{"id":4584,"date":"2020-04-11T11:45:14","date_gmt":"2020-04-11T11:45:14","guid":{"rendered":"https:\/\/www.testpreptraining.com\/tutorial\/?page_id=4584"},"modified":"2021-05-28T06:13:34","modified_gmt":"2021-05-28T06:13:34","slug":"professional-data-engineer-google-cloud","status":"publish","type":"page","link":"https:\/\/www.testpreptraining.ai\/tutorial\/professional-data-engineer-google-cloud\/","title":{"rendered":"Google Professional Data Engineer (GCP)"},"content":{"rendered":"<p>The Professional Data Engineer exam enables data-driven decision making by collecting, transforming, and visualizing data. The sole objective of a Google Cloud Certified &#8211; Professional Data Engineer is to design, build, maintain, and troubleshoot data processing systems with a particular emphasis on the security, reliability, fault-tolerance, scalability, fidelity, and efficiency of the systems.<\/p>\n<h3><strong>Table of Content<\/strong>s<\/h3>\n<p><strong>Cloud Basics<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-computing-google-professional-data-engineer-gcp\/\">Cloud computing<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-computing-models-google-professional-data-engineer-gcp\/\">Cloud-computing models<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/gcp-basics-google-professional-data-engineer-gcp\/\"><strong>GCP Basics<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/gcp-services-google-professional-data-engineer-gcp\/\">GCP Services<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/google-cloud-functions-google-professional-data-engineer-gcp\/\">Google Cloud Functions<\/a><\/li>\n<\/ul>\n<p><strong>Storage Models<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/er-model-google-professional-data-engineer-gcp\/\">ER Model<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/nosql-model-google-professional-data-engineer-gcp\/\">NoSQL Model<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/google-products-and-storage-options-google-professional-data-engineer-gcp\/\">Google Products and Storage Options<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/big-data-architectures-google-professional-data-engineer-gcp\/\">Big Data Architectures<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/capacity-planning-google-professional-data-engineer-gcp\/\">Capacity Planning<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-migration-google-professional-data-engineer-gcp\/\"><strong>Data Migration<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/present-environment-google-professional-data-engineer-gcp\/\">Present Environment<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/workload-google-professional-data-engineer-gcp\/\">Workload<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/types-of-migrations-google-professional-data-engineer-gcp\/\">Types of migrations<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/google-cloud-adoption-framework-google-professional-data-engineer-gcp\/\">Google Cloud Adoption Framework<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/the-migration-process-google-professional-data-engineer-gcp\/\">The migration Process<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-quality-management-google-professional-data-engineer-gcp\/\"><strong>Data Quality Management<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/validate-data-google-professional-data-engineer-gcp\/\">Validate Data<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/quality-metadata-google-professional-data-engineer-gcp\/\">Quality metadata<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/auditing-google-professional-data-engineer-gcp\/\">Auditing<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-lifecycle-google-professional-data-engineer-gcp\/\"><strong>Data Lifecycle<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/ingest-google-professional-data-engineer-gcp\/\">Ingest<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/store-google-professional-data-engineer-gcp\/\">Store<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/process-and-analyze-google-professional-data-engineer-gcp\/\">Process and analyze<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/explore-and-visualize-google-professional-data-engineer-gcp\/\">Explore and visualize<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/orchestration-google-professional-data-engineer-gcp\/\">Orchestration<\/a><\/li>\n<\/ul>\n<p><strong>Schema Design<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/what-is-schema-design-google-professional-data-engineer-gcp\/\">What is Schema Design<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/relational-schema-design-google-professional-data-engineer-gcp\/\">Relational Schema Design<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/non-relational-schema-design-in-cloud-bigtable-google-professional-data-engineer-gcp\/\">Non-relational Schema Design in Cloud Bigtable<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/table-design-google-professional-data-engineer-gcp\/\">Table design<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-sql-google-professional-data-engineer-gcp\/\"><strong>Cloud SQL<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-sql-features-google-professional-data-engineer-gcp\/\">Cloud SQL Features<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/importing-data-google-professional-data-engineer-gcp\/\">Importing Data<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/exporting-data-google-professional-data-engineer-gcp\/\">Exporting Data<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloudsql-instance-settings-google-professional-data-engineer-gcp\/\">CloudSQL Instance settings<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/datastore-google-professional-data-engineer-gcp\/\"><strong>Datastore<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/datastore-overview-google-professional-data-engineer-gcp\/\">Datastore Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-organization-google-professional-data-engineer-gcp\/\">Data Organization<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/queries-google-professional-data-engineer-gcp\/\">Queries<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/indexing-google-professional-data-engineer-gcp\/\">Indexing<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-consistency-google-professional-data-engineer-gcp\/\">Data Consistency<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/bigtable-google-professional-data-engineer-gcp\/\"><strong>Bigtable<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/bigtable-overview-google-professional-data-engineer-gcp\/\">Bigtable Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-bigtable-architecture-google-professional-data-engineer-gcp\/\">Cloud