Add Gemini capabilities to your Android app

Learn how to add a simple Gemini API feature to an Android app with Vertex AI for Firebase.

• Android

Getting started with the Gemini API and Web apps

Learn how to use the Gemini API and the Google AI JavaScript SDK to prototype generative AI for web apps. Use the Google AI JavaScript SDK to make your first generative AI call using the Gemini API in your client-side web application. Explore a sample application and learn how to make multimodal prompts (that combine image and text).

• Vertex AI in Firebase
• Gemini

Getting started with the Gemini API and Dart and Flutter

Learn how to use the Gemini API and the Google AI Dart SDK to prototype generative AI in Dart and Flutter applications.

• Flutter
• Gemini
• Vertex AI in Firebase

Getting started with the Gemini API and Swift

Learn how to use the Gemini API and the Google AI Swift SDK to prototype generative AI with Swift. Use the Google AI Swift SDK to make your first generative AI call using the Gemini API in your application. Explore a sample application and learn how to make multimodal prompts (that combine image and text).

• Gemini
• Vertex AI in Firebase

Learn Forms

A course about HTML forms to help you improve your web developer expertise.

Learn Responsive Design

A course exploring all aspects of responsive design. Learn how to make sites that look great and work well for everyone.

Building AI Agents with Vertex AI Agent Builder

In this codelab you’ll learn how to build and deploy generative AI agents using Google Cloud’s powerful tools and infrastructure. We’ll cover the essential concepts and walk you through the initial steps to get your first agent up and running.

Trusted Space codelab

In this codelab, you’ll learn how to run AI/ML workload with an accelerator using the Trusted Space solution.

Cloud Run and serverless computing

Learn about Cloud Run services for containers that serve web requests and Cloud Run jobs for containers that run to completion and don't serve requests.

Getting started with the Gemini API and Android

Learn how to use the Gemini API and the Google AI SDK to prototype generative AI in Android applications.

• Gemini
• Vertex AI in Firebase
• Android

Message your users with FCM and FIAM on Android

Learn how to communicate with users and build business with Firebase Cloud and In-App Messaging.

• Firebase In-App Messaging
• Firebase
• Firebase Cloud Messaging

Build robust, distributed leaderboards with Cloud Firestore

Learn how to build leaderboards that scale and meet the needs of your users with Cloud Firestore.

• Firebase

Add Firebase to your Flutter app

Learn how to integrate Firebase products to your Flutter app, for seamless frontend and backend mobile app development.

• Flutter
• Firebase Authentication
• Firebase

Deploy a full stack JavaScript application to Cloud Run with Cloud SQL for PostgreSQL

Cloud Run is a fully managed platform that enables you to run your code directly on top of Google's scalable infrastructure. This Codelab will demonstrate how to connect a Next.js application on Cloud Run to a Cloud SQL for PostgreSQL database. In

Build a list-detail layout with activity embedding and Material Design

Activity embedding enables activity-based apps to support two-pane layouts on large screens with no code refactoring. You add some dependencies, create an XML configuration file, implement an initializer, and make a few additions to the app manifest. Or, if you prefer working in code, you can make a few Jetpack API calls from the onCreate() method of the main activity. In this codelab, you will use both the XML and API development approaches to update an activity-based app to a list-detail, two-pane layout.

• Android

Build a modern three-tier architecture web application with Cloud Run

Learn how to build a multi-tier web application with a Golang backend running on Cloud Run and using a CloudSQL database.

• Cloud SQL for PostgreSQL
• Cloud Run
• Cloud Memorystore

Build a microservice-based ecommerce web application with Kubernetes

Learn how to build a distributed, scalable ecommerce web app using microservices on Kubernetes.

• Google Kubernetes Engine (GKE)

Develop Java Apps on Google Cloud - Google for Developers

Learn to build, containerize, and deploy Java Spring Boot apps on Google Cloud.

• Cloud SQL
• Cloud Shell
• Cloud Run
• App Engine
• Google Kubernetes Engine (GKE)

Build a serverless ecommerce web app with Python, Cloud Run, Cloud SQL, and Firebase

Learn how to build a modern serverless ecommerce web app using a Django and Cloud Run backend, Cloud SQL data storage, and Firebase.

• Cloud Run
• Cloud Storage
• Cloud SQL for PostgreSQL
• Firebase Hosting

Learn Privacy

A course to help you build more privacy-preserving websites.

Learn Performance

This course is designed for those new to web performance, a vital aspect of the user experience. It covers key web performance concepts and techniques for improving performance.

Learn PWA

A course that breaks down every aspect of modern progressive web app development.

Learn Testing

An in-depth course on software testing.

Learn HTML

This HTML course for web developers provides a solid overview for developers, from novice to expert level HTML.

Learn Accessibility

An evergreen accessibility course and reference to level up your web development.

Learn Images

An in-depth course on images for the web.

Learn CSS

An evergreen CSS course and reference to level up your web styling expertise.

Build your first web app with Firebase

Learn the basics of the Firebase app development platform and build your first app using Firebase.

• Firebase Hosting
• Firebase
• Firestore
• Firebase Authentication

Develop locally with Firebase

Learn to develop and run apps in local environments with Firebase.

• Firebase Realtime Database
• Firebase
• Firestore
• Firebase Authentication
• Cloud Storage for Firebase
• Cloud Functions for Firebase
• Firebase Hosting

Bring Google's Places data into your Android app

Learn about the Places SDK for Android and build Android apps in Kotlin that incorporate data about real world places.

• Google Maps Platform
• Places SDK for Android

Leveraging the Gemini Pro Vision model for image understanding, multimodal prompts and accessibility

Explore how you can use the new Gemini Pro Vision model with the Gemini API to handle multimodal input data including text and image prompts to receive a text result. In this solution, you will learn how to access the Gemini API with image and text data, explore a variety of examples of prompts that can be achieved using images using Gemini Pro Vision and finally complete a codelab exploring how to use the API for a real-world problem scenario involving accessibility and basic web development.

