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Multicloud
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Data Cloud
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Industry Solutions
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Retail
Analytics and collaboration tools for the retail value chain.
Consumer Packaged Goods
Solutions for CPG digital transformation and brand growth.
Financial Services
Computing, data management, and analytics tools for financial services.
Healthcare and Life Sciences
Advance research at scale and empower healthcare innovation.
Media and Entertainment
Solutions for content production and distribution operations.
Telecommunications
Hybrid and multi-cloud services to deploy and monetize 5G.
Games
AI-driven solutions to build and scale games faster.
Manufacturing
Migration and AI tools to optimize the manufacturing value chain.
Supply Chain and Logistics
Enable sustainable, efficient, and resilient data-driven operations across supply chain and logistics operations.
Government
Data storage, AI, and analytics solutions for government agencies.
Education
Teaching tools to provide more engaging learning experiences.
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Application Modernization
Assess, plan, implement, and measure software practices and capabilities to modernize and simplify your organization’s business application portfolios.
CAMP
Program that uses DORA to improve your software delivery capabilities.
Modernize Traditional Applications
Analyze, categorize, and get started with cloud migration on traditional workloads.
Migrate from PaaS: Cloud Foundry, Openshift
Tools for moving your existing containers into Google's managed container services.
Migrate from Mainframe
Automated tools and prescriptive guidance for moving your mainframe apps to the cloud.
Modernize Software Delivery
Software supply chain best practices - innerloop productivity, CI/CD and S3C.
DevOps Best Practices
Processes and resources for implementing DevOps in your org.
SRE Principles
Tools and resources for adopting SRE in your org.
Platform Engineering
Comprehensive suite of managed services and Golden Paths to build, manage, and scale IDPs.
Architect for Multicloud
Manage workloads across multiple clouds with a consistent platform.
Artificial Intelligence
Add intelligence and efficiency to your business with AI and machine learning.
Gemini Enterprise for Customer Experience
Build and manage agents that live across the entire customer lifecycle.
Gemini Enterprise
Unified agentic portfolio for your entire organization.
AI Commerce Search
Google-quality search and product recommendations for retailers.
Google Cloud with Gemini
AI assistants for application development, coding, and more.
Physical AI
Simulate, train, and operate the next generation of robots, autonomous vehicles, industrial devices, and machines.
APIs and Applications
Speed up the pace of innovation without coding, using APIs, apps, and automation.
New Business Channels Using APIs
Attract and empower an ecosystem of developers and partners.
Unlocking Legacy Applications Using APIs
Cloud services for extending and modernizing legacy apps.
Open Banking APIx
Simplify and accelerate secure delivery of open banking compliant APIs.
Data Analytics
Generate instant insights from data at any scale with a serverless, fully managed analytics platform that significantly simplifies analytics.
Data Migration
Migrate and modernize your data warehouse and data lakes with AI-powered migration services.
Data Lakehouse
Unify and govern your multimodal data with a high-performance and open data lakehouse.
Real-time Analytics
Insights from ingesting, processing, and analyzing event streams.
Marketing Analytics
Solutions for collecting, analyzing, and activating customer data.
Datasets
Data from Google, public, and commercial providers to enrich your analytics and AI initiatives.
Business Intelligence
Solutions for modernizing your BI stack and creating rich data experiences.
Data Analytics Agents
Built-in agents for data lifecycle and tools to build your own agents.
Geospatial Analytics
A comprehensive platform to solve for geospatial use cases at scale.
Data Science
Managed services and integrated workflows to build, manage, and scale data science.
Databases
Migrate and manage enterprise data with security, reliability, high availability, and fully managed data services.
Database Migration
Guides and tools to simplify your database migration life cycle.
Database Modernization
Upgrades to modernize your operational database infrastructure.
Databases for Games
Build global, live games with Google Cloud databases.
Google Cloud Databases
Database services to migrate, manage, and modernize data.
Migrate Oracle workloads to Google Cloud
Rehost, replatform, rewrite your Oracle workloads.
