The need for data analysis skills grew by 86% from 2013 to 2018.
1 Become
data-driven with Google Cloud. Leverage data and gain real-time insights that improve
your decision-making and accelerate innovation. Learn how to design and build data
processing systems.
Data Analyst learning path
The role of a Data Analyst can vary depending on what type of industry they're in or
which part of their organization they are supporting. Data Analysts gather data,
analyze that data and translate the results into insights to share with business
stakeholders. Visit
Google Cloud Skills Boost
for the latest recommended role-based learning activities.
BigQuery, SQL, Data Visualization, BigQuery ML, Cloud APIs, AI Platform, Cloud Data Fusion
Data Engineer learning path
Data Engineers design solutions that ensure maximum flexibility and scalability, while
meeting all required security controls. Visit
Google Cloud Skills Boost
for the latest recommended role-based learning activities.
Course
Preparing for the Google Cloud Professional Data
Engineer Exam
Course
Introduction to Data Engineering on Google Cloud
Course
Modernizing Data Lakes and Data Warehouses with Google Cloud
Course
Building Batch Data Pipelines on Google Cloud
Course
Building Resilient Streaming Analytics Systems on Google Cloud
A Database Engineer designs, creates, manages, migrates, and troubleshoots databases
used by applications to store and retrieve data. Visit
Google Cloud Skills Boost
for the latest recommended role-based learning activities.
Course
Google Cloud Fundamentals: Core Infrastructure
Course
Select a Google Cloud Database for Your Applications
Course
Enterprise Database Migration
Hands on Labs
Migrate MySQL data to Cloud SQL using Database
Migration Service
Hands on Labs
Create and Manage Cloud SQL for PostgreSQL Instances
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],[],[],[],null,["[Go to page](#) \nSmart analytics and data management\n\n- [View all learning paths](https://www.cloudskillsboost.google/paths?utm_source=cgc&utm_medium=website&utm_campaign=evergreen) \n\nJump to role-based learning path\n\n- [Data Analyst](#data-analyst-learning-path)\n- [Data Engineer](#data-engineer-learning-path)\n- [Database Engineer](#database-engineer-learning-path) \n\nSmart analytics and data management\n\nThe need for data analysis skills grew by 86% from 2013 to 2018.\n[~1~](https://www.burning-glass.com/wp-content/uploads/hybrid_jobs_2019_final.pdf) Become\ndata-driven with Google Cloud. Leverage data and gain real-time insights that improve\nyour decision-making and accelerate innovation. Learn how to design and build data\nprocessing systems.\n\nData Analyst learning path\n\n\nThe role of a Data Analyst can vary depending on what type of industry they're in or\nwhich part of their organization they are supporting. Data Analysts gather data,\nanalyze that data and translate the results into insights to share with business\nstakeholders. Visit\n[Google Cloud Skills Boost](https://www.cloudskillsboost.google/paths/18?utm_source=cgc&utm_medium=website&utm_campaign=evergreen) for the latest recommended role-based learning activities. \nCourse\n\nIntroduction to Data Analytics on Google Cloud \nCourse\n\nBigQuery for Data Analysts \nCourse\n\nDerive Insights from BigQuery Data \nCourse\n\nBoost Productivity with Gemini in BigQuery \nCourse\n\nCreate ML Models with BigQuery ML \nCourse\n\nIntroduction to Looker \nCourse\n\nPrepare Data for Looker Dashboards and Reports \nCourse\n\nAnalyzing and Visualizing Data in Looker \nCourse\n\nLooker Studio Essentials \nSkill badge\n\nCreate ML Models with BigQuery ML \nCourse\n\nManage Data Models in Lookerr \nHands on labs\n\nApplying Advanced LookML Concepts in Looker \n[Start learning](https://www.cloudskillsboost.google/paths/18?utm_source=cgc&utm_medium=website&utm_campaign=evergreen) \n\nRelated information\n\n - \n\n What you'll learn\n\n\n BigQuery, SQL, Data Visualization, BigQuery ML, Cloud APIs, AI Platform, Cloud Data Fusion\n\nData Engineer learning path\n\n\nData Engineers design solutions that ensure maximum flexibility and scalability, while\nmeeting all required security controls. Visit\n[Google Cloud Skills Boost](https://www.cloudskillsboost.google/paths/16?utm_source=cgc&utm_medium=website&utm_campaign=evergreen) for the latest recommended role-based learning activities. \nCourse\n\nPreparing for the Google Cloud Professional Data\nEngineer Exam \nCourse\n\nIntroduction to Data Engineering on Google Cloud \nCourse\n\nModernizing Data Lakes and Data Warehouses with Google Cloud \nCourse\n\nBuilding Batch Data Pipelines on Google Cloud \nCourse\n\nBuilding Resilient Streaming Analytics Systems on Google Cloud \nCourse\n\nServerless Data Processing with Dataflow \nHands on Labs\n\nBuild a Data Warehouse with BigQuery \nHands on Labs\n\nBuild a Data Mesh with Dataplex \n[Start learning](https://www.cloudskillsboost.google/paths/16?utm_source=cgc&utm_medium=website&utm_campaign=evergreen) \n\nRelated information\n\n - \n\n What you'll learn\n\n\n BigQuery, Dataflow, Data Fusion, Cloud Composer, BigQuery ML, IoT, TensorFlow, Dataproc, workload migration\n\nTake the next step \n[Certification\nProfessional Data Engineer Certification\nRead more](/certification/data-engineer) \n\nDatabase Engineer learning path\n\nA Database Engineer designs, creates, manages, migrates, and troubleshoots databases\nused by applications to store and retrieve data. Visit\n[Google Cloud Skills Boost](https://www.cloudskillsboost.google/paths/22?utm_source=cgc&utm_medium=website&utm_campaign=evergreen) for the latest recommended role-based learning activities. \nCourse\n\nGoogle Cloud Fundamentals: Core Infrastructure \nCourse\n\nSelect a Google Cloud Database for Your Applications \nCourse\n\nEnterprise Database Migration \nHands on Labs\n\nMigrate MySQL data to Cloud SQL using Database\nMigration Service \nHands on Labs\n\nCreate and Manage Cloud SQL for PostgreSQL Instances \nHands on Labs\n\nCreate and Manage Spanner Instances \nHands on Labs\n\nCreate and Manage Bigtable Instances \nHands on Labs\n\nCreate and Manage AlloyDB Instances \n[Start learning](https://www.cloudskillsboost.google/paths/22?utm_source=cgc&utm_medium=website&utm_campaign=evergreen) \n\nRelated information\n\n - \n\n What you'll learn\n\n\n Compute Engine, Cloud SQL, BigQuery, Spanner\n\nTake the next step \n[Certification\nProfessional Cloud Database Engineer\nRead more](/certification/cloud-database-engineer) \n\nResources \n10 top tips: Unleash your BigQuery superpowers \n[Read blog](https://cloud.google.com/blog/products/data-analytics/top-bigquery-superpowers-for-cloud-data-analytics) \nStart making business decisions backed by data with Looker \n[Go to Looker training](https://training.looker.com/) \nExplore Google Cloud documentation for Data Analytics \n[Go to docs](/docs#section-9) \nExplore Google Cloud documentation for Databases \n[Go to docs](/docs#section-10)"]]
