Learn the basics of cloud computing and how to get started. App modernization What is AIOps? Learn about AIOps, the application of artificial intelligence to automate and streamline complex IT operations. What is agentic AI? Learn about agentic AI, an autonomous AI system that can perceive, plan, and act to achieve specific set goals. What is an AI model? Learn about what an AI model is, it's use cases and benefits. What are convolutional neural networks? Learn about convolutional neural networks, a class of deep neural networks, most commonly applied to analyzing and processing images. What is entity extraction? Learn about entity extraction, the NLP task of identifying and classifying named entities like people and places in text. What is federated learning? Learn about federated learning, a decentralized ML technique that trains a model across devices while keeping data local. What are foundation models? Learn about foundation models, large-scale AI models trained on vast data that can be adapted for many specific tasks. What are generative adversarial networks? Learn about generative adversarial networks, AI systems with two competing neural nets, a generator and a discriminator, to make data. What is model context protocol? Learn about model context protocol, a set of rules or standards governing how information (the "context") is provided to and managed by an AI model. What is reinforcement learning? Learn about reinforcement learning, an AI training method where an agent learns via trial and error using rewards & penalties. What is robotic process automation? Learn about robotic process automation, a technology that uses software "bots" or scripts to mimic and automate repetitive, rule-based human tasks on a computer. What is stemming? Learn about stemming, an NLP process of reducing inflected words down to their common base or root form (stem). What is vibe coding? Learn about what vibe coding is, it's use cases and benefits. What is a multi-agent system? Learn about multi-agent systems, a computerized system composed of multiple interacting, intelligent agents. What is GPT? Learn about generative pre-trained transformers (GPTs), including how they work and how they're trained. Applications of AI Learn about the applications of artificial intelligence in various industries. AI tools Discover Google Cloud’s free AI tools and credits to start building, testing, and deploying machine learning models at no cost today. What is artificial intelligence? Learn about artificial intelligence benefits, use cases, and examples. What is artificial general intelligence? Learn about artificial general intelligence (AGI) and its use cases. Artificial intelligence versus machine learning Learn about the differences between AI and ML and how they're connected. What are AI agents? Learn what AI agents are including key features, benefits, and how they work. What are AI chatbots? Learn more about AI chatbots and their common use cases. What is AI code generation? Learn about AI code generation including what it is, and how to use it. What is AI data analytics? Learn about AI data analytics including what it is, how AI can be used in data analytics. What is AI in banking? Learn more about how AI is used in the banking industry. What is AI for developers? Learn about AI for developers including what the benefits are and use cases. What is AI in finance? Learn how AI is being used in the finance industry. What is AI in healthcare? Learn how AI is being used in the healthcare industry. What is AI in retail? Explore how AI transforms retail by personalizing shopping, optimizing supply chains, and improving customer experiences with Google. What are AI hallucinations? Learn about AI hallucinations, how they happen, and ways to prevent them. What is AI summarization? Learn about AI summarization including what it is, its benefits, and how to use it. What is cognitive computing? Learn about cognitive computing including how it works and its benefits. What is conversational AI? Learn about conversational AI including what it is, how it works, and use cases. What is data labeling? Learn about data labeling, including its importance and how it works. What is deep learning? Learn about deep learning, how it works, its applications, algorithms, and more. Deep learning versus machine learning versus AI Learn about the differences between deep learning, machine learning, and AI. What is enterprise AI? Learn about enterprise AI, including its advantages and how to implement it. What is full-text search? Learn about full-text search including how it works, benefits, and how to implement it. What is fuzzy search? Learn about fuzzy search including how it works, examples, and how to implement it. Fine tuning AI models Learn how fine-tuning AI models allows you to customize pre-trained LLMs for specific tasks and unique business requirements easily. What is generative AI? Learn about generative AI, how it works, and its use cases, including with Google Cloud. What is generative UI? An AI approach that dynamically creates user interface elements in real-time based on user needs and context. What is a GPU and its role in AI? Learn about GPUs and their importance in artificial intelligence. What is human-in-the-loop? Learn more about human-in-the-loop (HITL) and why it's important. What is Kubeflow? Learn about Kubeflow, what it's used for, and its benefits. What is LangChain? Learn about LangChain, how it works, and examples of LangChain. What is a large language model? Learn about large language models—how they work, benefits, use cases, and more. What is LLMOps? Learn about large language model operations (LLMOps), its