Open Source Databases
Fully managed open source databases with enterprise-grade support.
SQL Server on Google Cloud
Options for running SQL Server virtual machines on Google Cloud.
Gemini for Databases
Supercharge database development and management with AI.
Infrastructure
Migrate quickly with solutions for SAP, VMware, Windows, Oracle, and other workloads.
Application Migration
Discovery and analysis tools for moving to the cloud.
SAP on Google Cloud
Certifications for running SAP applications and SAP HANA.
High Performance Computing
Compute, storage, and networking options to support any workload.
Windows on Google Cloud
Tools and partners for running Windows workloads.
Data Center Migration
Migration solutions for VMs, apps, databases, and more.
Active Assist
Automatic cloud resource optimization and increased security.
Virtual Desktops
Remote work solutions for desktops and applications (VDI & DaaS).
Rapid Migration and Modernization Program
End-to-end migration program to simplify your path to the cloud.
Backup and Disaster Recovery
Ensure your business continuity needs are met.
Red Hat on Google Cloud
Google and Red Hat provide an enterprise-grade platform for traditional on-prem and custom applications.
Cross-Cloud Network
Simplify hybrid and multicloud networking, and secure your workloads, data, and users.
AI Infrastructure
Train, serve and operate your AI applications on the agent-native infrastructure powering Google.
Productivity and Collaboration
Change the way teams work with solutions designed for humans and built for impact.
Google Workspace
Collaboration and productivity tools for enterprises.
Google Workspace Essentials
Secure video meetings and modern collaboration for teams.
Cloud Identity
Unified platform for IT admins to manage user devices and apps.
Chrome Enterprise
ChromeOS, Chrome Browser, and Chrome devices built for business.
Security
Detect, investigate, and respond to online threats to help protect your business.
Agentic SOC
Delivering better security outcomes with AI agents.
Web App and API Protection
Threat and fraud protection for your web applications and APIs.
Security and Resilience Framework
Solutions for each phase of the security and resilience life cycle.
Risk and compliance as code (RCaC)
Solution to modernize your governance, risk, and compliance function with automation.
Software Supply Chain Security
Solution for improving end-to-end software supply chain security.
Security Foundation
Recommended products to help achieve a strong security posture.
Google Cloud Cybershield™
Strengthen nationwide cyber defense.
Startups and SMB
Accelerate startup and SMB growth with tailored solutions and programs.
Startup Program
Get financial, business, and technical support to take your startup to the next level.
Small and Medium Business
Explore solutions for web hosting, app development, AI, and analytics.
Software as a Service
Build better SaaS products, scale efficiently, and grow your business.
Products
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Featured Products
Gemini Enterprise app
Secure platform to discover, create, run, and govern AI agents for employees.
Agent Platform
Unified platform for ML models, generative AI, and agent building.
Compute Engine
Virtual machines running in Google’s data center.
Cloud Storage
Object storage that’s secure, durable, and scalable.
BigQuery
Autonomous data to AI platform for analytics and data science.
Cloud Run
Fully managed environment for running containerized apps.
Google Kubernetes Engine
Managed environment for running containerized apps.
Looker
Platform for BI, data applications, and embedded analytics.
Apigee API Management
Manage the full life cycle of APIs anywhere with visibility and control.
Cloud SQL
Relational database services for MySQL, PostgreSQL and SQL Server.
Cloud CDN
Content delivery network for delivering web and video.
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AI and Machine Learning
Gemini Enterprise Agent Platform
Unified platform for ML models, generative AI, and agent building.
Gemini Enterprise app
Secure platform to discover, create, run, and govern AI agents for employees.
Gemini Enterprise for Customer Experience
Build and manage agents that live across the entire customer lifecycle.
Model Garden
Single place to discover over 200 models from Google and Google partners.
Customer Experience Agent Studio
Build conversational AI with both deterministic and gen AI functionality.
Agent Search
Build Google-quality search for your enterprise apps and experiences.
