Artículos en: Professional Data Engineer

Practice question for Google Cloud exam. You are collecting IoT sensor data from millions of devices across the world and storing the data in...

Practice question for Google Cloud exam. You store and analyze your relational data in BigQuery on Google Cloud with all data that resides in...

Practice question for Google Cloud exam. Your company's customer_order table in BigQuery stores the order history for 10 million customers, w...

Practice question for Google Cloud exam. You are using BigQuery with a multi-region dataset that includes a table with the daily sales volume...

Practice question for Google Cloud exam. You have a Standard Tier Memorystore for Redis instance deployed in a production environment. You ne...

Practice question for Google Cloud exam. A web server sends click events to a Pub/Sub topic as messages. The web server includes an eventTime...

Practice question for Google Cloud exam. You are migrating your on-premises data warehouse to BigQuery. One of the upstream data sources resi...

Practice question for Google Cloud exam. You are designing a data mesh on Google Cloud with multiple distinct data engineering teams building...

Practice question for Google Cloud exam. You are developing an Apache Beam pipeline to extract data from a Cloud SQL instance by using JdbcIO...

Practice question for Google Cloud exam. Different teams in your organization store customer and performance data in BigQuery. Each team need...

Practice question for Google Cloud exam. You stream order data by using a Dataflow pipeline, and write the aggregated result to Memorystore. ...

Practice question for Google Cloud exam. You have several different file type data sources, such as Apache Parquet and CSV. You want to store...

Practice question for Google Cloud exam. You are deploying an Apache Airflow directed acyclic graph (DAG) in a Cloud Composer 2 instance. You...

Practice question for Google Cloud exam. You are troubleshooting your Dataflow pipeline that processes data from Cloud Storage to BigQuery. Y...

Practice question for Google Cloud exam. You have an Oracle database deployed in a VM as part of a Virtual Private Cloud (VPC) network. You w...

Practice question for Google Cloud exam. You have a BigQuery table that contains customer data, including sensitive information such as names...

Practice question for Google Cloud exam. You are planning to use Cloud Storage as part of your data lake solution. The Cloud Storage bucket w...

Practice question for Google Cloud exam. You are using a Dataflow streaming job to read messages from a message bus that does not support exa...

Practice question for Google Cloud exam. You are developing a model to identify the factors that lead to sales conversions for your customers...

Practice question for Google Cloud exam. Your organization has two Google Cloud projects, project A and project B. In project A, you have a P...

Practice question for Google Cloud exam. One of your encryption keys stored in Cloud Key Management Service (Cloud KMS) was exposed. You need...

Practice question for Google Cloud exam. You currently use a SQL-based tool to visualize your data stored in BigQuery. The data visualization...

Practice question for Google Cloud exam. You want to process payment transactions in a point-of-sale application that will run on Google Clou...

Practice question for Google Cloud exam. You want to encrypt the customer data stored in BigQuery. You need to implement per-user crypto-dele...

Practice question for Google Cloud exam. You are designing the architecture of your application to store data in Cloud Storage. Your applicat...

Practice question for Google Cloud exam. You have important legal hold documents in a Cloud Storage bucket. You need to ensure that these doc...

Practice question for Google Cloud exam. You want to schedule a number of sequential load and transformation jobs. Data files will be added t...

Practice question for Google Cloud exam. You have several different unstructured data sources, within your on-premises data center as well as...

Practice question for Google Cloud exam. You are planning to load some of your existing on-premises data into BigQuery on Google Cloud. You w...

Practice question for Google Cloud exam. You have one BigQuery dataset which includes customers’ street addresses. You want to retrieve all o...

Practice question for Google Cloud exam. You are a BigQuery admin supporting a team of data consumers who run ad hoc queries and downstream r...

Practice question for Google Cloud exam. You are deploying a batch pipeline in Dataflow. This pipeline reads data from Cloud Storage, transfo...

Practice question for Google Cloud exam. You are on the data governance team and are implementing security requirements to deploy resources. ...

Practice question for Google Cloud exam. You have designed an Apache Beam processing pipeline that reads from a Pub/Sub topic. The topic has ...

Practice question for Google Cloud exam. You are administering a BigQuery dataset that uses a customer-managed encryption key (CMEK). You nee...

Practice question for Google Cloud exam. You are training a spam classifier. You notice that you are overfitting the training data. Which thr...

Practice question for Google Cloud exam. You are running a Dataflow streaming pipeline, with Streaming Engine and Horizontal Autoscaling enab...

Practice question for Google Cloud exam. You want to migrate your existing Teradata data warehouse to BigQuery. You want to move the historic...

