
{"id":26090,"date":"2025-10-03T03:59:32","date_gmt":"2025-10-03T03:59:32","guid":{"rendered":"https:\/\/stage.cloudthat.com\/training\/?post_type=stm-courses&#038;p=26090"},"modified":"2025-10-03T04:01:59","modified_gmt":"2025-10-03T04:01:59","slug":"building-resilient-streaming-analytics-systems-on-google-cloud","status":"publish","type":"stm-courses","link":"https:\/\/stage.cloudthat.com\/training\/google-cloud-certification\/building-resilient-streaming-analytics-systems-on-google-cloud-2","title":{"rendered":"Building Resilient Streaming Analytics Systems on Google Cloud"},"content":{"rendered":"<p><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\">This course is designed for professionals who need to architect and implement real-time data processing and analytics solutions on Google Cloud. It covers essential services like <\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\">Pub\/Sub<\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\"> for messaging, <\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\">Dataflow<\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\"> for streaming pipelines, and high-throughput features of <\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW52901963 BCX8\">BigQuery<\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\"> and <\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\">Bigtable<\/span><\/span><span class=\"TextRun SCXW52901963 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52901963 BCX8\">. Learners will gain practical experience in building resilient and scalable streaming systems that can handle large volumes of data.<\/span><\/span><span class=\"EOP SCXW52901963 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This course is designed for professionals who need to architect and implement real-time data processing and analytics solutions on Google Cloud. It covers essential services like Pub\/Sub for messaging, Dataflow for streaming pipelines, and high-throughput features of BigQuery and Bigtable. Learners will gain practical experience in building resilient and scalable streaming systems that can handle [&hellip;]<\/p>\n","protected":false},"author":5091,"featured_media":0,"template":"","meta":{"footnotes":""},"stm_lms_course_taxonomy":[58],"metadata":{"stm_lms_product_id":["26091"],"_edit_lock":["1759464088:5091"],"_edit_last":["5091"],"permalink_customizer":["google-cloud-certification\/building-resilient-streaming-analytics-systems-on-google-cloud-2"],"permalink_customizer_regenerate_status":["1"],"popular_course":["0"],"_popular_course":["field_64253688bc2e5"],"course_banner_image":[""],"_course_banner_image":["field_63c69a6b81cf1"],"mobile_banner_image":[""],"_mobile_banner_image":["field_63cf93896d207"],"banner_link":[""],"_banner_link":["field_63c69a9681cf2"],"banner_image":[""],"_banner_image":["field_621873548f922"],"banner_description":["Learn to design, build, and optimize robust streaming data pipelines and analytics systems on Google Cloud. "],"_banner_description":["field_612c733ed3564"],"overview_section_heading":["Course Overview:"],"_overview_section_heading":["field_64538867ffdd0"],"after_completing_course_heading":["After completing this course, participants will be able to: "],"_after_completing_course_heading":["field_645c78ade3f50"],"after_completing_course":["6"],"_after_completing_course":["field_6103aae828228"],"key_features_heading":["Key Features:"],"_key_features_heading":["field_645388ceffdd1"],"key_features":["5"],"_key_features":["field_6103aaff28229"],"who_should_attend_heading":["Who should Attend?"],"_who_should_attend_heading":["field_645388faffdd2"],"who_should_attend":["3"],"_who_should_attend":["field_6103ab0d2822a"],"prerequisites_heading":["Prerequisites:"],"_prerequisites_heading":["field_64538a51ffdd3"],"prerequisites_text":["To get the most out of this course, it is recommended that participants have:\r\n<Li>A basic understanding of data types, data analysis concepts, and foundational knowledge of the Google Cloud Platform is recommended.<li\\>"],"_prerequisites_text":["field_612c7498c4b84"],"question_sets_details_heading":[""],"_question_sets_details_heading":["field_65d303841f38d"],"question_sets_details_description":[""],"_question_sets_details_description":["field_65d303841f38e"],"question_sets_details_button_text":[""],"_question_sets_details_button_text":["field_65d303841f38f"],"question_sets_details_question_sets":[""],"_question_sets_details_question_sets":["field_65d303841f390"],"question_sets_details":[""],"_question_sets_details":["field_65d303841f38c"],"category_features_heading":[""],"_category_features_heading":["field_644b8ff35049c"],"category_features_features":[""],"_category_features_features":["field_644b90025049d"],"category_features_cta_text":[""],"_category_features_cta_text":["field_644b90285049f"],"category_features_cta_link":[""],"_category_features_cta_link":["field_644b902d504a0"],"category_features":[""],"_category_features":["field_644b8fe15049b"],"course_features_0_heading":["Why