Speech-to-Text
Speech recognition and transcription across 125 languages.
Text-to-Speech
Speech synthesis in 220+ voices and 40+ languages.
Translation AI
Language detection, translation, and glossary support.
Vision AI
Custom and pre-trained models to detect emotion, text, and more.
Contact Center as a Service
Omnichannel contact center solution that is native to the cloud.
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Business Intelligence
Looker
Platform for BI, data applications, and embedded analytics.
Data Studio
Interactive data suite for dashboarding, reporting, and analytics.
Compute
Compute Engine
Virtual machines running in Google’s data center.
App Engine
Serverless application platform for apps and back ends.
Cloud GPUs
GPUs for ML, scientific computing, and 3D visualization.
Migrate to Virtual Machines
Server and virtual machine migration to Compute Engine.
Spot VMs
Compute instances for batch jobs and fault-tolerant workloads.
Batch
Fully managed service for scheduling batch jobs.
Sole-Tenant Nodes
Dedicated hardware for compliance, licensing, and management.
Bare Metal
Infrastructure to run specialized workloads on Google Cloud.
Recommender
Usage recommendations for Google Cloud products and services.
VMware Engine
Fully managed, native VMware Cloud Foundation software stack.
Cloud Run
Fully managed environment for running containerized apps.
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Containers
Google Kubernetes Engine
Managed environment for running containerized apps.
Cloud Run
Fully managed environment for running containerized apps.
Cloud Build
Solution for running build steps in a Docker container.
Artifact Registry
Package manager for build artifacts and dependencies.
Cloud Code
IDE support to write, run, and debug Kubernetes applications.
Cloud Deploy
Fully managed continuous delivery to GKE and Cloud Run.
Migrate to Containers
Components for migrating VMs into system containers on GKE.
Deep Learning Containers
Containers with data science frameworks, libraries, and tools.
Knative
Components to create Kubernetes-native cloud-based software.
Data Analytics
BigQuery
Autonomous data to AI platform for analytics and data science.
Managed Service for Apache Spark
Zero-ops serverless or managed clusters, accelerated by Lightning Engine.
Dataflow
Real-time analytics for stream and batch processing.
Looker
Platform for BI, data applications, and embedded analytics.
Lakehouse
Open lakehouse platform with enterprise storage and performance capabilities.
Pub/Sub
Messaging service for event ingestion and delivery.
Managed Service for Apache Airflow
Workflow orchestration service built on Apache Airflow.
Knowledge Catalog
Always-on catalog for AI that provides universal context for agents.
Data Analytics Agents
Built-in agents for data lifecycle and tools to build your own agents.
Data Analytics Migration Services
Free-to-use, cloud-native and AI-powered data migration services.
Managed Service for Apache Kafka
Managed Kafka service to operate highly available Apache Kafka clusters.
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Databases
AlloyDB for PostgreSQL
Fully managed, PostgreSQL-compatible database for enterprise workloads.
Cloud SQL
Fully managed database for MySQL, PostgreSQL, and SQL Server.
Firestore
Highly scalable and serverless NoSQL document database, with MongoDB compatibility.
Spanner
Cloud-native relational database with unlimited scale and 99.999% availability.
Bigtable
Cloud-native wide-column database for large-scale, low-latency workloads.
Datastream
Serverless change data capture and replication service.
Database Migration Service
Serverless, minimal downtime migrations to Cloud SQL.
Bare Metal Solution
Fully managed infrastructure for your Oracle workloads.
Memorystore
Fully managed Redis and Memcached for sub-millisecond data access.
Developer Tools
Artifact Registry
Universal package manager for build artifacts and dependencies.
Cloud Code
IDE support to write, run, and debug Kubernetes applications.
Cloud Build
Continuous integration and continuous delivery platform.
Cloud Deploy
Fully managed continuous delivery to GKE and Cloud Run.
Cloud Deployment Manager
Service for creating and managing Google Cloud resources.
Cloud SDK
Command-line tools and libraries for Google Cloud.