• Gemini

Getting started with Spanner Vector Search

In this codelab, you will create a Spanner instance and perform similarity search on vector embeddings using Spanner’s built-in vector search and integration with Vertex AI models.

Streetscape Geometry and Rooftop anchors

Learn about the Streetscape Geometry and Rooftop anchors APIs in ARCore, which help you understand building data up to 100 meters.

Scene Semantics and Geospatial Depth

Learn about the Scene Semantics and Geospatial Depth APIs in ARCore, which provide a richer understanding of the environment.

Aidemy: Building Multi-Agent Systems with LangGraph, EDA, and Generative AI on Google Cloud

To develop a functional AI-powered teaching assistant system called “Aidemy” on Google Cloud Platform, showcasing the power of multi-agent systems. Gain practical experience in designing, building, and deploying a complex multi-agent system on Google Cloud, mastering key concepts in LLM application development, and understanding the benefits of event-driven architectures.

Your First Health Connect Integrated App

In this Codelab, you’ll build a health and fitness app that supports reading and writing to Health Connect.

• Android

Toy Store Search App with Cloud Databases, Serverless Runtimes and Open Source Integrations

In this codelab, you’ll build a RAG based Vector Search application designed to find matching toys for customer search (through texts and images), create custom toys based on user request and predict price for the custom-created toy using AlloyDB, Gemini, Imagen, LangChain4j and GenAI Toolbox for Databases.

Private Service Connect Interface Vertex AI Pipelines

In this tutorial you’ll learn how to configure and validate the Private Service Connect Vertex AI Pipelines

Add push notifications to an iOS app

In this codelab, you’ll add push notifications to an iOS app with Firebase Cloud Messaging.

• Firebase

AngularFire web codelab

In this codelab, you’ll learn how to use the Firebase platform on the web by building a chat app.

• Firebase App Hosting
• Firebase

AI-powered content search

Learn how to build a generative-AI conversational search application capable of answering questions related to a project or product.

Getting started with Google AI Studio and the Gemini API using Node.js

Learn how to prototype text-based prompts with Google AI Studio and get started writing your first Gemini API Node.js script.

• Gemini

Building an LLM and RAG-based chat application using AlloyDB AI and LangChain

In this codelab you’ll learn how to create an AlloyDB cluster, deploy GenAI Databases Retrieval Service for databases and create a sample application using the service.

• AlloyDB for PostgreSQL

Accelerating analytical queries with columnar engine in AlloyDB Omni.

In this codelab you’ll learn how to deploy AlloyDB Omni on a compute VM, load data and use AlloyDB Columnar Engine to improve performance

• AlloyDB for PostgreSQL

Getting started with Vector Embeddings with AlloyDB AI

In this codelab you’ll learn how to use AlloyDB AI in combination with vector search and create an index on the vector data

• AlloyDB for PostgreSQL

AlloyDB Omni and Local AI Model on Kubernetes.

In this codelab you’ll learn how to deploy AlloyDB Omni on a GKE cluster, deploy an I model to the same cluster, register the model in the AlloyDB Omni and make them working together

• AlloyDB for PostgreSQL

A Tour of Gemini Code Assist Standard and Enterprise for Developers in Google Cloud Shell Editor

In this codelab, you’ll use Gemini Code Assist, an AI-powered collaborator in Google Cloud. You’ll get familiar with how you can use Gemini Chat and inline code assistance to generate code, understand code and other AI assisted coding tasks.

Getting started with Vector Embeddings in Cloud SQL for PostgreSQL

In this codelab you’ll learn how to use Cloud SQL AI integration in combination with vector search and create an index on the vector data

• Cloud SQL

Applied ML with Keras

Train and deploy your own basic text classification model using this project guide.

Serving AVIF Images

Images account for more than 60% of the bytes on average needed to load a web page. Using AVIF you can make your images smaller and make your website load faster. AVIF is an image format derived from the AV1 video bitream. AVIF was built for

Create Your First 3D Map

This codelab is intended to help you understand how to create your first 3D Map using Photorealistic 3D Maps in Maps JavaScript. You will learn the basics about loading the right components of the Maps Javascript API, displaying your first 3D Map and

• Google Maps Platform
• Maps JavaScript API

How to create a Private Service Connect for AlloyDB

In this codelab you’ll learn how to create a Private Service Connect for AlloyDB

• AlloyDB for PostgreSQL

Build a Gemini-Powered YouTube Summarizer

In this codelab you’ll learn how to create a Gemini-powered video summarizer that can summarize YouTube videos.

Add markers and animation to a 3D Map

This tutorial explores how to add and style 3D markers in your application. You'll also learn how to animate your application by flying to and around specific locations. This tutorial builds on the concepts covered in the first codelab. If you

• Google Maps Platform
• Maps JavaScript API

How to create a Private Service Connect for Cloud SQL

In this codelab you’ll learn how to create a Private Services Connect for Cloud SQL

• Cloud SQL

Installing and Setting-up Toolbox for your Gen AI & Agentic Applications on AlloyDB

In this codelab, you’ll build and deploy a Toolbox for your Price Prediction Application that uses AlloyDB and generative AI features using Gen AI Toolbox for Databases service.

Practical observability techniques for Generative AI application in Go

Gen AI applications require observability like any other. Are there special observability techniques require for Generative AI? In this lab, you will create a simple Gen AI application. Deploy it to Cloud Run. And instrument it with essential

Build with Firebase Data Connect

Learn how to build a web app with Firebase Data Connect and GraphQL

• Firebase

Measure ad conversions

How to measure when an ad click or view leads to a purchase or other events

• Privacy Sandbox
• Attribution Reporting API

Learn Android XR Fundamentals: Part 1 - Modes and Spatial Panels

In this codelab, you’ll learn about the unique user experiences that are made possible by the XR form factor. Then, you’ll learn the fundamentals of how apps can be adapted to make the most of running on an Android XR headset by using the composables provided by the Jetpack Compose XR library.