benefits, and best practices. What is machine learning? Learn about machine learning including how it works, the different types, and its uses. What is MLOps? Learn about machine learning operations (MLOps) and why it's important. What is natural language processing (NLP)? Learn how NLP provides insights into the structure and meaning of text. What is a neural network? Learn about neural networks including the different types and their uses. Multimodal AI Learn about multimodal models in AI and how to use them. What is open source AI? Discover the benefits of open-source AI and how community-driven models are accelerating innovation in the machine learning space. Optical character recognition (OCR) Learn about OCR and how it's being used with Google AI. What is prompt engineering? Learn about prompt engineering, the types of prompts, and prompt engineering use cases. What is retrieval-augmented generation? Learn about retrieval-augmented generation (RAG), how it works, and its advantages. What is semantic search? Learn about semantic search including how it works and how it can be used. Supervised versus unsupervised learning Learn about the differences between supervised and unsupervised learning with AI and ML. What is supervised learning? Learn how supervised learning helps AI and ML models learn from labeled data. What is text-to-image AI? Learn about text-to-image AI including what it is, how it works, and use cases. What is time series? Learn how to model historical time-series data to make predictions about future time points. What is unsupervised learning? Learn more about how unsupervised learning works with ML models and unlabeled data. App modernization How to build an app with AI A guide on integrating machine learning models and AI capabilities into software applications for smarter UX. Platform engineering versus DevOps Compares DevOps (the 'why' - a culture of collaboration) with platform engineering (the 'how' - building an IDP to enable DevOps at scale). What is AI inference? Learn about common use cases of AI inference, AI using its training to make predictions. What is an AI workload? Understand what defines an AI workload and how to optimize infrastructure to handle the unique demands of machine learning models. What is idempotency? A property of API requests where performing the same operation multiple times has the same effect as a single one. What is a Kubernetes cluster? Learn more Kubernetes clusters, a group of nodes for containerized apps. What is agentic coding? Learn how agentic coding uses AI agents to automate complex programming tasks, boosting developer productivity and software quality. What is an application platform? Learn about what an application platform is and it's different types. What is API development? Learn about API development, the process of building and maintaining Application Programming Interfaces (APIs). What is API management? API management helps organizations with developing, designing, monitoring, testing, securing, and analyzing APIs. What is application monitoring? Application monitoring (APM) is collecting data to track app availability, bugs, resource use, and performance, ensuring an optimal end-user UX. What is batch inference? Learn about the use case cases of batch inferencing, asynchronous processing of data batches. What is cloud FinOps? Learn about the value of FinOps, the five key building blocks of cloud FinOps, and the benefits. What are containers? Learn about containers—lightweight packages of software that contain all of the necessary elements to run in any environment. What is containers as a service (CaaS)? Learn about Containers as a service (CaaS), a cloud service model that provides a managed and automated platform for container orchestration. What is containerization? Learn about how containerization bundles app code for easy development. What are containerized applications? Learn about containerized applications including the benefits and how the technology works. What is container orchestration? Learn more about how container orchestration can help deploy, scale, and manage applications. What is event driven architecture? Learn more about event-driven architecture, an architecture based on decoupled services. What is function as a service? Function-as-a-Service (FaaS) to build and deploy code as independent functions without managing underlying server hardware. What is hybrid cloud? Learn about a hybrid cloud approach where applications or their components run in a combination of on-premises and public cloud infrastructure. What is infrastructure as a code? Learn how Infrastructure as Code (IaC) automates environment provisioning, reducing manual errors and increasing deployment speed. What is internal developer platform? Internal Developer Platform (IDP) is a self-service interface of tools and services that helps software teams deliver software autonomously and faster. What is Istio? Learn about Istio and how it helps organizations run distributed, microservices-based apps anywhere. What is Kubernetes? Learn about Kubernetes (K8s), an open source system to deploy, scale, and manage containerized applications anywhere. What is legacy modernization? Learn about legacy modernization, the process of updating, replacing, or consolidating outdated computer systems, software, and applications (legacy systems) with modern, more efficient alternatives. What is low code? Learn about low code, a software development with minimal coding. What is low code vs. no code? Compare low-code vs. no-code platforms for app development; low-code for pros, no-code for non-technical users. What is no code? No-code development