Practice question for Google Cloud exam. You are designing a Dataflow pipeline for a batch processing job. You want to mitigate multiple zona...

Practice question for Google Cloud exam. You are building an ELT solution in BigQuery by using Dataform. You need to perform uniqueness and n...

Practice question for Google Cloud exam. You have a Cloud SQL for PostgreSQL instance in Region’ with one read replica in Region2 and another...

Practice question for Google Cloud exam. You created a new version of a Dataflow streaming data ingestion pipeline that reads from Pub/Sub an...

Practice question for Google Cloud exam. You have thousands of Apache Spark jobs running in your on-premises Apache Hadoop cluster. You want ...

Practice question for Google Cloud exam. You are designing a real-time system for a ride hailing app that identifies areas with high demand f...

Practice question for Google Cloud exam. Your organization stores customer data in an on-premises Apache Hadoop cluster in Apache Parquet for...

Practice question for Google Cloud exam. You are running a streaming pipeline with Dataflow and are using hopping windows to group the data a...

Practice question for Google Cloud exam. You have a BigQuery dataset named “customers”. All tables will be tagged by using a Data Catalog tag...

Practice question for Google Cloud exam. You need to create a SQL pipeline. The pipeline runs an aggregate SQL transformation on a BigQuery t...

Practice question for Google Cloud exam. You are building a streaming Dataflow pipeline that ingests noise level data from hundreds of sensor...

Practice question for Google Cloud exam. A live TV show asks viewers to cast votes using their mobile phones. The event generates a large vol...

Practice question for Google Cloud exam. You are on the data governance team and are implementing security requirements. You need to encrypt ...

Practice question for Google Cloud exam. You are part of a healthcare organization where data is organized and managed by respective data own...

Practice question for Google Cloud exam. You maintain ETL pipelines. You notice that a streaming pipeline running on Dataflow is taking a lon...

Practice question for Google Cloud exam. You have a network of 1000 sensors. The sensors generate time series data: one metric per sensor per...

Practice question for Google Cloud exam. You have a variety of files in Cloud Storage that your data science team wants to use in their model...

Practice question for Google Cloud exam. You are creating a data model in BigQuery that will hold retail transaction data. Your two largest t...

Practice question for Google Cloud exam. You have terabytes of customer behavioral data streaming from Google Analytics into BigQuery daily. ...

Practice question for Google Cloud exam. Your car factory is pushing machine measurements as messages into a Pub/Sub topic in your Google Clo...

Practice question for Google Cloud exam. You designed a data warehouse in BigQuery to analyze sales data. You want a self-serving, low-mainte...

Practice question for Google Cloud exam. A shipping company has live package-tracking data that is sent to an Apache Kafka stream in real tim...

Practice question for Google Cloud exam. You are administering shared BigQuery datasets that contain views used by multiple teams in your org...

Practice question for Google Cloud exam. You work for a large ecommerce company. You are using Pub/Sub to ingest the clickstream data to Goog...

Practice question for Google Cloud exam. You work for a large ecommerce company. You store your customer's order data in Bigtable. You have a...

Practice question for Google Cloud exam. You orchestrate ETL pipelines by using Cloud Composer. One of the tasks in the Apache Airflow direct...

Practice question for Google Cloud exam. You currently have transactional data stored on-premises in a PostgreSQL database. To modernize your...

Practice question for Google Cloud exam. You are designing the architecture to process your data from Cloud Storage to BigQuery by using Data...

Practice question for Google Cloud exam. You migrated your on-premises Apache Hadoop Distributed File System (HDFS) data lake to Cloud Storag...

Practice question for Google Cloud exam. You want to store your team’s shared tables in a single dataset to make data easily accessible to va...

Practice question for Google Cloud exam. You need to connect multiple applications with dynamic public IP addresses to a Cloud SQL instance. ...

Practice question for Google Cloud exam. You have a table that contains millions of rows of sales data, partitioned by date. Various applicat...

Practice question for Google Cloud exam. You recently deployed several data processing jobs into your Cloud Composer 2 environment. You notic...

Practice question for Google Cloud exam. You are preparing data that your machine learning team will use to train a model using BigQueryML. T...

Practice question for Google Cloud exam. You are designing a fault-tolerant architecture to store data in a regional BigQuery dataset. You ne...

Practice question for Google Cloud exam. You have created an external table for Apache Hive partitioned data that resides in a Cloud Storage ...

Practice question for Google Cloud exam. Your chemical company needs to manually check documentation for customer order. You use a pull subsc...

Practice question for Google Cloud exam. You are using BigQuery with a regional dataset that includes a table with the daily sales volumes. T...