• Android

Codelab - Build a contextual Yoga Poses recommender app with Firestore, Vector Search, Langchain and Gemini (Python version)

This codelab guides you through creating a knowledge-driven Yoga pose recommender app. The app answers user questions by suggesting matching yoga poses. You’ll learn to build a Firestore Collection of yoga poses from a Hugging Face dataset, set up Firestore Vector Search, and integrate everything into a Flask application.

• Cloud Run

Practical observability techniques for Generative AI application in Javascript

Gen AI applications require observability like any other. Are there special observability techniques require for Generative AI? In this lab, you will create a simple Gen AI application. Deploy it to Cloud Run. And instrument it with essential

Practical observability techniques for Generative AI application in Python

Gen AI applications require observability like any other. Are there special observability techniques require for Generative AI? In this lab, you will create a simple Gen AI application. Deploy it to Cloud Run. And instrument it with essential

Practical observability techniques for Generative AI application in Java

Gen AI applications require observability like any other. Are there special observability techniques require for Generative AI? In this lab, you will create a simple Gen AI application. Deploy it to Cloud Run. And instrument it with essential

Building Applications in the AI Era

In this lab, you will use Google's generative AI products to build infrastructure in Google Cloud with the aid of Gemini Cloud Assist, query BigQuery data using natural language to SQL features of Data Canvas, write code in Colab Enterprise Jupyter

Get started with the Google Pay API for Web

Learn how to integrate the Google Pay API into your website.

• Google Pay

Incorporating generative AI into your game development process with Gemini and Gemma AI

Learn how generative AI can be used in different stages of game development from preproduction to in-game solutions using Gemini AI and Gemma model.

• Gemini

Build a contextual Yoga Poses recommender app with Firestore, Vector Search and Gemini 2.0!

In this codelab, you’ll build a knowledge-driven contextual Yoga Poses search app designed to answer user questions on Yoga poses to match with their questions. It also allows administrative tasks like creating and editing Yoga poses.

Codelab - Build a contextual Yoga Poses recommender app with Firestore, Vector Search, Langchain and Gemini (Node.js version)

This codelab guides you through creating a knowledge-driven Yoga pose recommender app. The app answers user questions by suggesting matching yoga poses. You’ll learn to build a Firestore Collection of yoga poses from a Hugging Face dataset, set up Firestore Vector Search, and integrate everything into a Node.js application.

• Cloud Run

App Mod Workshop

In this codelab, you will modernize an old PHP application to Google Cloud, containerize it, deploy to Cloud Run and connect it to Cloud SQL. Moreover, you will explore Application CI/CD with Cloud Build and you will secure it with Secret Manager.

Private Service Connect - Using PSC Backends to Access a Producer Service

In this codelab, you will learn how to use PSC Backends with the Global External Application Load Balancer to access a producer service in another network.

Generate a summary report with aggregate reporting

Summary reports are a powerful tool for examining your data from Attribution Reporting and Private Aggregation. This pathway will take you through the key concepts and tooling needed to enable you to build effective reports.

• Privacy Sandbox
• Attribution Reporting API
• Private Aggregation API

Build an Android app with Jetpack Compose and Firebase

Learn how to build an Android app that follows the Model-View-ViewModel (MVVM) architecture and prepare a codebase to use different environments with Jetpack Compose and Firebase.

• Android
• Firebase

Build an Android app with Firebase and Jetpack Compose

Build features of a to-do list Android app by adding authentication, performance monitoring, a declarative UI, and feature flagging – all with Firebase and Jetpack Compose.

• Firebase Authentication
• Firestore
• Firebase Remote Config
• Firebase
• Firebase Performance Monitoring

Work with Aggregation Service on AWS

To perform this Codelab, a few prerequisites are required. Each requirement is marked accordingly whether it is required for "Local Testing" or "Aggregation Service". Local Testing will require the download of the Local Testing Tool. The tool will

Work with Aggregation Service on Google Cloud Platform (GCP)

Estimated time to complete: 1-2 hours There are 2 modes for performing this codelab: Local Testing or Aggregation Service. The Local Testing mode requires a local machine and Chrome browser (no Google Cloud resource creation/usage). The Aggregation

VPC Service Controls - BigQuery Data Transfer Service Protection

In this lab, we will learn how to protect BigQuery Data Transfer Service, using VPC Service Controls, while transferring data from Cloud Storage to a BigQuery dataset. We then protect Cloud Storage and repeat the process to transfer data from Cloud

Adding in-app purchases to your Flutter app

In this codelab, you’ll add in-app purchases to a Flutter app that are verified and managed using a Dart backend service.

• Flutter

Add Firestore Vector Search to your mobile apps with Firebase Extensions

Learn how to use Firestore Vector Search

• Firebase

Add new functionality to your web app quickly with Firebase Extensions

In this codelab, you’ll add functionality to an online marketplace web app using Firebase Extensions.

• Firebase Realtime Database
• Firebase
• Firebase Extensions

Cloud Firestore iOS Codelab

In this codelab you’ll learn how to build an iOS app that uses Cloud Firestore.

• Firebase

Cloud Firestore Web Codelab

In this codelab, you’ll learn how to build a web app that uses Cloud Firestore.

• Firebase

Cloud Firestore Android Codelab

In this codelab you’ll learn how to build an Android app that uses Cloud Firestore.