lets non-technical users build apps, websites, and workflows using visual, drag-and-drop tools, with zero coding required. Create Next.js App Follow this comprehensive guide to building and deploying high-performance Next.js applications on Google Cloud’s robust platform. What is observability? The ability to measure a system's internal state by examining its outputs, specifically logs, metrics, and traces. What is OpenTelemetry? Learn about OpenTelemetry, software and tools for capturing and exporting telemetry data from your cloud-native software and infrastructure. What is a private cloud? Discover more about private clouds and the major differences versus public clouds, advantages, disadvantages, and more. What is a public cloud? Learn about what a public cloud is, and the difference between a public and private cloud. What is Python hosting? Learn about python hosting, a server environment for Python code. What is serverless computing? Learn more about serverless computing, how it works, examples, and advantages versus disadvantages. Containers versus VMs (Virtual machines) Learn about the key differences between containers and virtual machines. What is Prometheus? Learn about the open source monitoring and alerting toolset primarily used for Kubernetes applications. What is REST API? REST API is an application programming interface that complies with the Representational State Transfer (REST) architectural style. What is test driven development? See how Test-Driven Development (TDD) principles amplify AI success by ensuring code reliability and faster deployment cycles for LLMs. What is web hosting? Web hosting is a service that stores your website's files on a server, making it easily accessible to users across the World Wide Web. What is cloud computing? Learn how cloud computing solves issues by offering scalable and on-demand services. Learn about the types and benefits of cloud computing. What are the advantages of cloud computing? Learn more about the advantages and disadvantages of cloud computing. What is a cloud service provider? Learn about the types of cloud service providers, examples, benefits, and how to choose a cloud service provider that works for you. What is cloud management? Learn more about cloud management, how it works, and the role cloud management plays. What is cloud native? Learn more about what it means to become "cloud native."

What is digital transformation? Learn about business digital transformation for business processes, culture, and customer experience. What are the different types of cloud computing? Learn about the different types of cloud computing models, the types of cloud computing services, and how they differ. What is high performance computing (HPC)? Learn about high performance computing and how it's used. What is microservices architecture? Learn how microservices architecture allows large applications to be separated into single services that are developed, deployed, and maintained independently. What is multicloud? Learn about multicloud, its benefits, challenges, multicloud management, use cases, and more. What is a virtual private server (VPS)? Learn about virtual private servers, how they work, and the difference between a VPS and a dedicated server. Data lake versus data warehouse Understand the key differences between data lakes and data warehouses. What is AI context engineering? The practice of refining and managing the information provided to AI models to improve response accuracy. What is Apache Hadoop? Learn the basics of Apache Hadoop, including what it is, how it’s used, and what advantages it brings to big data environments. What is Apache Iceberg? Learn about apache iceberg, an open source format for large analytic tables. What is Apache Kafka? Learn about Apache Kafka, a platform for collecting, processing, and storing streaming data. What is Apache Spark? Learn about Apache Spark, an analytics engine for large-scale data processing. What is big data? Learn about big data with an overview, characteristics, and examples. What is business intelligence? Learn about business intelligence (BI), the process of analyzing company data to improve operations. What is cloud analytics? Learn about cloud analytics including how it works and the different types available. What is cloud data warehouse? Explore the fundamentals of data warehousing and how it enables powerful analytics by centralizing diverse organizational datasets. What is data architecture? A framework for managing data assets and aligning them with business goals for better decision-making. What is a data cloud? Learn about how a data cloud works to provides an open, cloud-based data infrastructure. What is data governance? Learn about data governance—the practice of making data secure, accurate, and available. What is data integration? Learn about data integration—the process of unifying data from different sources into a more useful view. What is a data lake? Learn how data lakes store, process, and secure large amounts of data. What is a data lakehouse? Learn about data lakehouses, how they work, and some of the benefits of using one. What is data lineage? Understand data lineage to track the flow of information, ensure data quality, and simplify compliance across your data lifecycle. What is data mesh? Learn about data mesh architecture, a decentralized approach to data management that empowers teams and improves data accessibility. What are data products? Ready-to-use datasets or tools designed to solve specific business problems through accessible and reliable info. What is data as a product? A mindset treating datasets as high-quality, consumable