Practice question for Google Cloud exam. You have a BigQuery table that ingests data directly from a Pub/Sub subscription. The ingested data ...

Practice question for Google Cloud exam. You are migrating a large number of files from a public HTTPS endpoint to Cloud Storage. The files a...

Practice question for Google Cloud exam. You need ads data to serve AI models and historical data for analytics. Longtail and outlier data po...

Practice question for Google Cloud exam. You created an analytics environment on Google Cloud so that your data scientist team can explore da...

Practice question for Google Cloud exam. You want to migrate an Apache Spark 3 batch job from on-premises to Google Cloud. You need to minima...

Practice question for Google Cloud exam. You store historic data in Cloud Storage. You need to perform analytics on the historic data. You wa...

Practice question for Google Cloud exam. Your infrastructure includes a set of YouTube channels. You have been tasked with creating a process...

Practice question for Google Cloud exam. You work for an economic consulting firm that helps companies identify economic trends as they happe...

Practice question for Google Cloud exam. You have 100 GB of data stored in a BigQuery table. This data is outdated and will only be accessed ...

Practice question for Google Cloud exam. You are migrating your on-premises data warehouse to BigQuery. As part of the migration, you want to...

Practice question for Google Cloud exam. Your company operates in three domains: airlines, hotels, and ride-hailing services. Each domain has...

Practice question for Google Cloud exam. You want to use a database of information about tissue samples to classify future tissue samples as ...

Practice question for Google Cloud exam. You have spent a few days loading data from comma-separated values (CSV) files into the Google BigQu...

Practice question for Google Cloud exam. You are creating the CI/CD cycle for the code of the directed acyclic graphs (DAGs) running in Cloud...

Practice question for Google Cloud exam. You are working on a sensitive project involving private user data. You have set up a project on Goo...

Practice question for Google Cloud exam. You need to look at BigQuery data from a specific table multiple times a day. The underlying table y...

Practice question for Google Cloud exam. You are selecting services to write and transform JSON messages from Cloud Pub/Sub to BigQuery for a...

Practice question for Google Cloud exam. Your company has a hybrid cloud initiative. You have a complex data pipeline that moves data between...

Practice question for Google Cloud exam. Your company has hired a new data scientist who wants to perform complicated analyses across very la...

Practice question for Google Cloud exam. You are preparing an organization-wide dataset. You need to preprocess customer data stored in a res...

Practice question for Google Cloud exam. You designed a database for patient records as a pilot project to cover a few hundred patients in th...

Practice question for Google Cloud exam. You are building a data pipeline on Google Cloud. You need to prepare data using a casual method for...

Practice question for Google Cloud exam. Business owners at your company have given you a database of bank transactions. Each row contains th...

Practice question for Google Cloud exam. You are designing a data processing pipeline. The pipeline must be able to scale automatically as lo...

Practice question for Google Cloud exam. Your company is in a highly regulated industry. One of your requirements is to ensure individual use...

Practice question for Google Cloud exam. Your organization has been collecting and analyzing data in Google BigQuery for 6 months. The majori...

Practice question for Google Cloud exam. An external customer provides you with a daily dump of data from their database. The data flows into...

Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...

Practice question for Google Cloud exam. You are implementing several batch jobs that must be executed on a schedule. These jobs have many in...

Practice question for Google Cloud exam. Your weather app queries a database every 15 minutes to get the current temperature. The frontend is...

Practice question for Google Cloud exam. You need to store and analyze social media postings in Google BigQuery at a rate of 10,000 messages ...

Practice question for Google Cloud exam. Your company is currently setting up data pipelines for their campaign. For all the Google Cloud Pub...

Practice question for Google Cloud exam. Your company's customer and order databases are often under heavy load. This makes performing analyt...

Practice question for Google Cloud exam. You are creating a model to predict housing prices. Due to budget constraints, you must run it on a ...

Practice question for Google Cloud exam. You are monitoring your organization’s data lake hosted on BigQuery. The ingestion pipelines read da...

Practice question for Google Cloud exam. Your business users need a way to clean and prepare data before using the data for analysis. Your bu...

Practice question for Google Cloud exam. You need to choose a database to store time series CPU and memory usage for millions of computers. Y...

Practice question for Google Cloud exam. Flowlogistic Case Study -Company Overview -Flowlogistic is a leading logistics and supply chain prov...

Practice question for Google Cloud exam. Your analytics team wants to build a simple statistical model to determine which customers are most ...

Practice question for Google Cloud exam. You are implementing security best practices on your data pipeline. Currently, you are manually exec...

Practice question for Google Cloud exam. You are migrating your data warehouse to BigQuery. You have migrated all of your data into tables in...