Cloud Scheduler
Cron job scheduler for task automation and management.
Cloud Source Repositories
Private Git repository to store, manage, and track code.
Infrastructure Manager
Automate infrastructure management with Terraform.
Cloud Workstations
Managed and secure development environments in the cloud.
Gemini Code Assist
AI-powered assistant available across Google Cloud and your IDE.
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Distributed Cloud
Google Distributed Cloud Connected
Distributed cloud services for edge workloads.
Google Distributed Cloud Air-gapped
Distributed cloud for air-gapped workloads.
Hybrid and Multicloud
Google Kubernetes Engine
Managed environment for running containerized apps.
Apigee API Management
API management, development, and security platform.
Migrate to Containers
Tool to move workloads and existing applications to GKE.
Cloud Build
Service for executing builds on Google Cloud infrastructure.
Observability
Monitoring, logging, and application performance suite.
Cloud Service Mesh
Fully managed service mesh based on Envoy and Istio.
Google Distributed Cloud
Fully managed solutions for the edge and data centers.
Industry Specific
Anti Money Laundering AI
Detect suspicious, potential money laundering activity with AI.
Cloud Healthcare API
Solution for bridging existing care systems and apps on Google Cloud.
Device Connect for Fitbit
Gain a 360-degree patient view with connected Fitbit data on Google Cloud.
Telecom Network Automation
Ready to use cloud-native automation for telecom networks.
Telecom Data Fabric
Telecom data management and analytics with an automated approach.
Telecom Subscriber Insights
Ingests data to improve subscriber acquisition and retention.
Spectrum Access System (SAS)
Controls fundamental access to the Citizens Broadband Radio Service (CBRS).
Integration Services
Application Integration
Connect to 3rd party apps and enable data consistency without code.
Workflows
Workflow orchestration for serverless products and API services.
Apigee API Management
Manage the full life cycle of APIs anywhere with visibility and control.
Cloud Tasks
Task management service for asynchronous task execution.
Cloud Scheduler
Cron job scheduler for task automation and management.
Managed Service for Apache Spark
Zero-ops serverless or managed clusters, accelerated by Lightning Engine.
Cloud Data Fusion
Data integration for building and managing data pipelines.
Managed Service for Apache Airflow
Workflow orchestration service built on Apache Airflow.
Pub/Sub
Messaging service for event ingestion and delivery.
Eventarc
Build an event-driven architecture that can connect any service.
Management Tools
Cloud Shell
Interactive shell environment with a built-in command line.
Cloud console
Web-based interface for managing and monitoring cloud apps.
Cloud Endpoints
Deployment and development management for APIs on Google Cloud.
Cloud IAM
Permissions management system for Google Cloud resources.
Cloud APIs
Programmatic interfaces for  Google Cloud services.
Service Catalog
Service catalog for admins managing internal enterprise solutions.
Cost Management
Tools for monitoring, controlling, and optimizing your costs.
Observability
Monitoring, logging, and application performance suite.
Carbon Footprint
Dashboard to view and export Google Cloud carbon emissions reports.
Config Connector
Kubernetes add-on for managing Google Cloud resources.
Active Assist
Tools for easily managing performance, security, and cost.
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Maps and Geospatial
Earth Engine
Geospatial platform for Earth observation data and analysis.
Google Maps Platform
Create immersive location experiences and improve business operations.
Media Services
Cloud CDN
Content delivery network for serving web and video content.
Live Stream API
Service to convert live video and package for streaming.
OpenCue
Open source render manager for visual effects and animation.
Transcoder API
Convert video files and package them for optimized delivery.
Video Stitcher API
Service for dynamic or server side ad insertion.
Migration
Migration Center
Unified platform for migrating and modernizing with Google Cloud.
Application Migration
App migration to the cloud for low-cost refresh cycles.
Migrate to Virtual Machines
Components for migrating VMs and physical servers to Compute Engine.
Cloud Foundation Toolkit
Reference templates for Deployment Manager and Terraform.