choose CloudThat as your training partner? "],"_course_features_0_heading":["field_644a0fae0e67e"],"course_features_0_features_list":["8"],"_course_features_0_features_list":["field_644a0fb70e67f"],"course_features_0_background_color":["a:1:{i:0;s:4:\"blue\";}"],"_course_features_0_background_color":["field_644a0fde0e681"],"course_features":["2"],"_course_features":["field_644a0fa10e67d"],"certification_heading":["Certification Details: "],"_certification_heading":["field_64538bffffdd5"],"certification":["1"],"_certification":["field_6103ab1a2822b"],"about_trainer":[""],"_about_trainer":["field_6103ab6c2822f"],"course_fee_heading":[""],"_course_fee_heading":["field_64538c1cffdd6"],"course_fee_list":[""],"_course_fee_list":["field_6103abb728234"],"brochure_pdf":[""],"_brochure_pdf":["field_61232e258f89b"],"trainer":[""],"_trainer":["field_6124990e13784"],"course_outline_heading":["Course Outline:"],"_course_outline_heading":["field_64538a8effdd4"],"course_section":["6"],"_course_section":["field_612f4f27b0276"],"note_section":[""],"_note_section":["field_616d3ed46bbd2"],"popular_sort":[""],"_popular_sort":["field_6172496402af3"],"related_courses":[""],"_related_courses":["field_61c453ca6b2dd"],"reviews_heading":[""],"_reviews_heading":["field_64538c39ffdd7"],"review_rating":[""],"_review_rating":["field_62a813a92bee6"],"total_review_count":[""],"_total_review_count":["field_62b002d8d2de5"],"average_review_count":[""],"_average_review_count":["field_62b00367d2de6"],"faq_heading":["FAQs:"],"_faq_heading":["field_64538c59ffdd8"],"educational_schema":[""],"_educational_schema":["field_652fbbf6f589a"],"curriculum":[""],"featured":[""],"views":["36"],"level":["intermediate"],"current_students":["0"],"duration_info":["1 Day"],"video_duration":[""],"status":[""],"status_dates":[""],"not_single_sale":[""],"price":["19900"],"sale_price":[""],"sale_price_dates":[""],"enterprise_price":[""],"not_membership":[""],"affiliate_course":[""],"affiliate_course_text":[""],"affiliate_course_link":[""],"expiration_course":[""],"end_time":[""],"drip_content":[""],"prerequisites":[""],"prerequisite_passing_level":[""],"announcement":[""],"faq":["[{\"question\":\"What is the primary focus of this course? \",\"answer\":\"This course focuses on building robust and resilient streaming analytics systems on Google Cloud, covering the entire pipeline from data ingestion to real-time analysis. \"},{\"question\":\"What is the duration and format of the course? \",\"answer\":\"This is an intensive, 1-day, instructor-led training that combines theory with hands-on labs and demos to ensure an interactive learning experience. \"},{\"question\":\"What kind of hands-on activities are included? \",\"answer\":\"Learners will complete multiple labs, including tasks like publishing data into Pub\/Sub, building streaming pipelines with Dataflow, and optimizing BigQuery queries for performance. \"},{\"question\":\"Will I learn to use multiple Google Cloud services together? \",\"answer\":\"Yes, the course is designed to show how services like Pub\/Sub, Dataflow, BigQuery, and Bigtable work together to create an end-to-end streaming solution. \"},{\"question\":\"What is the role of BigQuery in this course? \",\"answer\":\"The course covers high-throughput streaming features of BigQuery, as well as advanced functionality and performance optimization for real-time analytics. \"},{\"question\":\"How is this course relevant to business use cases? \",\"answer\":\"The course emphasizes real-world applications, helping learners use streaming data to gain instant insights and support real-time, data-driven decision-making. \"},{\"question\":\"Is this course sufficient for advanced topics? \",\"answer\":\"This course provides a strong foundation in streaming analytics. Learners interested in more specialized or advanced topics can pursue follow-up courses. \"},{\"question\":\"Does this course cover dashboards and visualizations? \",\"answer\":\"Yes, one of the labs, \\\"Streaming Analytics and Dashboards,\\\" shows you how to stream data into BigQuery and visualize the results. \"},{\"question\":\"What are the prerequisites to attend this course? \",\"answer\":\"A basic understanding of data concepts and foundational knowledge of the Google Cloud Platform is recommended. \"},{\"question\":\"What is the key takeaway from Module 4? \",\"answer\":\"Module 4 focuses on the high-throughput streaming capabilities of BigQuery and Bigtable, teaching you how to build fast and scalable