• Firebase

Automatically Deploy Generative AI Node.js Genkit Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Node.js Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Python Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Next.js Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Go Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Java Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Angular Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Go with Genkit Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

Automatically Deploy Generative AI Svelte Web Application from Version Control to Cloud Run

Deploying a web application for the first time can be intimidating. Even after the first deployment, if the process is too much work, you might avoid deploying new versions of your application. With continuous deployment, you can automatically deploy

How to Schedule a Cloud Run Job within a VPC Service Controls perimeter

Learn how to run a Cloud Run Job on a schedule inside a VPC SC perimeter using Cloud Scheduler and a Cloud Run service

• Cloud Run

Enable Private Service Connect on existing Cloud SQL instance running PSA (Terraform)

Enable PSC attachment on existing CloudSQL instance which has private service access networking enabled. Then connect to it via PSC endpoint in another project

• Cloud SQL

Android Basics with Compose

Learn the basics of building Android apps with Jetpack Compose, the recommended UI toolkit for building Android apps

• Android

Your first Flutter app

In this codelab, you’ll learn how to build a Flutter app that generates random, cool-sounding names.

• Flutter

Build apps with Flutter

Learn to build beautiful, natively compiled desktop, mobile, and web applications from a single codebase with Flutter.

• Flutter

Connecting to CloudSQL via Private Service Connect (Terraform)

Create a CloudSQL instance with PSC service attachment. And Connect to it via PSC endpoint in another project

• Cloud SQL

Using IPv6 Static Routes next hop instance (untagged and tagged), next hop address and next hop gateway

In this codelab you’ll learn how to use ipv6 static routes with new next-hop attributes such as next-hop-instance, next-hop-gateway and next-hop-address

Gemini in Java with Vertex AI and LangChain4j

In this codelab, you’ll chat with your users, ask questions about your documentation, or extend a model with function calling, using Generative AI in Java, integrating the Gemini large language model on Vertex AI, and leveraging the LangChain4j framework

Build gen AI features powered by your data with Firebase Genkit

Learn how to use Firebase Genkit to build generative AI features with the app development skills and tools you already know.

• Firebase Genkit
• Firestore
• Firebase
• Firebase App Hosting

Creating a multiplayer crossword with Gemini, Flutter, and Firebase

Learn how the Google engineering teams created a multiplayer crossword using Gemini, Flutter, and Firebase.

• Flutter
• Firebase

Understanding Interaction to Next Paint (INP)

An interactive demo and codelab for learning about Interaction to Next Paint (INP). The code is found in the the web-vitals-codelabs repository. Located at the top of the page is a Score counter and Increment button. A classic demo of reactivity and

Engage Wear OS users in new ways with the Ongoing Activity API

With the Ongoing Activity API in Wear, developers can engage users from the watch face as well as the app launcher with minimal amount of code and allow those users to jump back into the app for important activities with a simple tap.

• Wear OS
• Android

Use SQL to read and write to a database

Learn the core concepts of relational databases and learn to read and manipulate a database using SQL.

How to Transact Digital Assets with Multi-Party Computation and Confidential Space

In this codelab, you’ll learn how to use Confidential Space to transact digital assets with multi-party computation.

JIRA User Stories Implementation with GenAI

JIRA user stories implementation with GenAI

Add a user authentication flow to a Flutter app using FirebaseUI

In this codelab, you’ll learn how to add Firebase Authentication to a Flutter app with only a few lines of code.

• Flutter
• Firebase
• Firebase Authentication

Learn JavaScript

An in-depth course on the basics of JavaScript.

Cloud NGFW Enterprise Codelab [w/ TLS Inspection]

In this codelab, you will learn how to use Cloud NGFW Enterprise to achieve Threat Prevention with TLS inspection.

Securing ML models and Intellectual Property using Confidential Space

In this codelab, you’ll learn how to secure machine learning models and intellectual property using Confidential Space

Build a Fast Checkout Experience on Android with Google Pay

Google Pay API gives users the opportunity to pay everywhere, using the payment information stored in their Google Accounts. In this lab, you make use of Google Pay's client library for Android to improve the checkout experience of a simplified

• Google Pay
• Google Pay API

Signed container image codelab

In this codelab, you’ll learn how to leverage the signed container image feature to improve usability of Confidential Space.

Private Service Connect - Using PSC Backends to access regional Google APIs

In this codelab, you will learn how to use Private Service Connect to access regional Google APIs. This codelab will walk through setting up a PSC network endpoint group as a backend with an internal application load balancer.

Test B&A for Web end-to-end locally

Bidding & Auction Services (B&A) is comprised of 4 services for buyers and sellers to facilitate a Protected Audience auction: Buyer stack: Seller stack: This codelab takes you through setting up and testing the end-to-end setup in your local

Private Service Connect Port Mapping for Service Producers

In this codelab, you will learn about the Port Mapping feature for Private Service Connect. You will learn why it’s useful, when to use it, and how to configure it in your environment as a service producer.

Deploy a JavaScript application to Cloud Run with Cloud SQL for PostgreSQL

Cloud Run is a fully managed serverless platform that enables you to run stateless containers that are invocable via HTTP requests. This Codelab will demonstrate how to connect a Node.js application on Cloud Run to a Cloud SQL for PostgreSQL

Deploy a JavaScript application to Cloud Run with AlloyDB

Cloud Run is a fully managed serverless platform that enables you to run stateless containers that are invocable via HTTP requests. This Codelab will demonstrate how to connect a Node.js application on Cloud Run to AlloyDB securely with a service

(Deprecated) Build a musical game using Oboe

Learn how to build a musical game with the Oboe library.

(Deprecated) Automated Accessibility Testing using Espresso

In this codelab, you’ll learn the fundamentals of accessibility testing using Espresso.

(Deprecated) Advanced Android in Kotlin 05.3: Testing Coroutines and Jetpack integrations

In this codelab, you learn how to test coroutines, ViewModel scoped coroutines, and Room, and implement end-to-end testing for your Kotlin Android app.