Bigtable architecture<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-organization-google-professional-data-engineer-gcp-2\/\">Data Organization<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/load-balancing-google-professional-data-engineer-gcp\/\">Load balancing<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/columns-google-professional-data-engineer-gcp\/\">Columns<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/supported-data-types-google-professional-data-engineer-gcp\/\">Supported data types<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/empty-cells-google-professional-data-engineer-gcp\/\">Empty cells<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/column-qualifiers-google-professional-data-engineer-gcp\/\">Column qualifiers<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/compactions-google-professional-data-engineer-gcp\/\">Compactions<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/mutations-and-deletions-google-professional-data-engineer-gcp\/\">Mutations and deletions<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-compression-google-professional-data-engineer-gcp\/\">Data compression<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-durability-google-professional-data-engineer-gcp\/\">Data durability<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/security-google-professional-data-engineer-gcp\/\">Security<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/instance-configuration-google-professional-data-engineer-gcp\/\">Instance Configuration<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/storage-types-google-professional-data-engineer-gcp\/\">Storage types<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/data-management-google-professional-data-engineer-gcp\/\">Data Management<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cbt-tool-google-professional-data-engineer-gcp\/\">cbt tool<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/best-practices-google-professional-data-engineer-gcp\/\">Best Practices<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-spanner-google-professional-data-engineer-gcp\/\"><strong>Cloud Spanner<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-spanner-overview-google-professional-data-engineer-gcp\/\">Cloud Spanner Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/schema-and-data-model-google-professional-data-engineer-gcp\/\">Schema and data model<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-spanner-instances-google-professional-data-engineer-gcp\/\">Cloud Spanner Instances<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-pub-sub-google-professional-data-engineer-gcp\/\"><strong>Cloud Pub\/Sub<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-pub-sub-overview-google-professional-data-engineer-gcp\/\">Cloud Pub\/Sub Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/monitoring-google-professional-data-engineer-gcp\/\">Monitoring<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-dataflow-google-professional-data-engineer-gcp\/\"><strong>Cloud Dataflow<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-dataflow-overview-google-professional-data-engineer-gcp\/\">Cloud Dataflow Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/key-concepts-google-professional-data-engineer-gcp\/\">Key Concepts<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/pipeline-design-google-professional-data-engineer-gcp\/\">Pipeline Design<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/pipeline-lifecycle-creation-and-transform-google-professional-data-engineer-gcp\/\">Pipeline Lifecycle, creation and Transform<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-dataflow-templates-google-professional-data-engineer-gcp\/\">Cloud Dataflow templates<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/streaming-pipeline-google-professional-data-engineer-gcp\/\">Streaming Pipeline<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/best-practices-streaming-google-professional-data-engineer-gcp\/\">Best Practices<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/dataproc-google-professional-data-engineer-gcp\/\"><strong>Dataproc<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/dataproc-overview-google-professional-data-engineer-gcp\/\">Dataproc Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/configure-dataproc-cluster-and-submit-job-google-professional-data-engineer-gcp\/\">Configure Dataproc Cluster and Submit Job<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/migration-to-google-cloud-google-professional-data-engineer-gcp\/\">Migrating to Google Cloud<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/best-practices-dataproc-google-professional-data-engineer-gcp\/\">Best Practices<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/bigquery-google-professional-data-engineer-gcp\/\"><strong>BigQuery<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/bigquery-overview-google-professional-data-engineer-gcp\/\">BigQuery Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/interacting-with-bigquery-google-professional-data-engineer-gcp\/\">Interacting with BigQuery<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/loading-data-google-professional-data-engineer-gcp\/\">Loading Data<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/exporting-data-google-professional-data-engineer-gcp-2\/\">Exporting Data<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/optimize-for-performance-and-cost-google-professional-data-engineer-gcp\/\">Optimize for Performance and Cost<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/queries-google-professional-data-engineer-gcp-2\/\">Queries<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/bigquery-logging-and-monitoring-google-professional-data-engineer-gcp\/\">BigQuery Logging and Monitoring<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/bigquery-best-practices-google-professional-data-engineer-gcp\/\">BigQuery Best Practices<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/google-stackdriver-google-professional-data-engineer-gcp\/\"><strong>Google Stackdriver<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/monitoring-google-professional-data-engineer-gcp-2\/\">Monitoring<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/logging-google-professional-data-engineer-gcp\/\">Logging<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/error-reporting-google-professional-data-engineer-gcp\/\">Error Reporting<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/debugging-google-professional-data-engineer-gcp\/\">Debugging<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/tracing-google-professional-data-engineer-gcp\/\">Tracing<\/a><\/li>\n<\/ul>\n<p><strong>Machine Learning<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/what-is-machine-learning-google-professional-data-engineer-gcp\/\">What is Machine Learning?