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Datastream MySQL to BigQuery

Google Cloud Training
This is a self-paced lab that takes place in the Google Cloud console. Learn to migrate MySQL Databases to BigQuery using Datastream and Dataflow. Datastream is a serverless and easy-to-use Change Data Capture (CDC) and replication service that allows you...
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This is a self-paced lab that takes place in the Google Cloud console. Learn to migrate MySQL Databases to BigQuery using Datastream and Dataflow. Datastream is a serverless and easy-to-use Change Data Capture (CDC) and replication service that allows you to synchronize data across heterogeneous databases, storage systems, and applications reliably and with minimal latency. In this lab you'll learn how to replicate data from your OLTP workloads into BigQuery, in real time. You will begin by deploying MySQL on Cloud SQL and import a dataset using the gcloud command line. Then, in the Cloud Console UI, you will create and start a Datastream stream and a Dataflow job for replication. The replication uses a Dataflow template to enable continuous replication of data, along with Cloud Storage and Pub/Sub for buffering data.
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Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Develops skills in MySQL Database management, a foundational skill in data engineering
Teaches how to use Datastream for Change Data Capture and replication, a valuable tool for data professionals
Teaches how to use Dataflow for continuous replication of data, a skill relevant to data engineering
Uses Google Cloud Console UI for demonstration, which is a widely used industry tool
Taught by Google Cloud Training, who are recognized for their expertise in cloud computing

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Activities

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Career center

Learners who complete Datastream MySQL to BigQuery will develop knowledge and skills that may be useful to these careers:
Data Analyst
Data Analysts collect, clean, and analyze data to develop insights and solve business problems. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Data Analysts who need to work with large datasets and perform complex data analysis tasks.
Data Engineer
Data Engineers design, build, and maintain data pipelines and infrastructure. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Data Engineers who need to build and maintain data pipelines for real-time data processing.
Cloud Architect
Cloud Architects design and implement cloud solutions. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Cloud Architects who need to design and implement cloud solutions for real-time data processing.
Database Administrator
Database Administrators manage and maintain databases. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Database Administrators who need to manage and maintain databases for real-time data processing.
Data Scientist
Data Scientists use data to develop models and algorithms to solve business problems. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Data Scientists who need to work with large datasets and perform complex data analysis tasks.
Systems Engineer
Systems Engineers design, implement, and maintain computer systems. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Systems Engineers who need to design and implement computer systems for real-time data processing.
Software Engineer
Software Engineers design, develop, and maintain software applications. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Software Engineers who need to develop software applications for real-time data processing.
Data Integration Engineer
Data Integration Engineers design and implement data integration solutions. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Data Integration Engineers who need to design and implement data integration solutions for real-time data processing.
Machine Learning Engineer
Machine Learning Engineers develop and implement machine learning models. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Machine Learning Engineers who need to work with large datasets and perform complex data analysis tasks.
Data Architect
Data Architects design and implement data architectures. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Data Architects who need to design and implement data architectures for real-time data processing.
DevOps Engineer
DevOps Engineers bridge the gap between development and operations teams. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for DevOps Engineers who need to automate and manage the deployment of software applications for real-time data processing.
Cloud Security Engineer
Cloud Security Engineers secure cloud environments. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Cloud Security Engineers who need to secure cloud environments for real-time data processing.
Big Data Engineer
Big Data Engineers work with large datasets to develop insights and solve business problems. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Big Data Engineers who need to work with large datasets and perform complex data analysis tasks.
Business Analyst
Business Analysts work with businesses to understand their needs and develop solutions to improve their operations. This course can help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill can be valuable for Business Analysts who need to work with data to develop insights and solve business problems.
Product Manager
Product Managers develop and manage products. This course may help you learn how to use Datastream and Dataflow to replicate data from your OLTP workloads into BigQuery, in real time. This skill may be valuable for Product Managers who need to work with data to develop and manage products.

Reading list

We've selected eight books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Datastream MySQL to BigQuery.
This pocket reference provides a concise overview of data pipelines, covering concepts, tools, and best practices. It useful quick-reference guide for practitioners who want to gain a better understanding of data pipelines.
Provides a comprehensive overview of Elasticsearch, a popular open-source search and analytics engine. It covers topics such as indexing, searching, aggregations, and security.
Provides a comprehensive guide to Spark, a popular open-source framework for data processing and analytics. It covers topics such as RDDs, DataFrames, and machine learning.
Provides a comprehensive guide to deep learning using Python, covering topics such as neural networks, convolutional neural networks, and recurrent neural networks.
Provides a practical guide to machine learning using Python libraries such as Scikit-Learn, Keras, and TensorFlow. It covers topics such as data preprocessing, model selection, and evaluation.
Provides a comprehensive overview of statistical learning methods, including linear regression, logistic regression, and decision trees. It valuable resource for understanding the theoretical foundations of machine learning.
Provides a comprehensive overview of pattern recognition and machine learning, covering topics such as Bayesian inference, Gaussian processes, and support vector machines. It valuable resource for understanding the theoretical foundations of machine learning.

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