data systems. \"}]"],"course_files_pack":[""],"course_certificate":[""],"type":[""],"video_type":[""],"presto_player_idx":[""],"lesson_video":[""],"lesson_video_poster":[""],"lesson_video_width":[""],"lesson_shortcode":[""],"lesson_embed_ctx":[""],"lesson_youtube_url":[""],"lesson_stream_url":[""],"lesson_vimeo_url":[""],"lesson_ext_link_url":[""],"duration":[""],"preview":[""],"lesson_excerpt":[""],"lesson_files_pack":[""],"questions":[""],"quiz_style":[""],"duration_measure":[""],"correct_answer":[""],"passing_grade":[""],"re_take_cut":[""],"random_questions":[""],"answers":[""],"question_explanation":[""],"question_view_type":[""],"review_course":[""],"review_user":[""],"review_mark":[""],"order":[""],"absolute":[""],"sticky":[""],"sticky_threshold":[""],"sticky_threshold_color":[""],"stm_agenda":[""],"stm_host":[""],"stm_select_approved_denied":[""],"stm_multiselect_approved":[""],"stm_multiselect_denied":[""],"stm_date":[""],"stm_time":[""],"stm_timezone":[""],"stm_duration":[""],"stm_password":[""],"stm_waiting_room":[""],"stm_join_before_host":[""],"stm_host_join_start":[""],"stm_start_after_participants":[""],"stm_mute_participants":[""],"stm_enforce_login":[""],"stm_alternative_hosts":[""],"author_id":[""],"emails":[""],"wpdocs-meta-bdt":["19900"],"wpdocs-meta-gbp":["659"],"wpdocs-meta-rand":["5399"],"wpdocs-meta-aed":["1699"],"wpdocs-meta-usd":["599"],"offline_price":["25870"],"offline-bdt":[""],"offline-gbp":["1299"],"offline-rand":[""],"offline-aed":["2500"],"offline-usd":["1199"],"_yoast_wpseo_primary_stm_lms_course_taxonomy":["58"],"_yoast_wpseo_content_score":["60"],"_yoast_wpseo_estimated-reading-time-minutes":["1"],"after_completing_course_0_desciption":["Describe the concepts of streaming data and its importance. "],"_after_completing_course_0_desciption":["field_6103ad2f9f5b2"],"after_completing_course_1_desciption":["Utilize Pub\/Sub for serverless messaging. "],"_after_completing_course_1_desciption":["field_6103ad2f9f5b2"],"after_completing_course_2_desciption":["Build streaming data pipelines using Dataflow. "],"_after_completing_course_2_desciption":["field_6103ad2f9f5b2"],"after_completing_course_3_desciption":["Leverage high-throughput streaming features of BigQuery and Bigtable. "],"_after_completing_course_3_desciption":["field_6103ad2f9f5b2"],"after_completing_course_4_desciption":["Optimize BigQuery queries for performance. "],"_after_completing_course_4_desciption":["field_6103ad2f9f5b2"],"after_completing_course_5_desciption":["Understand and apply advanced BigQuery functionality. "],"_after_completing_course_5_desciption":["field_6103ad2f9f5b2"],"key_features_0_lists":["<span class=\"TextRun SCXW113872440 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW113872440 BCX8\">Practical, Hands-On Labs<\/span><\/span><span class=\"TextRun SCXW113872440 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW113872440 BCX8\">: The course includes interactive labs where <\/span><span class=\"NormalTextRun SCXW113872440 BCX8\">you'll<\/span><span class=\"NormalTextRun SCXW113872440 BCX8\"> get hands-on experience with core Google Cloud products.<\/span><\/span>"],"_key_features_0_lists":["field_6103ad559f5b3"],"key_features_1_lists":["<span class=\"TextRun SCXW41844670 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW41844670 BCX8\">End-to-End Streaming Workflow Coverage<\/span><\/span><span class=\"TextRun SCXW41844670 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW41844670 BCX8\">: Learn the full lifecycle of a streaming project, from data ingestion to real-time analytics and dashboarding.<\/span><\/span>"],"_key_features_1_lists":["field_6103ad559f5b3"],"key_features_2_lists":["<span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">Tool-Centric Approach<\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">: Gain practical experience with key services like <\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">Pub\/Sub<\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">, <\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">Dataflow<\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">, <\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW178742733 BCX8\">BigQuery<\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">, and <\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">Bigtable<\/span><\/span><span class=\"TextRun SCXW178742733 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW178742733 BCX8\">.<\/span><\/span>"],"_key_features_2_lists":["field_6103ad559f5b3"],"key_features_3_lists":["<span class=\"TextRun SCXW238702282 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW238702282 BCX8\">Resilience and Performance Focus<\/span><\/span><span class=\"TextRun SCXW238702282 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW238702282 BCX8\">: The curriculum emphasizes building systems that are not only functional but also resilient, high-performing, and scalable.