Practice question for Google Cloud exam. You are using Workflows to call an API that returns a 1KB JSON response, apply some complex business...

Practice question for Google Cloud exam. You are designing storage for 20 TB of text files as part of deploying a data pipeline on Google Clo...

Practice question for Google Cloud exam. You decided to use Cloud Datastore to ingest vehicle telemetry data in real time. You want to build ...

Practice question for Google Cloud exam. You are deploying 10,000 new Internet of Things devices to collect temperature data in your warehous...

Practice question for Google Cloud exam. You have a requirement to insert minute-resolution data from 50,000 sensors into a BigQuery table. Y...

Practice question for Google Cloud exam. You are building a model to predict whether or not it will rain on a given day. You have thousands o...

Practice question for Google Cloud exam. You work for a large fast food restaurant chain with over 400,000 employees. You store employee info...

Practice question for Google Cloud exam. You need to create a data pipeline that copies time-series transaction data so that it can be querie...

Practice question for Google Cloud exam. You want to build a managed Hadoop system as your data lake. The data transformation process is comp...

Practice question for Google Cloud exam. You want to archive data in Cloud Storage. Because some data is very sensitive, you want to use the ...

Practice question for Google Cloud exam. You are designing the database schema for a machine learning-based food ordering service that will p...

Practice question for Google Cloud exam. You are designing storage for very large text files for a data pipeline on Google Cloud. You want to...

Practice question for Google Cloud exam. You are running a pipeline in Dataflow that receives messages from a Pub/Sub topic and writes the re...

Practice question for Google Cloud exam. You have some data, which is shown in the graphic below. The two dimensions are X and Y, and the sha...

Practice question for Google Cloud exam. Your company is streaming real-time sensor data from their factory floor into Bigtable and they have...

Practice question for Google Cloud exam. You receive data files in CSV format monthly from a third party. You need to cleanse this data, but ...

Practice question for Google Cloud exam. You work for a shipping company that has distribution centers where packages move on delivery lines ...

Practice question for Google Cloud exam. You plan to deploy Cloud SQL using MySQL. You need to ensure high availability in the event of a zon...

Practice question for Google Cloud exam. dataset.inventory_vm sample records:You have an inventory of VM data stored in the BigQuery table. Y...

Practice question for Google Cloud exam. You've migrated a Hadoop job from an on-prem cluster to dataproc and GCS. Your Spark job is a compli...

Practice question for Google Cloud exam. Your software uses a simple JSON format for all messages. These messages are published to Google Clo...

Practice question for Google Cloud exam. You are architecting a data transformation solution for BigQuery. Your developers are proficient wit...

Practice question for Google Cloud exam. You have a streaming pipeline that ingests data from Pub/Sub in production. You need to update this ...

Practice question for Google Cloud exam. You are configuring networking for a Dataflow job. The data pipeline uses custom container images wi...

Practice question for Google Cloud exam. You are designing a data mesh on Google Cloud by using Dataplex to manage data in BigQuery and Cloud...

Practice question for Google Cloud exam. You have data located in BigQuery that is used to generate reports for your company. You have notice...

Practice question for Google Cloud exam. You are designing a data warehouse in BigQuery to analyze sales data for a telecommunication service...

Practice question for Google Cloud exam. You have two projects where you run BigQuery jobs:• One project runs production jobs that have stric...

Practice question for Google Cloud exam. Your startup has never implemented a formal security policy. Currently, everyone in the company has ...

Practice question for Google Cloud exam. You need to modernize your existing on-premises data strategy. Your organization currently uses:• Ap...

Practice question for Google Cloud exam. You migrated a data backend for an application that serves 10 PB of historical product data for anal...

Practice question for Google Cloud exam. You are running your BigQuery project in the on-demand billing model and are executing a change data...

Practice question for Google Cloud exam. Your organization uses a multi-cloud data storage strategy, storing data in Cloud Storage, and data ...

Practice question for Google Cloud exam. You are deploying a MySQL database workload onto Cloud SQL. The database must be able to scale up to...

Practice question for Google Cloud exam. You have an upstream process that writes data to Cloud Storage. This data is then read by an Apache ...

Practice question for Google Cloud exam. The data analyst team at your company uses BigQuery for ad-hoc queries and scheduled SQL pipelines i...

Practice question for Google Cloud exam. You are designing a messaging system by using Pub/Sub to process clickstream data with an event-driv...

Practice question for Google Cloud exam. Your organization's data assets are stored in BigQuery, Pub/Sub, and a PostgreSQL instance running o...

Practice question for Google Cloud exam. You are managing a Dataplex environment with raw and curated zones. A data engineering team is uploa...