Database Migration Service
Serverless, minimal downtime migrations to Cloud SQL.
Migrate to Containers
Components for migrating VMs into system containers on GKE.
Data Analytics Migration Services
Streamlined data warehouse and data lake migration tooling and incentives.
Rapid Migration and Modernization Program
End-to-end migration program to simplify your path to the cloud.
Transfer Appliance
Storage server for moving large volumes of data to Google Cloud.
Storage Transfer Service
Data transfers from online and on-premises sources to Cloud Storage.
VMware Engine
Migrate and run your VMware workloads natively on Google Cloud.
Networking
Cloud Armor
Security policies and defense against web and DDoS attacks.
Cloud CDN and Media CDN
Content delivery network for serving web and video content.
Cloud DNS
Domain name system for reliable and low-latency name lookups.
Cloud Load Balancing
Service for distributing traffic across applications and regions.
Cloud NAT
NAT service for giving private instances internet access.
Cloud Connectivity
Connectivity options for VPN, peering, and enterprise needs.
Network Connectivity Center
Connectivity management to help simplify and scale networks.
Network Intelligence Center
Network monitoring, verification, and optimization platform.
Network Service Tiers
Cloud network options  based on performance, availability, and cost.
Virtual Private Cloud
Single VPC for an entire organization, isolated within projects.
Private Service Connect
Secure connection between your VPC and services.
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Operations
Cloud Logging
Google Cloud audit, platform, and application logs management.
Cloud Monitoring
Infrastructure and application health with rich metrics.
Error Reporting
Application error identification and analysis.
Managed Service for Prometheus
Fully-managed Prometheus on Google Cloud.
Cloud Trace
Tracing system collecting latency data from applications.
Cloud Profiler
CPU and heap profiler for analyzing application performance.
Cloud Quotas
Manage quotas for all Google Cloud services.
Productivity and Collaboration
AppSheet
No-code development platform to build and extend applications.
AppSheet Automation
Build automations and applications on a unified platform.
Gemini Enterprise app
Secure platform to discover, create, run, and govern AI agents for employees.
Google Workspace
Collaboration and productivity tools for individuals and organizations.
Google Workspace Essentials
Secure video meetings and modern collaboration for teams.
Cloud Identity
Unified platform for IT admins to manage user devices and apps.
Chrome Enterprise
ChromeOS, Chrome browser, and Chrome devices built for business.
Security and Identity
Cloud IAM
Permissions management system for Google Cloud resources.
Sensitive Data Protection
Discover, classify, and protect your valuable data assets.
Mandiant Managed Defense
Find and eliminate threats with confidence 24x7.
Google Threat Intelligence
Know who’s targeting you.
Security Command Center
Platform for defending against threats to your Google Cloud assets.
Cloud Key Management
Manage encryption keys on Google Cloud.
Mandiant Incident Response
Minimize the impact of a breach.
Chrome Enterprise Premium
Get secure enterprise browsing with extensive endpoint visibility.
Assured Workloads
Compliance and security controls for sensitive workloads.
Google Security Operations
Detect, investigate, and respond to cyber threats.
Mandiant Consulting
Get expert guidance before, during, and after an incident.
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Serverless
Cloud Run
Fully managed environment for running containerized apps.
Cloud Functions
Platform for creating functions that respond to cloud events.
App Engine
Serverless application platform for apps and back ends.
Workflows
Workflow orchestration for serverless products and API services.
API Gateway
Develop, deploy, secure, and manage APIs with a fully managed gateway.
Storage
Cloud Storage
Object storage that’s secure, durable, and scalable.
Block Storage
High-performance storage for AI, analytics, databases, and enterprise applications.
Filestore
File storage that is highly scalable and secure.
Persistent Disk
Block storage for virtual machine instances running on Google Cloud.
Cloud Storage for Firebase
Object storage for storing and serving user-generated content.
Local SSD
Block storage that is locally attached for high-performance needs.
Storage Transfer Service
Data transfers from online and on-premises sources to Cloud Storage.