<\/span><\/span>"],"_key_features_3_lists":["field_6103ad559f5b3"],"key_features_4_lists":["<span class=\"TextRun SCXW16989389 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW16989389 BCX8\">Intermediate-Level Curriculum<\/span><\/span><span class=\"TextRun SCXW16989389 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW16989389 BCX8\">: Designed for individuals with some prior understanding of data concepts and an interest in real-time data processing.<\/span><\/span>"],"_key_features_4_lists":["field_6103ad559f5b3"],"who_should_attend_0_attend_lists":["Data Engineers"],"_who_should_attend_0_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_1_attend_lists":["Data Architects"],"_who_should_attend_1_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_2_attend_lists":["Developers who are responsible for designing and implementing streaming data pipelines and real-time analytics on Google Cloud. "],"_who_should_attend_2_attend_lists":["field_6103adfb3f3e4"],"course_features_0_features_list_0_list":["Specialized GCP Focus:\u202fCloudThat specializes in cloud technologies, offering focused and specialized training programs. We are Authorized Trainers for the Google Cloud Platform. This specialization ensures in-depth coverage of GCP services, use cases, best practices, and hands-on experience tailored specifically for GCP. "],"_course_features_0_features_list_0_list":["field_644a0fc80e680"],"course_features_0_features_list_1_list":["Industry-Recognized Trainers:\u202fCloudThat has a strong pool of industry-recognized trainers certified by GCP. These trainers bring real-world experience and practical insights into the training sessions, comprehensively understanding how GCP is applied in different industries and scenarios. "],"_course_features_0_features_list_1_list":["field_644a0fc80e680"],"course_features_0_features_list_2_list":["Hands-On Learning Approach:\u202fCloudThat emphasizes a hands-on learning approach. Learners can access practical labs, real-world projects, and case studies that simulate actual GCP environments. This approach allows learners to apply theoretical knowledge in practical scenarios, enhancing their understanding and skill set. "],"_course_features_0_features_list_2_list":["field_644a0fc80e680"],"course_features_0_features_list_3_list":["Customized Learning Paths:\u202fCloudThat understands that learners have different levels of expertise and varied learning objectives. We offer customized learning paths, catering to beginners, intermediate learners, and professionals seeking advanced GCP skills. "],"_course_features_0_features_list_3_list":["field_644a0fc80e680"],"course_features_0_features_list_4_list":["Interactive Learning Experience:\u202fCloudThat's training programs are designed to be interactive and engaging. We utilize various teaching methodologies like live sessions, group discussions, quizzes, and mentorship to keep learners engaged and motivated throughout the course. "],"_course_features_0_features_list_4_list":["field_644a0fc80e680"],"course_features_0_features_list_5_list":["Placement Assistance and Career Support:\u202fCloudThat often provides placement assistance and career support services. This includes resume building, interview preparation, and connecting learners with job opportunities through our network of industry partners and companies looking for GCP-certified professionals. "],"_course_features_0_features_list_5_list":["field_644a0fc80e680"],"course_features_0_features_list_6_list":["Continuous Learning and Updates:\u202fCloudThat ensures that our course content is regularly updated to reflect the latest trends, updates, and best practices within the GCP ecosystem. This commitment to keeping the content current enables learners to stay ahead in their GCP knowledge. "],"_course_features_0_features_list_6_list":["field_644a0fc80e680"],"course_features_0_features_list_7_list":["Positive Reviews and Testimonials:\u202fReviews and testimonials from past learners can strongly indicate the quality of training provided. You can Check feedback and reviews about our GCP courses that can provide potential learners with insights into the effectiveness and value of the training. "],"_course_features_0_features_list_7_list":["field_644a0fc80e680"],"course_features_1_heading":["Learning objective:"],"_course_features_1_heading":["field_644a0fae0e67e"],"course_features_1_features_list_0_list":["This course is a one-day, intensive, hands-on training that teaches you to build robust streaming analytics systems using core Google Cloud services like Pub\/Sub, Dataflow, BigQuery, and