(Deprecated) Advanced Android in Kotlin 05.2: Introduction to Test Doubles and Dependency Injection

In this codelab you’ll learn to set up manual dependency injection, a service locator, and how to use fakes and mocks in your Android Kotlin apps. In doing so, you’ll learn how to test a repository and write fragment integration tests.

(Deprecated) Advanced Android in Kotlin 05.1: Testing Basics

Learn the basics of testing your Android Kotlin apps. In this codelab you’ll learn to run tests, write basic tests, work with AndroidX Test, as well as test ViewModel and LiveData.

(Deprecated) On Demand Modules

With the Android App Bundle and Google Play’s Dynamic Delivery, your app can download dynamic feature modules on demand to devices running Android 5.0 (API level 21) and higher. Your app simply needs to call APIs in the Play Core Library to download and install those modules as required, and the Google Play Store pushes only the code and resources needed for that module to the device. You can also use this API to download on demand modules for your instant app.

(Deprecated) Tweakr: Wizard of Oz Prototyping and Remote Control with Firebase + Android

Calling all prototypers and motion designers! Are you sick of tweaking one value in your animation and having to wait minutes to compile and see your change? Ever want to hand someone a prototype, and let them try it with various options you can adjust on the fly? Do you get tingles when someone mentions “one-line solution”?

(Deprecated) People: Conversations and Bubbles

This codelab demonstrates how to show conversational notifications as Bubbles on Android 11.

(Deprecated) Direct Share to an Android app

Direct Share makes sharing content quicker and easier. In this codelab, you’ll build an app that is able to display a list of contacts in the system Intent chooser dialog so you can jump directly into the app to make the sharing process seamless.

(Deprecated) Two-way communication without internet

Learn how to connect your users with each other even when no internet is available

(Deprecated) Create different versions of your app using build variants

In this codelab, you build a default (“demo”) and premium (“full”) version of the DiceRoller app using build variants.

• Android

(Deprecated) Migrating your Dagger app to Hilt

In this codelab, you’ll migrate an Android app that uses Dagger as the Dependency Injection library to Hilt.

Integrate Firebase with a Next.js app

Learn how to integrate Firebase with a Next.js app.

• Firebase
• Firebase App Hosting

Building MLOps Workflows with Airflow 2 on GKE

In this tutorial, you will learn how to train and run a model with vLLM on GKE through an Airflow DAG.

(Deprecated) Learn Jetpack Navigation

Learn how to implement common navigation requirements for Android apps. Navigation Components handle fragment transactions, up/back stack, navigation UI patterns like navigation drawers, deep links and more. You’ll also explore the type safe args plugin and the Navigation Editor in Android Studio.

(Deprecated) Using Dagger in your Android app - Kotlin

In this codelab, you’ll build an Android app that uses Dagger to do Dependency Injection.

(Deprecated) Data Binding in Android

In this codelab you’ll learn how to use the Data Binding library. The Data Binding Library allows you to bind UI components in your layouts to data sources in your app using a declarative format rather than programmatically. You’ll learn to set it all up, use layout expressions, work with observable objects, and create custom Binding Adapters to reduce boilerplate to a minimum.

(Deprecated) Learn advanced coroutines with Kotlin Flow and LiveData

In this codelab, you’ll build a coroutine-based Android app that uses Architecture Components to fetch data from the network and a Room database.

(Deprecated) Using Hilt in your Android app

In this codelab, you’ll build an Android app that uses Hilt to do Dependency Injection.

(Deprecated) Use Kotlin Coroutines in your Android App

In this codelab, you’ll build a coroutine-based Android app that uses Architecture Components to fetch data from the network and a Room database.

(Deprecated) Building a Data Layer

In this codelab, you learn about the data layer in Android app architecture. You build repositories, data models, and data sources to read and write data to a local database and a network service.

Jetpack Compose Navigation

In this codelab, you’ll learn all about the basics of Navigation in Compose.

• Android

Validate Places API requests with Firebase AppCheck and reCAPTCHA

In this codelab you’ll learn how to validate a Web application with Firebase AppCheck and reCAPTCHA before making requests to Places API

• Google Maps Platform
• Maps JavaScript API

Build a Smart Shopping Assistant with AlloyDB and Vertex AI Agent Builder - Part 1

In this codelab, you’ll build a knowledge-driven chat application designed to answer customer questions, guide product discovery, and tailor search results for an ecommerce dataset

(Deprecated) Use ConstraintLayout to design your Android views

In this codelab, you’ll learn how to use Android Studio’s Layout Editor to build your views using ConstraintLayout.

(Deprecated) Android Paging Basics

In this codelab, you integrate the Paging library into an app that shows a list. The Paging library helps you load and display pages of data from a larger dataset from local storage or over network.

(Deprecated) Kotlin Bootcamp for programmers: Welcome to the course

Welcome to the Kotlin bootcamp for programmers training course.

(Deprecated) Android Paging Advanced codelab

In this codelab, you modify a sample app to incorporate the Paging Library, which reduces the app’s memory footprint.

(Deprecated) Kotlin Bootcamp for Programmers 1: Get started

In this codelab, you learn some of the advantages of using Kotlin, and you install the necessary tools (JDK+IDE).

(Deprecated) Create Hello-CMake with Android Studio

In this codelab, you’ll learn how to use Android Studio 4.0+ C++ template

(Deprecated) Android Sleep API Codelab

Learn how to register for the Android Sleep API to get the SleepSegmentEvents and SleepClassifyEvents.

(Deprecated) Login with Biometrics on Android

In this codelab you will add biometric authentication to your app as part of your login process. You will not replace your current login process – users can still log in with their account password. Instead, you will augment your login process, giving users the convenience to not have to remember their password every time they open your app. The codelab shows how to ask users to opt-in and then how to store the server generated user token behind biometric authentication.