Practice question for Google Cloud exam. You work for a farming company. You have one BigQuery table named sensors, which is about 500 MB and...

Practice question for Google Cloud exam. Your infrastructure team has set up an interconnect link between Google Cloud and the on-premises ne...

Practice question for Google Cloud exam. You work for a car manufacturer and have set up a data pipeline using Google Cloud Pub/Sub to captur...

Practice question for Google Cloud exam. Your organization is modernizing their IT services and migrating to Google Cloud. You need to organi...

Practice question for Google Cloud exam. You need to deploy additional dependencies to all nodes of a Cloud Dataproc cluster at startup using...

Practice question for Google Cloud exam. You are designing an Apache Beam pipeline to enrich data from Cloud Pub/Sub with static reference da...

Practice question for Google Cloud exam. Your company is migrating their 30-node Apache Hadoop cluster to the cloud. They want to re-use Hado...

Practice question for Google Cloud exam. You have Google Cloud Dataflow streaming pipeline running with a Google Cloud Pub/Sub subscription a...

Practice question for Google Cloud exam. You are building a model to make clothing recommendations. You know a user's fashion preference is l...

Practice question for Google Cloud exam. You are administering a BigQuery on-demand environment. Your business intelligence tool is submittin...

Practice question for Google Cloud exam. A data scientist has created a BigQuery ML model and asks you to create an ML pipeline to serve pred...

Practice question for Google Cloud exam. You want to analyze hundreds of thousands of social media posts daily at the lowest cost and with th...

Practice question for Google Cloud exam. Your company's data platform ingests CSV file dumps of booking and user profile data from upstream s...

Practice question for Google Cloud exam. Your company uses a proprietary system to send inventory data every 6 hours to a data ingestion serv...

Practice question for Google Cloud exam. After migrating ETL jobs to run on BigQuery, you need to verify that the output of the migrated jobs...

Practice question for Google Cloud exam. You have a query that filters a BigQuery table using a WHERE clause on timestamp and ID columns. By ...

Practice question for Google Cloud exam. Your company's on-premises Apache Hadoop servers are approaching end-of-life, and IT has decided to ...

Practice question for Google Cloud exam. Your team is building a data lake platform on Google Cloud. As a part of the data foundation design,...

Practice question for Google Cloud exam. You are a retailer that wants to integrate your online sales capabilities with different in-home ass...

Practice question for Google Cloud exam. You have a data pipeline that writes data to Cloud Bigtable using well-designed row keys. You want t...

Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...

Practice question for Google Cloud exam. Your company has recently grown rapidly and now ingesting data at a significantly higher rate than i...

Practice question for Google Cloud exam. You are building new real-time data warehouse for your company and will use Google BigQuery streamin...

Practice question for Google Cloud exam. Your globally distributed auction application allows users to bid on items. Occasionally, users plac...

Practice question for Google Cloud exam. Your company handles data processing for a number of different clients. Each client prefers to use t...

Practice question for Google Cloud exam. You work for an airline and you need to store weather data in a BigQuery table. Weather data will be...

Practice question for Google Cloud exam. You are choosing a NoSQL database to handle telemetry data submitted from millions of Internet-of-Th...

Practice question for Google Cloud exam. The marketing team at your organization provides regular updates of a segment of your customer datas...

Practice question for Google Cloud exam. Your company is running their first dynamic campaign, serving different offers by analyzing real-tim...

Practice question for Google Cloud exam. You are preparing an organization-wide dataset. You need to preprocess customer data stored in a res...

Practice question for Google Cloud exam. You want to use Google Stackdriver Logging to monitor Google BigQuery usage. You need an instant not...

Practice question for Google Cloud exam. Flowlogistic Case Study -Company Overview -Flowlogistic is a leading logistics and supply chain prov...

Practice question for Google Cloud exam. You launched a new gaming app almost three years ago. You have been uploading log files from the pre...

Practice question for Google Cloud exam. Flowlogistic Case Study -Company Overview -Flowlogistic is a leading logistics and supply chain prov...

Practice question for Google Cloud exam. Your company produces 20,000 files every hour. Each data file is formatted as a comma separated valu...

Practice question for Google Cloud exam. You are using Google BigQuery as your data warehouse. Your users report that the following simple qu...

Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...

Practice question for Google Cloud exam. You architect a system to analyze seismic data. Your extract, transform, and load (ETL) process runs...

Practice question for Google Cloud exam. You are integrating one of your internal IT applications and Google BigQuery, so users can query Big...

Practice question for Google Cloud exam. Your company receives both batch- and stream-based event data. You want to process the data using Go...

Practice question for Google Cloud exam. You set up a streaming data insert into a Redis cluster via a Kafka cluster. Both clusters are runni...

