per...; Question 139: You need to move 2 PB of historical data from an on-premises...; Question 140: You are running a streaming pipeline with Dataflow and are u...; Question 141: Your neural network model is taking days to train. You want ...; Question 142: Your weather app queries a database every 15 minutes to get ...; Question 143: You are running a Dataflow streaming pipeline, with Streamin...; Question 144: Which of the following is NOT one of the three main types of...; Question 145: You operate a logistics company, and you want to improve eve...; Question 146: You are building a report-only data warehouse where the data...; Question 147: Your company is selecting a system to centralize data ingest...; Question 148: Your company handles data processing for a number of differe...; Question 149: Your startup has never implemented a formal security policy....; Question 150: You have enabled the free integration between Firebase Analy...

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