Basic layouts in Compose

In this codelab, you’ll learn how to implement real-world designs with the composables and modifiers that Compose provides out of the box.

• Android

(Deprecated) Build an app that runs on a work profile

In this codelab, you’ll be making changes to an app to provide a better user experience when run on a managed device with a work profile.

(Deprecated) Android Network Security Configuration Codelab

In this codelab, you’ll explore the Network Security Configuration on Android and encounter some common pitfalls around establishing secure network communications.

(Deprecated) Converting to Kotlin

In this codelab, you’ll learn how to convert your Java code to Kotlin

(Deprecated) Android Room with a View - Kotlin

In this codelab you’ll build an Android app in Kotlin that uses Android Architecture Components (RoomDatabase, Entity, DAO, AndroidViewModel, LiveData) together with Kotlin coroutines. This sample app stores a list of words in a Room database and displays it in a RecyclerView. You will implement this app using the recommended Android architecture using these components.

(Deprecated) Android Room with a View - Java

In this codelab you build an app that uses Android Architecture Components (RoomDatabase, Entity, DAO, AndroidViewModel, LiveData) and implements the recommended architecture for these components. The sample app stores a list of words in a Room database and displays it in a RecyclerView.

Web app manifest

The web app manifest is a JSON file that defines how the PWA should be treated as an installed application, including the look and feel and basic behavior within the operating system.

Revision 2024 Q4: Learn how to simplify auth journeys using Credential Manager API in your Android app

Learn how to implement Credential Manager API to provide seamless & secure auth. in your app using passkeys or password.

Google Pay API for Web 201: Advanced

This codelab is a continuation of Google Pay API for Web 101: Basics and relies on code written in that codelab. In order to complete this codelab, be sure to complete that one first. This is a brief overview of the ButtonOptions. Consult the

• Google Pay

Use Actions on Google to make your home smarter

Learn to build a smart home Action for the Google Assistant to control connected devices.

• Google Assistant

Exploratory data analysis of Iowa liquor sales using the BigQuery DataFrames package

In this lab, you will use BigQuery DataFrames from a Python notebook in BigQuery Studio to clean and analyze the Iowa liquor sales public dataset.

Get insights from structured and unstructured data using the AI-capable BigQuery DataFrames package

In this lab, you will use BigQuery DataFrames from a Python notebook in BigQuery Studio to gain insights from unstructured data using Python.

Shared Storage URL Selection use cases

Learn how to create an audience to target your ads

• Privacy Sandbox
• Shared Storage API

Create and target ad audiences

Learn how to create an audience to target your ads

• Privacy Sandbox
• Protected Audience API

Work with Attribution Reporting

Learn the essentials for event-level conversion measurement with the Attribution Reporting API.

• Privacy Sandbox
• Attribution Reporting API

Sell ad spaces with a Protected Audience auction

Learn how to sell ad spaces with a Protected Audience auction

• Privacy Sandbox
• Protected Audience API

Artifact Registry Deep Dive

Artifact Registry is the fully-managed package manager for and provides a unified tool to manage your OCI container images and language packages (such as Maven and npm). Artifact registry is fully integrated with Google Cloud wide range of other

Animations in Flutter

In this codelab, you will learn how to use animations in Flutter. You will build a widget that animates both size and color, adds a 3D card flip effect, utilizes effects from the animations package and adds Android’s predictive back gesture support.

• Flutter

Manage FHIR resources using FHIR Engine Library

In this codelab, you'll build an Android app using FHIR Engine Library. Your app will use FHIR Engine Library to download FHIR resources from a FHIR server, and upload any local changes to the server. If you haven't built Android apps before, you can

• Open Health Stack

Capture and process health data with Structured Data Capture Library

In this codelab, you'll learn how to build an Android app with Structured Data Capture Library. Your app will use the Structured Data Capture Library to render and process FHIR Questionnaires and responses. This codelab is focused on Structured Data

• Open Health Stack

Learn Car App Library fundamentals

In this codelab, you learn the fundamentals of the Car App Library. This library is used to build apps for Android Auto and Android Automotive OS, which can be used both while parked and driving. You learn how to reuse your implementation across both platforms and have it handle the hard stuff, like different screen configurations and input methods.

• Android Auto
• Android

Enable local fulfillment for Cloud-to-cloud integrations

Learn to enable local fulfillment with the Local Home SDK to enhance smart home integrations with the Assistant.

• Google Assistant
• Cloud-to-cloud
• Google Home

Secure shared data in use with Confidential Space

In this codelab, you’ll learn how to secure multi-party data sharing while preserving confidentiality using Confidential Space

Debugging the Local Home

Learn how to use GCP Metrics and Logging to identify and resolve production issues. Learn how to use the Test Suite to identify functional and API issues. Learn how to use Chrome Dev Tools while developing your Local Home app.

• Google Assistant
• Cloud-to-cloud
• Google Home

Enhance and secure your Cloud-to-cloud integrations

Learn to enhance and secure your Cloud-to-cloud integration through customizable device traits and secure them with two-factor authentication.

• Cloud-to-cloud
• Google Home
• Google Assistant

Implement CameraStream with WebRTC

Learn how to stream from a webcam to a Google Nest display device with the CameraStream trait and WebRTC.

• Cloud-to-cloud
• Google Assistant
• Google Home

Connect smart home devices to the Google Assistant

Build and deploy a Cloud-to-cloud integration to integrate a virtual smart washer to the Assistant.

• Google Home
• Google Assistant
• Cloud-to-cloud

Monitoring Outages for Smart Home

In this codelab, learn how to detect outages by setting up automated alerts on your Smart Home integration.

• Cloud-to-cloud
• Google Assistant
• Google Home

Debugging the Smart Home

Learn how to use GCP Metrics and Logging to identify and resolve production issues. Learn how to use the Test Suite to identify functional and API issues.