products designed for use by internal or external teams. What is a data warehouse? Learn about data warehouses (DW), which are systems for data analysis and reporting. What is data warehouse as a service (DWaaS)? Discover more about data warehouse as a service offerings, benefits, and more. What is ELT? Learn about ELT, a data integration process for, extracting, loading, and transforming. What is ETL? Learn how ETL lets companies convert structured and unstructured data to drive business decisions. What is log analytics? The process of searching and analyzing computer-generated log data to improve system performance and security. What is medallion architecture? A data design pattern using bronze, silver, and gold layers to incrementally improve data quality and structure. What is predictive analytics? Learn how predictive analytics uses data, statistics, modeling, and machine learning to help predict and plan for future events, or find opportunities. What is Presto? Learn how Presto, an open source distributed SQL query engine created by Facebook developers, runs interactive analytics against large volumes of data. What is process mining? Understand how process mining uses data logs to visualize business workflows, identify bottlenecks, and improve overall efficiency. What is PySpark Learn how PySpark allows data engineers and data scientists to write familiar Python code that automatically distributes workloads across many computer clusters. What is streaming analytics? Learn about streaming analytics, which processes and analyzes data from sources that continuously send data. What is synthetic data? Artificially generated information that mimics the properties of real-world data for testing and training AI safely. What is time series? Learn how to model historical time-series data in order to make predictions about future time points and common use cases. Horizontal versus vertical database scaling Compare horizontal and vertical scaling to choose the best database infrastructure for your app. What are the differences between PostgreSQL and SQL Server? Learn about the key differences between PostgreSQL and SQL Server, the pros and cons of each, and which one may be the right fit for your project. What is an AI database? Learn the basics of AI databases and how they work. What is Apache Cassandra? Discover Apache Cassandra, a scalable NoSQL distributed database. What is change data capture? Master Change Data Capture (CDC) to enable real-time data integration and keep your databases synchronized across the enterprise. What is a cloud database? Learn about the different types of cloud databases, and how they're used in cloud computing. What are databases? Structured systems used to store, manage, and retrieve digital information efficiently for various applications. What is database migration? Learn about data and database migrations including the different types and how they work. What is database normalization? Explains database normalization: a process to efficiently organize data, reduce redundancy, and improve integrity using rules called normal forms. What is database sharding? A method of horizontal scaling that splits a large database into smaller, faster, more manageable pieces. What is data processing? Explore the methods of data processing that turn raw information into actionable insights for better business decision-making. What is document database? Discover the flexibility of document databases and how they store unstructured data to support modern, agile app development. What is a graph database? Discover how graph databases use nodes and edges to map complex relationships in data, perfect for fraud detection and social apps. What is a managed database service? Learn about managed database services including the basics, the benefits, and how to choose one. What is MongoDB? Explore MongoDB, a popular NoSQL database known for its flexible, document-oriented structure and high scalability for modern apps. What is MySQL? Learn about MySQL and its benefits and use cases. What is NoSQL? Learn more about NoSQL databases, how they work, and advantages versus disadvantages. What is pgvector? Learn how the pgvector extension enables PostgreSQL to store and search vector embeddings, powering AI-driven search capabilities. What is PostgreSQL? Learn about PostgreSQL including what it is, benefits, and use cases. What is Redis database? Learn about Redis including its definition, benefits, and use cases. What is a relational database? Learn about relational databases, the relational database model, its benefits, and examples. What are SQL databases? Learn about SQL and SQL databases including definitions, benefits, and use cases. What are transactional databases? Learn about transactional databases and their benefits. What is unstructured data? Learn what unstructured data is and why it matters for businesses. What is Valkey? Explore Valkey, the open-source high-performance data store, and see how it provides a powerful alternative for caching workloads. What is a vector database? Learn how vector databases store and query vector embeddings to enable efficient similarity search and build generative AI applications. What are arm based processors? Learn about arm based processors and how they can be an energy efficient CPU architecture. What is binary large object storage? Learn about binary large object storage, a method for storing large amounts of unstructured data—such as images, videos, audio files, and backups—as single objects (blobs) in a database. What is cloud architecture? Learn about how cloud architecture works, its components, layers, and more. What is cloud bursting? Learn