Bigtable. "],"_course_features_1_features_list_0_list":["field_644a0fc80e680"],"course_features_1_features_list":["1"],"_course_features_1_features_list":["field_644a0fb70e67f"],"course_features_1_background_color":["a:1:{i:0;s:5:\"white\";}"],"_course_features_1_background_color":["field_644a0fde0e681"],"certification_0_short_description":[""],"_certification_0_short_description":["field_6103ab2f2822c"],"certification_0_list_content":["CloudThat Course Completion Certificate  "],"_certification_0_list_content":["field_6103ab4a2822d"],"certification_0_image":["15024"],"_certification_0_image":["field_6103ab5b2822e"],"course_section_0_module_title":["Introduction to Processing Streaming Data"],"_course_section_0_module_title":["field_612f5535940c3"],"course_section_0_module_description":[""],"_course_section_0_module_description":["field_612f564c921af"],"course_section_0_section_0_title":["Topics"],"_course_section_0_section_0_title":["field_612f5233b0278"],"course_section_0_section_0_lesson_list_0_lession_title":["Streaming vs batch "],"_course_section_0_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_1_lession_title":["Use cases "],"_course_section_0_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list":["2"],"_course_section_0_section_0_lesson_list":["field_612f530a0ac40"],"course_section_0_section_1_title":["Objectives"],"_course_section_0_section_1_title":["field_612f5233b0278"],"course_section_0_section_1_lesson_list_0_lession_title":["Define streaming data"],"_course_section_0_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_1_lession_title":["Identify common use cases"],"_course_section_0_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_2_lession_title":["Understand challenges in streaming systems "],"_course_section_0_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list":["3"],"_course_section_0_section_1_lesson_list":["field_612f530a0ac40"],"course_section_0_section_2_title":["Activities "],"_course_section_0_section_2_title":["field_612f5233b0278"],"course_section_0_section_2_lesson_list_0_lession_title":["Lecture "],"_course_section_0_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_2_lesson_list_1_lession_title":["Demo"],"_course_section_0_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_2_lesson_list_2_lession_title":["Discussion"],"_course_section_0_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_0_section_2_lesson_list":["3"],"_course_section_0_section_2_lesson_list":["field_612f530a0ac40"],"course_section_0_section":["3"],"_course_section_0_section":["field_612f51e6b0277"],"course_section_1_module_title":["Serverless Messaging with Pub\/Sub"],"_course_section_1_module_title":["field_612f5535940c3"],"course_section_1_module_description":[""],"_course_section_1_module_description":["field_612f564c921af"],"course_section_1_section_0_title":["Topics"],"_course_section_1_section_0_title":["field_612f5233b0278"],"course_section_1_section_0_lesson_list_0_lession_title":["Module introduction"],"_course_section_1_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_1_lession_title":["Introduction to Pub\/Sub"],"_course_section_1_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_2_lession_title":["Pub\/Sub push versus pull"],"_course_section_1_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_3_lession_title":["Publishing with Pub\/Sub code"],"_course_section_1_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_4_lession_title":["Summary"],"_course_section_1_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list":["5"],"_course_section_1_section_0_lesson_list":["field_612f530a0ac40"],"course_section_1_section_1_title":["Objectives "],"_course_section_1_section_1_title":["field_612f5233b0278"],"course_section_1_section_1_lesson_list_0_lession_title":["Describe Pub\/Sub components"],"_course_section_1_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_1_lession_title":["Explain message flow and delivery guarantees "],"_course_section_1_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_2_lession_title":["Apply filtering and ordering"],"_course_section_1_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list":["3"],"_course_section_1_section_1_lesson_list":["field_612f530a0ac40"],"course_section_1_section_2_title":["Activities "],"_course_section_1_section_2_title":["field_612f5233b0278"],"course_section_1_section_2_lesson_list_0_lession_title":["Lecture"],"_course_section_1_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_2_lesson_list_1_lession_title":["Demo"],"_course_section_1_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_2_lesson_list_2_lession_title":["Hands-on