Practice question for Google Cloud exam. You are developing an application that uses a recommendation engine on Google Cloud. Your solution s...

Practice question for Google Cloud exam. Your company is loading comma-separated values (CSV) files into Google BigQuery. The data is fully i...

Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...

Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...

Practice question for Google Cloud exam. You work for a manufacturing plant that batches application log files together into a single log fil...

Practice question for Google Cloud exam. You are designing storage for two relational tables that are part of a 10-TB database on Google Clou...

Practice question for Google Cloud exam. You need to copy millions of sensitive patient records from a relational database to BigQuery. The t...

Practice question for Google Cloud exam. You need to choose a database for a new project that has the following requirements:✑ Fully managed✑...

Practice question for Google Cloud exam. You work for a mid-sized enterprise that needs to move its operational system transaction data from ...

Practice question for Google Cloud exam. You work for a global shipping company. You want to train a model on 40 TB of data to predict which ...

Practice question for Google Cloud exam. You operate an IoT pipeline built around Apache Kafka that normally receives around 5000 messages pe...

Practice question for Google Cloud exam. You want to migrate an on-premises Hadoop system to Cloud Dataproc. Hive is the primary tool in use,...

Practice question for Google Cloud exam. Data Analysts in your company have the Cloud IAM Owner role assigned to them in their projects to al...

Practice question for Google Cloud exam. You need to move 2 PB of historical data from an on-premises storage appliance to Cloud Storage with...

Practice question for Google Cloud exam. As your organization expands its usage of GCP, many teams have started to create their own projects....

Practice question for Google Cloud exam. You are building a new application that you need to collect data from in a scalable way. Data arrive...

Practice question for Google Cloud exam. You work for a manufacturing company that sources up to 750 different components, each from a differ...

Practice question for Google Cloud exam. You are working on a niche product in the image recognition domain. Your team has developed a model ...

Practice question for Google Cloud exam. You work on a regression problem in a natural language processing domain, and you have 100M labeled ...

Practice question for Google Cloud exam. You operate a database that stores stock trades and an application that retrieves average stock pric...

Practice question for Google Cloud exam. You have historical data covering the last three years in BigQuery and a data pipeline that delivers...

Practice question for Google Cloud exam. You operate a logistics company, and you want to improve event delivery reliability for vehicle-base...

Practice question for Google Cloud exam. You are creating a new pipeline in Google Cloud to stream IoT data from Cloud Pub/Sub through Cloud ...

Practice question for Google Cloud exam. Your company needs to upload their historic data to Cloud Storage. The security rules don't allow ac...

Practice question for Google Cloud exam. You work for a bank. You have a labelled dataset that contains information on already granted loan a...

Practice question for Google Cloud exam. You need to migrate a 2TB relational database to Google Cloud Platform. You do not have the resource...

Practice question for Google Cloud exam. You are deploying MariaDB SQL databases on GCE VM Instances and need to configure monitoring and ale...

Practice question for Google Cloud exam. Flowlogistic Case Study -Company Overview -Flowlogistic is a leading logistics and supply chain prov...

Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...

Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...

Practice question for Google Cloud exam. You need to load a dataset with multiple terabytes of clickstream data into BigQuery. The data arriv...

Practice question for Google Cloud exam. You're training a model to predict housing prices based on an available dataset with real estate pro...

Practice question for Google Cloud exam. Your neural network model is taking days to train. You want to increase the training speed. What can...

Practice question for Google Cloud exam. Your company is performing data preprocessing for a learning algorithm in Google Cloud Dataflow. Num...

Practice question for Google Cloud exam. Your company built a TensorFlow neutral-network model with a large number of neurons and layers. The...

Practice question for Google Cloud exam. You use a dataset in BigQuery for analysis. You want to provide third-party companies with access to...

Practice question for Google Cloud exam. You need to set access to BigQuery for different departments within your company. Your solution shou...

Practice question for Google Cloud exam. You have data pipelines running on BigQuery, Dataflow, and Dataproc. You need to perform health chec...

Practice question for Google Cloud exam. You are working on a linear regression model on BigQuery ML to predict a customer's likelihood of pu...

Practice question for Google Cloud exam. Your company currently runs a large on-premises cluster using Spark, Hive, and HDFS in a colocation ...

Practice question for Google Cloud exam. You work for a financial institution that lets customers register online. As new customers register,...

Practice question for Google Cloud exam. Your company is implementing a data warehouse using BigQuery, and you have been tasked with designin...

Practice question for Google Cloud exam. You are planning to migrate your current on-premises Apache Hadoop deployment to the cloud. You need...