Google Cloud Managed Lustre
High performance managed parallel file service.
Google Cloud NetApp Volumes
File storage service for NFS, SMB, and multi-protocol environments.
Backup and DR Service
Service for centralized, application-consistent data protection.
Web3
Blockchain Node Engine
Fully managed node hosting for developing on the blockchain.
Blockchain RPC
Enterprise-grade RPC for building on the blockchain.
Web3
Blockchain Node Engine
Fully managed node hosting for developing on the blockchain.
Blockchain RPC
Enterprise-grade RPC for building on the blockchain.
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Key benefits
Why Google Cloud
AI and Agents
Multicloud
Global infrastructure
Data Cloud
Modern Infrastructure Cloud
Security
Productivity and collaboration
Reports and insights
Executive insights
Analyst reports
Whitepapers
Customer stories
Industry Solutions
Retail
Consumer Packaged Goods
Financial Services
Healthcare and Life Sciences
Media and Entertainment
Telecommunications
Games
Manufacturing
Supply Chain and Logistics
Government
Education
See all industry solutions
See all solutions
Application Modernization
CAMP
Modernize Traditional Applications
Migrate from PaaS: Cloud Foundry, Openshift
Migrate from Mainframe
Modernize Software Delivery
DevOps Best Practices
SRE Principles
Platform Engineering
Architect for Multicloud
Artificial Intelligence
Gemini Enterprise for Customer Experience
Gemini Enterprise
AI Commerce Search
Google Cloud with Gemini
Physical AI
APIs and Applications
New Business Channels Using APIs
Unlocking Legacy Applications Using APIs
Open Banking APIx
Data Analytics
Data Migration
Data Lakehouse
Real-time Analytics
Marketing Analytics
Datasets
Business Intelligence
Data Analytics Agents
Geospatial Analytics
Data Science
Databases
Database Migration
Database Modernization
Databases for Games
Google Cloud Databases
Migrate Oracle workloads to Google Cloud
Open Source Databases
SQL Server on Google Cloud
Gemini for Databases
Infrastructure
Application Migration
SAP on Google Cloud
High Performance Computing
Windows on Google Cloud
Data Center Migration
Active Assist
Virtual Desktops
Rapid Migration and Modernization Program
Backup and Disaster Recovery
Red Hat on Google Cloud
Cross-Cloud Network
AI Infrastructure
Productivity and Collaboration
Google Workspace
Google Workspace Essentials
Cloud Identity
Chrome Enterprise
Security
Agentic SOC
Web App and API Protection
Security and Resilience Framework
Risk and compliance as code (RCaC)
Software Supply Chain Security
Security Foundation
Google Cloud Cybershield™
Startups and SMB
Startup Program
Small and Medium Business
Software as a Service
Featured Products
Gemini Enterprise app
Agent Platform
Compute Engine
Cloud Storage
BigQuery
Cloud Run
Google Kubernetes Engine
Looker
Apigee API Management
Cloud SQL
Cloud CDN
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AI and Machine Learning
Gemini Enterprise Agent Platform
Gemini Enterprise app
Gemini Enterprise for Customer Experience
Model Garden
Customer Experience Agent Studio
Agent Search
Speech-to-Text
Text-to-Speech
Translation AI
Vision AI
Contact Center as a Service
See all AI and machine learning products
Business Intelligence
Looker
Data Studio
Compute
Compute Engine
App Engine
Cloud GPUs
Migrate to Virtual Machines
Spot VMs
Batch
Sole-Tenant Nodes
Bare Metal
Recommender
VMware Engine
Cloud Run
See all compute products
Containers
Google Kubernetes Engine
Cloud Run
Cloud Build
Artifact Registry
Cloud Code
Cloud Deploy
Migrate to Containers
Deep Learning Containers
Knative
Data Analytics
BigQuery
Managed Service for Apache Spark
Dataflow
Looker
Lakehouse
Pub/Sub