lab"],"_course_section_1_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_2_lesson_list":["3"],"_course_section_1_section_2_lesson_list":["field_612f530a0ac40"],"course_section_1_section":["3"],"_course_section_1_section":["field_612f51e6b0277"],"course_section_2_module_title":["Dataflow Streaming Features "],"_course_section_2_module_title":["field_612f5535940c3"],"course_section_2_module_description":[""],"_course_section_2_module_description":["field_612f564c921af"],"course_section_2_section_0_title":["Topics"],"_course_section_2_section_0_title":["field_612f5233b0278"],"course_section_2_section_0_lesson_list_0_lession_title":["Module introduction"],"_course_section_2_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_1_lession_title":["Streaming data challenges "],"_course_section_2_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_2_lession_title":["Dataflow windowing"],"_course_section_2_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list":["3"],"_course_section_2_section_0_lesson_list":["field_612f530a0ac40"],"course_section_2_section_1_title":["Objectives"],"_course_section_2_section_1_title":["field_612f5233b0278"],"course_section_2_section_1_lesson_list_0_lession_title":["Implement windowing strategies "],"_course_section_2_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_1_lession_title":["Use triggers effectively "],"_course_section_2_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_2_lession_title":["Apply stateful processing in pipeline"],"_course_section_2_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list":["3"],"_course_section_2_section_1_lesson_list":["field_612f530a0ac40"],"course_section_2_section_2_title":["Activities"],"_course_section_2_section_2_title":["field_612f5233b0278"],"course_section_2_section_2_lesson_list_0_lession_title":["Lecture"],"_course_section_2_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_2_lesson_list_1_lession_title":["Demo"],"_course_section_2_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_2_lesson_list_2_lession_title":["Lab"],"_course_section_2_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_2_section_2_lesson_list":["3"],"_course_section_2_section_2_lesson_list":["field_612f530a0ac40"],"course_section_2_section":["3"],"_course_section_2_section":["field_612f51e6b0277"],"course_section_3_module_title":["High-throughput BigQuery and Bigtable Streaming Features "],"_course_section_3_module_title":["field_612f5535940c3"],"course_section_3_module_description":[""],"_course_section_3_module_description":["field_612f564c921af"],"course_section_3_section_0_title":["Topics"],"_course_section_3_section_0_title":["field_612f5233b0278"],"course_section_3_section_0_lesson_list_0_lession_title":["Module introduction"],"_course_section_3_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_1_lession_title":["Streaming into BigQuery and visualizing results"],"_course_section_3_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_2_lession_title":["High-throughput streaming with Bigtable"],"_course_section_3_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_3_lession_title":["Optimizing Cloud Bigtable performance"],"_course_section_3_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list":["4"],"_course_section_3_section_0_lesson_list":["field_612f530a0ac40"],"course_section_3_section_1_title":["Objectives"],"_course_section_3_section_1_title":["field_612f5233b0278"],"course_section_3_section_1_lesson_list_0_lession_title":["Stream data into BigQuery and Bigtable"],"_course_section_3_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list_1_lession_title":["Handle schema changes"],"_course_section_3_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list_2_lession_title":["Optimize performance"],"_course_section_3_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list":["3"],"_course_section_3_section_1_lesson_list":["field_612f530a0ac40"],"course_section_3_section_2_title":["Activities "],"_course_section_3_section_2_title":["field_612f5233b0278"],"course_section_3_section_2_lesson_list_0_lession_title":["Lecture"],"_course_section_3_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_2_lesson_list_1_lession_title":["Demo"],"_course_section_3_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_2_lesson_list_2_lession_title":["Lab"],"_course_section_3_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_3_section_2_lesson_list":["3"],"_course_section_3_section_2_lesson_list":["field_612f530a0ac40"],"course_section_3_section":["3"],"_course_section_3_section":["field_612f51e6b0277"],"course_section_4_module_title":["Advanced BigQuery Functionality and Performance "],"_course_section_4_module_title":["field_612f5535940c3"],"course_section_4_module_description":[""],"_course_section_4_module_description":["field_612f564c921af"],"course_section_4_section_0_title":["Topics "],"_course_section_4_section_0_title":["field_612f5233b0278"],"course_section_4_section_0_lesson_list_0_lession_title":["Module introduction"],"_course_section_4_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_1_lession_title":["Analytic window functions"],"_course_section_4_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_2_lession_title":["GIS functions"],"_course_section_4_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_3_lession_title":["Performance considerations"],"_course_section_4_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list":["4"],"_course_section_4_section_0_lesson_list":["field_612f530a0ac40"],"course_section_4_section_1_title":["Objectives"],"_course_section_4_section_1_title":["field_612f5233b0278"],"course_section_4_section_1_lesson_list_0_lession_title":["Use advanced BigQuery features"],"_course_section_4_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list_1_lession_title":["Improve query performance"],"_course_section_4_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list_2_lession_title":["Integrate with BI tools"],"_course_section_4_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list":["3"],"_course_section_4_section_1_lesson_list":["field_612f530a0ac40"],"course_section_4_section_2_title":["Activities"],"_course_section_4_section_2_title":["field_612f5233b0278"],"course_section_4_section_2_lesson_list_0_lession_title":["Lecture"],"_course_section_4_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_2_lesson_list_1_lession_title":["Demo"],"_course_section_4_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_2_lesson_list_2_lession_title":["Lab"],"_course_section_4_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_4_section_2_lesson_list":["3"],"_course_section_4_section_2_lesson_list":["field_612f530a0ac40"],"course_section_4_section":["3"],"_course_section_4_section":["field_612f51e6b0277"],"course_section_5_module_title":["Course Summary"],"_course_section_5_module_title":["field_612f5535940c3"],"course_section_5_module_description":[""],"_course_section_5_module_description":["field_612f564c921af"],"course_section_5_section_0_title":["Topics "],"_course_section_5_section_0_title":["field_612f5233b0278"],"course_section_5_section_0_lesson_list_0_lession_title":["Key takeaways "],"_course_section_5_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_1_lession_title":["Review "],"_course_section_5_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_2_lession_title":["Next steps"],"_course_section_5_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list":["3"],"_course_section_5_section_0_lesson_list":["field_612f530a0ac40"],"course_section_5_section_1_title":["Objectives"],"_course_section_5_section_1_title":["field_612f5233b0278"],"course_section_5_section_1_lesson_list_0_lession_title":["Summarize course content "],"_course_section_5_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list_1_lession_title":["Reinforce learning"],"_course_section_5_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list_2_lession_title":["Plan next steps"],"_course_section_5_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list":["3"],"_course_section_5_section_1_lesson_list":["field_612f530a0ac40"],"course_section_5_section_2_title":["Activities"],"_course_section_5_section_2_title":["field_612f5233b0278"],"course_section_5_section_2_lesson_list_0_lession_title":["Review session"],"_course_section_5_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_2_lesson_list_1_lession_title":["Q&A "],"_course_section_5_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_2_lesson_list_2_lession_title":["Wrap-up"],"_course_section_5_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_5_section_2_lesson_list":["3"],"_course_section_5_section_2_lesson_list":["field_612f530a0ac40"],"course_section_5_section":["3"],"_course_section_5_section":["field_612f51e6b0277"]},"acf":[],"_links":{"self":[{"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/26090"}],"collection":[{"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses"}],"about":[{"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/types\/stm-courses"}],"author":[{"embeddable":true,"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/users\/5091"}],"version-history":[{"count":6,"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/26090\/revisions"}],"predecessor-version":[{"id":26101,"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/26090\/revisions\/26101"}],"wp:attachment":[{"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/media?parent=26090"}],"wp:term":[{"taxonomy":"stm_lms_course_taxonomy","embeddable":true,"href":"https:\/\/stage.cloudthat.com\/training\/wp-json\/wp\/v2\/stm_lms_course_taxonomy?post=26090"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}