how cloud bursting helps businesses handle sudden traffic spikes by seamlessly scaling on-premises loads to the public cloud. What is cloud elasticity? Cloud elasticity is the ability of a cloud system to automatically change its computing resources to match a changing workload in real time. What is cloud hosting? Learn about cloud hosting, how it works, and how it differs from web hosting and VPS. What is cloud migration? Learn more about the types of cloud migration, how it works, and the benefits of migrating to the cloud. What is cloud scalability? Discover how cloud scalability allows your infrastructure to grow or shrink dynamically to meet changing business and user demands. What is cloud storage as a service? Learn about cloud storage as a service, a business model where a cloud provider rents data storage to users over the internet. What is end user computing? Learn how end-user computing (EUC) empowers your workforce with secure, remote access to the applications and data they need daily. What is enterprise cloud computing? Enterprise cloud computing is a framework helping large organizations modernize IT by combining cloud flexibility with necessary control and security. What is inference optimization? Techniques used to make AI models run faster and use less memory when making predictions or generating content. what is IaaS? Learn about Iaas (infrastructure as a service), a computing model that offers resources on demand to businesses and individuals using the cloud. What is load balancing? Learn about load balancing in the cloud, how it works, common uses, and more. What is PaaS (Platform as a Service)? Learn how PaaS solutions work, their benefits, and the differences between PaaS, IaaS, and SaaS. PaaS versus IaaS versus SaaS versus CaaS: How are they different? Learn the differences between the PaaS, IaaS, SaaS, and CaaS cloud computing models. What is server hosting? Server hosting provides remote access to physical or virtual servers, allowing businesses to store files, applications, and data for online access. What is software as a service (SaaS)? Learn about SaaS including definition, how it works and why it's important. What is serverless architecture? Learn about serverless architecture including how it works and examples of serverless architecture. What is video on demand (VOD)? Learn about how video on demand distribution systems and infrastructure help to deliver on-demand streaming globally. What is virtual desktop infrastructure? Understand Virtual Desktop Infrastructure (VDI) and how it delivers secure, managed desktop environments to any device, anywhere. What are virtual machines? Learn how virtual machines (VM) run programs and operating systems, store data, connect to networks, and more. What is a virtual server? Learn about virtual servers, how they re-create the functionality of a physical server, and how they are configured so that multiple users can share their processing power. What is virtual hosting? Learn about virtual hosting, a method that allows a single physical server to host multiple websites. Threat intelligence examples Real-world applications of data-driven insights used to identify, track, and mitigate cyber threats and attacks. What is cloud security? Learn about cloud security, why it's important, how it works, and the most common cloud security strategies. What is cloud data security? Learn how cloud data security measures help to protect and secure data as it moves in and out of the cloud. What is cloud network security? Learn how cloud network security measures are used to protect public, private, and hybrid cloud networks. What is disaster recovery? Learn about disaster recovery and how Google Cloud covers cost, recovery, and scale, with disaster recovery as a service (DRaaS). What is encryption? Learn about the different types of encryption, how it works, the importance of data encryption, and more. What is an incident response plan template? Use this incident response plan template to prepare your team for security threats and ensure a fast, organized recovery process. How to reduce mttr? Learn effective strategies to reduce Mean Time to Repair (MTTR), helping your IT teams resolve incidents faster and minimize downtime. What is SIEM? Explore Security Information and Event Management (SIEM) and how it provides real-time analysis of security alerts across networks. What is TDIR? Discover Threat Detection, Investigation, and Response (TDIR) strategies to modernize your security operations and stop attackers. What is a security operation center? Build a stronger security posture with a Security Operations Center (SOC) framework designed to detect and respond to threats. What is threat intelligence? Evidence-based knowledge about existing or emerging hazards to assets that helps inform security decisions. What is threat hunting? Learn the proactive art of threat hunting to search for hidden attackers and vulnerabilities within your network before they strike. What is zero-trust security? Learn more about the zero-trust security model, how it works, and why you may want to use a zero-trust model. What is Cloud Storage? Learn more about the types of Cloud Storage, its benefits, and how it works. What is object storage? Learn about object storage and its most common use cases. Object versus block versus file storage Learn the differences between object storage, block storage, and file storage. Take the next step Tell us what you’re solving for. A Google Cloud expert will help you find the best solution. Work with a trusted partner Find a partner Start using Google Cloud Try it free Deploy ready-to-go solutions Explore marketplace