Managed Service for Apache Airflow
Knowledge Catalog
Data Analytics Agents
Data Analytics Migration Services
Managed Service for Apache Kafka
See all data analytics products
Databases
AlloyDB for PostgreSQL
Cloud SQL
Firestore
Spanner
Bigtable
Datastream
Database Migration Service
Bare Metal Solution
Memorystore
Developer Tools
Artifact Registry
Cloud Code
Cloud Build
Cloud Deploy
Cloud Deployment Manager
Cloud SDK
Cloud Scheduler
Cloud Source Repositories
Infrastructure Manager
Cloud Workstations
Gemini Code Assist
See all developer tools
Distributed Cloud
Google Distributed Cloud Connected
Google Distributed Cloud Air-gapped
Hybrid and Multicloud
Google Kubernetes Engine
Apigee API Management
Migrate to Containers
Cloud Build
Observability
Cloud Service Mesh
Google Distributed Cloud
Industry Specific
Anti Money Laundering AI
Cloud Healthcare API
Device Connect for Fitbit
Telecom Network Automation
Telecom Data Fabric
Telecom Subscriber Insights
Spectrum Access System (SAS)
Integration Services
Application Integration
Workflows
Apigee API Management
Cloud Tasks
Cloud Scheduler
Managed Service for Apache Spark
Cloud Data Fusion
Managed Service for Apache Airflow
Pub/Sub
Eventarc
Management Tools
Cloud Shell
Cloud console
Cloud Endpoints
Cloud IAM
Cloud APIs
Service Catalog
Cost Management
Observability
Carbon Footprint
Config Connector
Active Assist
See all management tools
Maps and Geospatial
Earth Engine
Google Maps Platform
Media Services
Cloud CDN
Live Stream API
OpenCue
Transcoder API
Video Stitcher API
Migration
Migration Center
Application Migration
Migrate to Virtual Machines
Cloud Foundation Toolkit
Database Migration Service
Migrate to Containers
Data Analytics Migration Services
Rapid Migration and Modernization Program
Transfer Appliance
Storage Transfer Service
VMware Engine
Networking
Cloud Armor
Cloud CDN and Media CDN
Cloud DNS
Cloud Load Balancing
Cloud NAT
Cloud Connectivity
Network Connectivity Center
Network Intelligence Center
Network Service Tiers
Virtual Private Cloud
Private Service Connect
See all networking products
Operations
Cloud Logging
Cloud Monitoring
Error Reporting
Managed Service for Prometheus
Cloud Trace
Cloud Profiler
Cloud Quotas
Productivity and Collaboration
AppSheet
AppSheet Automation
Gemini Enterprise app
Google Workspace
Google Workspace Essentials
Cloud Identity
Chrome Enterprise
Security and Identity
Cloud IAM
Sensitive Data Protection
Mandiant Managed Defense
Google Threat Intelligence
Security Command Center
Cloud Key Management
Mandiant Incident Response
Chrome Enterprise Premium
Assured Workloads
Google Security Operations
Mandiant Consulting
See all security and identity products
Serverless
Cloud Run
Cloud Functions
App Engine
Workflows
API Gateway
Storage
Cloud Storage
Block Storage
Filestore
Persistent Disk
Cloud Storage for Firebase
Local SSD
Storage Transfer Service
Google Cloud Managed Lustre
Google Cloud NetApp Volumes
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This exam was updated to reflect recent branding changes. Refer to the exam guide to
review product names used on the exam.
Back to Google Cloud Certification
Professional Machine
Learning Engineer
A Professional Machine Learning (ML) Engineer builds, evaluates,
productionizes, and optimizes AI solutions using Google Cloud
capabilities and knowledge of conventional ML approaches.
The ML Engineer handles large, complex datasets and creates repeatable,
reusable code. The ML Engineer designs and operationalizes
AI solutions based on foundational models. The ML Engineer considers
responsible AI practices and collaborates closely with other job roles
to ensure the long-term success of AI-based applications.