• Cloud-to-cloud
• Google Assistant
• Google Home

Log-based Metrics for Smart Home

Learn how to use Log-based Metrics on Google Cloud to track patterns and analyze your Smart Home integration error logs.

• Google Assistant
• Cloud-to-cloud
• Google Home

CodeLab: Dynamic Route Exchange with NCC

The goal of this lab is to explore NCC with dynamic route exchange with vpc spokes

Use Confidential Space with protected resources that aren't stored with a cloud provider

In this codelab, you’ll learn how to secure multi-party data sharing while preserving confidentiality using Confidential Space. This codelab focuses on how to use Confidential Space with protected resources that are hosted somewhere other than Google Cloud. You will learn how to request a custom token from the Google Attestation Service by providing a nonce, audience and a PKI token type.

Onboard and launch a location

Learn how to onboard and launch a location with Business Messages.

Live Agent Transfer

In this codelab, you’ll learn how to manage in-conversation transfers between live agent representatives and bot representatives. At the end, you’ll have a basic web interface where you can view all ongoing conversations with your agent and join or leave any conversation as a live agent.

Buy Online Pickup In Store: Bonjour Meal - Part 1 - Getting Started

In this codelab, you’ll build a digital agent in Python on the Business Messages conversational platform. It will walk you through using our APIs and the Business Communications Developer Console in order to create a digital agent which responds to specific questions.

Buy Online Pickup In Store: Bonjour Meal - Part 2 - Building a Shopping Cart

In this codelab, you’ll build a digital agent in Python on the Business Messages conversational platform which expands on the agent from part 1 of the series. In this codelab, we’ll add meaningful conversation starters and introduce an inventory lookup experience.

Cloud NGFW Enterprise - Intrusion Prevention Service (without TLS Inspection)

In this codelab, you will learn how to use Cloud NGW Enterprise Intrusion Prevention Service to inspect East-West and North-South traffic

(Deprecated) Exposing data to watch face complications on Wear OS

In this codelab, you’ll learn how to expose your data to watch face complications while keeping best practices for the platform in mind.

Google Pay API for Web 101: Basics

At the completion of this codelab, you will have a minimum viable website with a working Google Pay integration. This project retrieves a payment token which may sent to a payment service provider for processing. A Google Pay payment request requires

• Google Pay

How to create a Private Services Connect for CloudSQL

In this codelab you’ll learn how to create a Private Services Connect for CloudSQL

• Cloud SQL

Passkeys on Android and other platforms

Get started with passkeys and build secure and user-friendly authentication experiences for your users.

• Android

Add a map to your iOS app (Swift)

This codelab teaches you how get started using Google Maps Platform for building iOS apps in Swift. You'll build an iOS app that does the following: To complete this codelab, you need the following accounts, services, and tools: For the enablement

• Google Maps Platform
• Maps SDK for iOS

Get started with Google Maps Platform for iOS

Learn about Google Maps Platform and how to manage projects in the Google Cloud Console, then build your first interactive iOS maps.

• Google Maps Platform
• Maps SDK for iOS

Add a map to your iOS app with SwiftUI (Swift)

This codelab teaches you how to use the Maps SDK for iOS with SwiftUI. For the following enablement step, enable Maps SDK for iOS. If you do not already have a Google Cloud Platform account and a project with billing enabled, please see the Getting

• Google Maps Platform
• Maps SDK for iOS

Add a Google map to a React app

In this codelab, you learn everything that you need to get started with the vis.gl/react-google-map library for the Google Maps JavaScript API, which lets you add a Google map to a React app. You learn how to get set up, load the Maps JavaScript API,

• React
• Google Maps Platform
• Maps JavaScript API
• React components for the Maps JavaScript API

Dialogflow CX: Build a retail virtual agent

Learn how to build a retail chatbot with Dialogflow CX, a conversational AI platform (CAIP) for building virtual agents

Navigation

Navigation is a key element of any site of application, and it starts with HTML.

Code Customization with Gemini Code Assist Enterprise

Learn what’s new with Gemini Code Assist Enterprise, and how it can help your organization build with Google Cloud.

• Cloud Run

Build AI-powered web apps with Firebase Extensions for the Gemini API

Learn how to use Firebase Extensions with the Gemini API to build a web app with AI-powered features, like personalized recommendations.

• Firebase App Hosting
• Firestore
• Firebase Extensions
• Firebase

Create fast and stable apps with Firebase

With real-time app performance data that allows you to spend less time putting out fires, you can devote more time to creating delightful experiences knowing that no bug or glitch will slip through the cracks.

• Firebase Performance Monitoring
• Firebase

App Check Web Codelab

In this codelab, you will learn how to secure a web app from unauthorized access.

• Firebase

Your First In-App Messaging Experiment

In this codelab you’ll create your first Firebase In-App Messaging experiment using FirebaseA/B Testing.

Get to know Firebase for Flutter

Learn how to build a Flutter mobile app with Firebase.

• Firebase Authentication
• Firestore
• Android
• Flutter
• Firebase

Firebase Android Codelab - Build Friendly Chat

In this codelab, you’ll learn how to build an Android app with Firebase platform.

• Android
• Firebase

Firebase iOS Codelab Swift

In this codelab, you’ll learn how to use the Firebase platform on iOS in Swift.

• Firebase

Supercharge your web app by migrating to the modular Firebase JS SDK

In this codelab, you’ll migrate an existing Firebase web app to the new modular Firebase JS SDK to tree shake code you don’t use and make the app load quickly.

Add Firebase to your Flutter app: Advanced

Learn how to use Firebase features for Flutter, including user authentication, data deletion, feature flagging, and crash tracking.