Practice question for Google Cloud exam. You have developed three data processing jobs. One executes a Cloud Dataflow pipeline that transform...

Practice question for Google Cloud exam. Your company maintains a hybrid deployment with GCP, where analytics are performed on your anonymize...

Practice question for Google Cloud exam. You have an Apache Kafka cluster on-prem with topics containing web application logs. You need to re...

Practice question for Google Cloud exam. You need to create a near real-time inventory dashboard that reads the main inventory tables in your...

Practice question for Google Cloud exam. You are developing an application on Google Cloud that will automatically generate subject labels fo...

Practice question for Google Cloud exam. Your United States-based company has created an application for assessing and responding to user act...

Practice question for Google Cloud exam. You currently have a single on-premises Kafka cluster in a data center in the us-east region that is...

Practice question for Google Cloud exam. You used Dataprep to create a recipe on a sample of data in a BigQuery table. You want to reuse this...

Practice question for Google Cloud exam. You are operating a Cloud Dataflow streaming pipeline. The pipeline aggregates events from a Cloud P...

Practice question for Google Cloud exam. You are building an application to share financial market data with consumers, who will receive data...

Practice question for Google Cloud exam. You are designing a pipeline that publishes application events to a Pub/Sub topic. Although message ...

Practice question for Google Cloud exam. Your team is working on a binary classification problem. You have trained a support vector machine (...

Practice question for Google Cloud exam. You use BigQuery as your centralized analytics platform. New data is loaded every day, and an ETL pi...

Practice question for Google Cloud exam. You have uploaded 5 years of log data to Cloud Storage. A user reported that some data points in the...

Practice question for Google Cloud exam. Your organization stores highly personal data in BigQuery and needs to comply with strict data priva...

Practice question for Google Cloud exam. You are analyzing the price of a company's stock. Every 5 seconds, you need to compute a moving aver...

Practice question for Google Cloud exam. Your financial services company is moving to cloud technology and wants to store 50 TB of financial ...

Practice question for Google Cloud exam. An online brokerage company requires a high volume trade processing architecture. You need to create...

Practice question for Google Cloud exam. You are migrating an application that tracks library books and information about each book, such as ...

Practice question for Google Cloud exam. You want to automate execution of a multi-step data pipeline running on Google Cloud. The pipeline i...

Practice question for Google Cloud exam. You are building a real-time prediction engine that streams files, which may contain PII (personal i...

Practice question for Google Cloud exam. You are implementing a chatbot to help an online retailer streamline their customer service. The cha...

Practice question for Google Cloud exam. You issue a new batch job to Dataflow. The job starts successfully, processes a few elements, and th...

Practice question for Google Cloud exam. You are migrating your data warehouse to Google Cloud and decommissioning your on-premises data cent...

Practice question for Google Cloud exam. You need to migrate 1 PB of data from an on-premises data center to Google Cloud. Data transfer time...

Practice question for Google Cloud exam. You are testing a Dataflow pipeline to ingest and transform text files. The files are compressed gzi...

Practice question for Google Cloud exam. Your startup has a web application that currently serves customers out of a single region in Asia. Y...

Practice question for Google Cloud exam. You want to rebuild your batch pipeline for structured data on Google Cloud. You are using PySpark t...

Practice question for Google Cloud exam. You are loading CSV files from Cloud Storage to BigQuery. The files have known data quality issues, ...

Practice question for Google Cloud exam. You are developing a new deep learning model that predicts a customer's likelihood to buy on your ec...

Practice question for Google Cloud exam. Your new customer has requested daily reports that show their net consumption of Google Cloud comput...

Practice question for Google Cloud exam. You work for a large real estate firm and are preparing 6 TB of home sales data to be used for machi...

Practice question for Google Cloud exam. You are updating the code for a subscriber to a Pub/Sub feed. You are concerned that upon deployment...

Practice question for Google Cloud exam. You have a petabyte of analytics data and need to design a storage and processing platform for it. Y...

Practice question for Google Cloud exam. The Development and External teams have the project viewer Identity and Access Management (IAM) role...

Practice question for Google Cloud exam. You are using Bigtable to persist and serve stock market data for each of the major indices. To serv...

Practice question for Google Cloud exam. Flowlogistic Case Study -Company Overview -Flowlogistic is a leading logistics and supply chain prov...

Practice question for Google Cloud exam. You are building a report-only data warehouse where the data is streamed into BigQuery via the strea...

Practice question for Google Cloud exam. You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The...

Practice question for Google Cloud exam. You work for a large bank that operates in locations throughout North America. You are setting up a ...

Practice question for Google Cloud exam. Government regulations in your industry mandate that you have to maintain an auditable record of acc...