<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/inductive-learning-google-professional-data-engineer-gcp\/\">Inductive Learning<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/machine-learning-algorithms-google-professional-data-engineer-gcp\/\">Machine Learning Algorithms<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/neural-networks-google-professional-data-engineer-gcp\/\">Neural Networks<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/google-ai-platform-formerly-cloud-ml-engine-google-professional-data-engineer-gcp\/\"><strong>Google AI Platform (Formerly Cloud ML Engine)<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/ai-platform-overview-google-professional-data-engineer-gcp\/\">AI Platform Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/ai-platform-training-google-professional-data-engineer-gcp\/\">AI Platform Training<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/ai-platform-pipelines-google-professional-data-engineer-gcp\/\">AI Platform Pipelines<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/pre-trained-machine-learning-apis-google-professional-data-engineer-gcp\/\"><strong>Pre-trained Machine Learning API&#8217;s<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/pre-trained-ml-apis-google-professional-data-engineer-gcp\/\">Pre-trained ML API&#8217;s<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-vision-product-search-google-professional-data-engineer-gcp\/\">Cloud Vision Product Search<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/vision-api-google-professional-data-engineer-gcp\/\">Vision API<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/nl-api-google-professional-data-engineer-gcp\/\">NL API<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/datalab-google-professional-data-engineer-gcp\/\"><strong>Datalab<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/datalab-overview-google-professional-data-engineer-gcp\/\">Datalab Overview<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/running-datalab-google-professional-data-engineer-gcp\/\">Running Datalab<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/dataprep-google-professional-data-engineer-gcp\/\"><strong>Dataprep<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/dataprep-overview-google-professional-data-engineer-gcp\/\">Dataprep Overview<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/datastudio-google-professional-data-engineer-gcp\/\"><strong>DataStudio<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/datastudio-basics-google-professional-data-engineer-gcp\/\">DataStudio Basics<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/steps-to-use-the-tool-google-professional-data-engineer-gcp\/\">Steps to use the tool<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-composer-google-professional-data-engineer-gcp\/\"><strong>Cloud Composer<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-composer-overview-google-professional-data-engineer-gcp\/\">Cloud Composer Overview<\/a><\/li>\n<\/ul>\n<p><strong>Security and Compliance<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/google-security-culture-google-professional-data-engineer-gcp\/\">Google Security Culture<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/operational-security-google-professional-data-engineer-gcp\/\">Operational Security<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/technology-with-security-at-its-core-google-professional-data-engineer-gcp\/\">Technology with Security at Its Core<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/independent-third-party-certifications-google-professional-data-engineer-gcp\/\">Independent Third-Party Certifications<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/regulatory-compliance-google-professional-data-engineer-gcp\/\">Regulatory compliance<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/general-data-protection-regulation-gdpr-google-professional-data-engineer-gcp\/\">General Data Protection Regulation (GDPR)<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/the-health-insurance-portability-and-accountability-act-of-1996-hipaa-google-professional-data-engineer-gcp\/\">The Health Insurance Portability and Accountability Act of 1996 (HIPAA)<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-data-loss-prevention-dlp-google-professional-data-engineer-gcp\/\">Cloud Data Loss Prevention (DLP)<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/encryption-basics-google-professional-data-engineer-gcp\/\">Encryption Basics<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-key-management-service-google-professional-data-engineer-gcp\/\">Cloud Key Management Service<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-iam-google-professional-data-engineer-gcp\/\"><strong>Cloud IAM<\/strong><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/access-management-google-professional-data-engineer-gcp\/\">Access management<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-iam-policy-google-professional-data-engineer-gcp\/\">Cloud IAM policy<\/a><\/li>\n<li><a href=\"https:\/\/www.testpreptraining.ai\/tutorial\/cloud-iam-working-google-professional-data-engineer-gcp\/\">Cloud IAM working<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>The Professional Data Engineer exam enables data-driven decision making by collecting, transforming, and visualizing data. The sole objective of a Google Cloud Certified &#8211; Professional Data Engineer is to design, build, maintain, and troubleshoot data processing systems with a particular emphasis on the security, reliability, fault-tolerance, scalability, fidelity, and efficiency of the systems. Table of&#8230;<\/p>\n","protected":false},"author":1,"featured_media":4593,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"categories":[5720,617],"tags":[619,620,622,618,4,621],"class_list":["post-4584","page","type-page","status-publish","has-post-thumbnail","hentry","category-database","category-google-gcp","tag-data-engineer","tag-gcp-data","tag-google-certification","tag-google-cloud","tag-m4f","tag-professional-data-engineer"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Google Professional Data Engineer (GCP) - Testprep Training Tutorials<\/title>\n<meta name=\"description\" content=\"Google Professional Data Engineer (GCP) certification free tutorials, free dumps, free practice tests, free PDF\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.testpreptraining.ai\/tutorial\/professional-data-engineer-google-cloud\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Google Professional Data Engineer (GCP) - 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