The ML Engineer has strong programming skills and experience with
data platforms and distributed data processing tools. The ML Engineer
is proficient in the areas of model architecture, data and ML pipeline
creation, MLOps, and metrics interpretation. The ML Engineer is familiar
with the foundational concepts of prompt and context engineering,
application development, infrastructure management, data engineering,
and data governance. The ML Engineer enables teams across the organization
to use AI solutions. By training, retraining, deploying,
scheduling, tuning, monitoring, and improving traditional and
generative AI (gen AI) models, the ML Engineer designs and creates
scalable, performant solutions.
*Note: The exam does not directly assess coding skill.
If you have a minimum proficiency in Python and SQL, you should
be able to interpret any questions with
code snippets.
The Professional Machine Learning Engineer exam
assesses your ability to:
Architect low-code AI solutions
Collaborate
within and across teams to manage data and models
Scale
prototypes into ML models
Serve
and scale models
Automate
and orchestrate ML pipelines
Monitor AI solutions
Register
View FAQs
Register
View FAQs
This exam was updated to reflect the transition from Vertex AI to
Gemini Enterprise Agent Platform, updates to
Google Cloud's data and analytics stack, and prioritizes Google
Cloud native solutions. Please refer to the new exam guide for products
covered in the new exam.
Quick links
Train for the exam
Review sample questions
View exam guide
Partner training for the exam
Join the learning community
About this certification exam
Length: Two hours
Registration fee: $200 (plus tax where
applicable)
Languages: English, Japanese
Exam format: 50-60 multiple choice and multiple select
questions
Exam delivery method:
a. Take the online-proctored exam from a remote location,
review the online testing
requirements.
b. Take the onsite-proctored exam at a testing center,
locate a test center near you - search for Google Cloud.
Prerequisites: None
Recommended experience: 3+ years of industry
experience including 1 or more years designing and managing
solutions using Google Cloud.
Certification renewal: Candidates may renew their certification
within the renewal eligibility period. For more information about the renewal
process, eligibility period, and certification validity timeline, please refer to
the Renewal FAQs below.
Renewal FAQs
Exam overview
Step 1: Get real world
experience
Before attempting the Machine Learning Engineer exam,
it's recommended that you have 3+ years of hands-on
experience with Google Cloud products and solutions.
Ready to start building? Explore the Google Cloud Free
Tier for free usage (up to monthly limits) of select
products.
Try the Google Cloud Free Tier
Step 2: Understand what's
on the exam
The exam guide contains a complete list of topics that
may be included on the exam. Review the exam guide to
determine if your skills align with the topics on the
exam.
See exam guide
Step 3: Review the sample
questions
Familiarize yourself with the format of questions and
example content that may be covered on the Machine
Learning Engineer exam.
Review sample questions
Step 4: Round out your
skills with training
Prepare for the exam by following the Machine
Learning Engineer learning path. Explore online
training, in-person classes, hands-on labs, and
other resources from Google Cloud.
Start preparing
Prepare for the exam with Googlers and certified
experts. Get valuable exam tips and tricks, as well
as insights from industry experts.
Sign up
Explore
Google Cloud documentation
for in-depth discussions on the concepts and
critical components of Google Cloud.
Learn about designing, training, building,
deploying, and operationalizing secure ML
applications on Google Cloud using the
Official Google Cloud Certified Professional Machine Learning Engineer Study Guide.
This guide uses real-world scenarios to demonstrate
how to use the Vertex AI platform and technologies
such as TensorFlow, Kubeflow, and AutoML, as well as
best practices on when to choose a pretrained or a
custom model.
Step 5: Schedule an exam
Register and select
the option to take the exam remotely or at a nearby
testing center.
Review exam
terms and conditions
and
data sharing policies.
Take the next step
Follow
the learning path
Start Learning
Take the next step
Follow
the learning path
Start Learning
Earn a skill badge in machine learning
Start now
New to Google Cloud?
Get started
Take a cert prep webinar
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Earn a skill badge in machine learning
Start now
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Get started
Take a cert prep webinar
Watch Cloud OnAir
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