Practice question for Google Cloud exam. Your company wants to be able to retrieve large result sets of medical information from your current...

Practice question for Google Cloud exam. An aerospace company uses a proprietary data format to store its flight data. You need to connect th...

Practice question for Google Cloud exam. You are using BigQuery and Data Studio to design a customer-facing dashboard that displays large qua...

Practice question for Google Cloud exam. You are designing a system that requires an ACID-compliant database. You must ensure that the system...

Practice question for Google Cloud exam. You have 15 TB of data in your on-premises data center that you want to transfer to Google Cloud. Yo...

Practice question for Google Cloud exam. Government regulations in the banking industry mandate the protection of clients' personally identif...

Practice question for Google Cloud exam. You need to migrate a Redis database from an on-premises data center to a Memorystore for Redis inst...

Practice question for Google Cloud exam. You have several Spark jobs that run on a Cloud Dataproc cluster on a schedule. Some of the jobs run...

Practice question for Google Cloud exam. You have a data pipeline with a Dataflow job that aggregates and writes time series metrics to Bigta...

Practice question for Google Cloud exam. Your platform on your on-premises environment generates 100 GB of data daily, composed of millions o...

Practice question for Google Cloud exam. Your company is in the process of migrating its on-premises data warehousing solutions to BigQuery. ...

Practice question for Google Cloud exam. You are building a new data pipeline to share data between two different types of applications: jobs...

Practice question for Google Cloud exam. You create an important report for your large team in Google Data Studio 360. The report uses Google...

Practice question for Google Cloud exam. Your company is using WILDCARD tables to query data across multiple tables with similar names. The S...

Practice question for Google Cloud exam. You are operating a streaming Cloud Dataflow pipeline. Your engineers have a new version of the pipe...

Practice question for Google Cloud exam. You work for an advertising company, and you've developed a Spark ML model to predict click-through ...

Practice question for Google Cloud exam. You are designing a basket abandonment system for an ecommerce company. The system will send a messa...

Practice question for Google Cloud exam. An organization maintains a Google BigQuery dataset that contains tables with user-level data. They ...

Practice question for Google Cloud exam. You are migrating a table to BigQuery and are deciding on the data model. Your table stores informat...

Practice question for Google Cloud exam. Your team is responsible for developing and maintaining ETLs in your company. One of your Dataflow j...

Practice question for Google Cloud exam. You're using Bigtable for a real-time application, and you have a heavy load that is a mix of read a...

Practice question for Google Cloud exam. You have a data stored in BigQuery. The data in the BigQuery dataset must be highly available. You n...

Practice question for Google Cloud exam. You are deploying a new storage system for your mobile application, which is a media streaming servi...

Practice question for Google Cloud exam. You need to give new website users a globally unique identifier (GUID) using a service that takes in...

Practice question for Google Cloud exam. You are implementing workflow pipeline scheduling using open source-based tools and Google Kubernete...

Practice question for Google Cloud exam. You have Cloud Functions written in Node.js that pull messages from Cloud Pub/Sub and send the data ...

Practice question for Google Cloud exam. You work for a shipping company that uses handheld scanners to read shipping labels. Your company ha...

Practice question for Google Cloud exam. A shipping company has live package-tracking data that is sent to an Apache Kafka stream in real tim...

Practice question for Google Cloud exam. You are managing a Cloud Dataproc cluster. You need to make a job run faster while minimizing costs,...

Practice question for Google Cloud exam. You work for a large financial institution that is planning to use Dialogflow to create a chatbot fo...

Practice question for Google Cloud exam. Your company is selecting a system to centralize data ingestion and delivery. You are considering me...

Practice question for Google Cloud exam. An online retailer has built their current application on Google App Engine. A new initiative at the...

Practice question for Google Cloud exam. You need to create a new transaction table in Cloud Spanner that stores product sales data. You are ...

Practice question for Google Cloud exam. You have enabled the free integration between Firebase Analytics and Google BigQuery. Firebase now a...

Practice question for Google Cloud exam. You are designing a cloud-native historical data processing system to meet the following conditions:...

Practice question for Google Cloud exam. A TensorFlow machine learning model on Compute Engine virtual machines (n2-standard-32) takes two da...

Practice question for Google Cloud exam. Each analytics team in your organization is running BigQuery jobs in their own projects. You want to...

Practice question for Google Cloud exam. You have a data processing application that runs on Google Kubernetes Engine (GKE). Containers need ...

Practice question for Google Cloud exam. You are a head of BI at a large enterprise company with multiple business units that each have diffe...

Practice question for Google Cloud exam. You want to create a machine learning model using BigQuery ML and create an endpoint for hosting the...