• Firebase
• Flutter

Firebase Performance Monitoring for web

In this codelab, you’ll set up Firebase Performance Monitoring in a web app and learn how to use it to make sure your app runs well for end users.

• Firebase

Send notifications for a web app using Cloud Messaging and Cloud Functions

In this codelab, you’ll learn how to use Cloud Functions for Firebase to send notifications to users of a chat app.

• Firebase Cloud Messaging
• Cloud Functions for Firebase
• Firebase

Get to know Firebase for web

Build a web app from scratch with Firebase and the StackBlitz online editor. You’ll use basic HTML and JavaScript to talk to Firebase. This is a great introduction to using the Firebase console and integrating Firebase into an app. No extensive prior knowledge or software installations are needed.

• Firebase
• Firebase Hosting
• Firestore
• Firebase Authentication

Build an augmented reality (AR) app using the new ARCore Geospatial API

Learn how to use the new ARCore Geospatial API.

• Android
• ARCore

GenAI agent for Sales Order Automation

In this codelab, you’ll build a conversational AI agent app for automating sales order process

Create and use variables in Kotlin

Learn why variables are useful in programming, as well as how to define and update variables in your Kotlin code.

• Android

LLM prompt debugging with the Learning Interpretability Tool (LIT) on GCP

This lab provides a detailed walk-through on deploying a LIT application server on Google Cloud Platform (GCP) to interact with Vertex AI Gemini foundation models and self-hosted third-party large language models (LLMs). It also includes guidance on

Drag and Drop in Compose

Learn to enable drag and drop in compose using modifiers.

• Android

Access Gemini chat with python sdk via Private Service Connect endpoint

Access Gemini from a VM via python sdk and PSC endpoint

• Vertex AI

Deploying Imagen to Cloud Run

In this codelab, you’ll use an Imagen model to create images on a web page using Cloud Run.

Glossary

Learn common accessibility terms and concepts.

How to Run Transformers.js on Cloud Run GPUs

Learn how to run stable diffusion on a Cloud Run GPU

• Cloud Run

Add sound and music to your Flutter game

Learn how to add sound effects, background music, and dynamic audio to games with Flutter.

• Flutter

Looker PSC Southbound HTTPS Internet NEG SMTP

In this codelab, you will learn how to integrate an Internet NEG configured as a Service Producer for Looker SMTP Southbound access.

Building Applications in the AI Era

In this lab, you will use Google’s generative AI products to build infrastructure in Google Cloud with the aid of Gemini Cloud Assist.

Introduction to Compose for TV

Learn the basics of Compose for TV and create two screens that are commonly available in TV apps.

• Android

Django CMS on Cloud Run

In this codelab, you’ll learn how to deploy Django CMS using serverless components: Cloud Run for the web engine, Cloud SQL for the database, and Cloud Build for the media assets.

• Cloud Run

Django on Cloud Run

In this codelab, you’ll learn how to deploy Django using serverless components: Cloud Run for the web engine, Cloud SQL for the database, and Cloud Build for the media assets.

• Cloud Run

Create your first Tile in Wear OS

In this codelab, you’ll learn how to create your own Tile for Wear OS. You’ll use Tiles Material Components, a library that makes it easier to build UI that conforms to Material design guidelines, and preview your tiles in Android Studio as you develop.

• Android
• Wear OS

Wagtail on Cloud Run

In this codelab, you’ll learn how to deploy Wagtail using serverless components: Cloud Run for the web engine, Cloud SQL for the database, and Cloud Build for the media assets.

• Cloud Run

Triggering Event Processing from Cloud Storage using Eventarc and Cloud Run functions

Learn how to use Cloud Storage bucket events to trigger Cloud Run functions with Eventarc to analyze data and process images using Google’s Vision API and save the resulting image information as object metadata in Cloud Storage.

Build a simple Android navigation app with Google Maps Platform Navigation SDK

In this codelab you’ll learn how to create a simple navigation app using Google Maps Platform Navigation SDK.

• Google Maps Platform

Build a simple iOS navigation app in Swift with Google Maps Platform Navigation SDK

In this codelab you’ll learn how to create a simple navigation app using Google Maps Platform Navigation SDK.

• Google Maps Platform

Server-side tagging fundamentals

Learn how to deploy a tagging server on Google Cloud Platform and set up tags on a server.

• Tag Manager

Measure Core Web Vitals field data with Ad metrics

In this codelab, you learn how to measure Core Web Vitals with a pre-built Google Tag Manager (GTM) tag template and to send the data to a Google Analytics 4 (GA4) property. You will also learn how to pull data from Google Ad Manager and Google

Compose for Wear OS Codelab

In this codelab, you’ll learn how to translate your Compose knowledge to wearables with the new Compose for Wear OS. By the end, you’ll have created both simple and advanced composables in an app for your wrist.

• Android
• Wear OS

Your first WebGPU app

This codelab introduces the fundamentals of the new WebGPU API. It guides you through building a version of Conway’s Game of Life that runs on your GPU. WebGPU’s rendering capabilities are used to draw the board and WebGPU’s compute capabilities are used to update the game’s state.

Using textembedding-gecko@003 for Vector Embeddings

In this codelab, you’ll learn what is the model gecko@003 and a real use case for its application.

Google Cloud Functions in C#

In this codelab, you will learn about Google Cloud Run functions in C#. More specifically, you will deploy C# functions responding to HTTP and CloudEvents from various Google Cloud sources.

GenAI Agent for QA over docs and API calls

GenAI Agent for QA over docs and API calls

Code Review Automation with GenAI

Code Review Automation with GenAI

Compose for Wear OS

Learn about Compose for Wear OS, a modern declarative UI toolkit that helps you build beautiful UIs optimized for the wrist.

• Android
• Wear OS

Getting started with Cloud Functions (2nd gen)

In this codelab, you will learn about Google Cloud Functions (2nd gen). More specifically, you will deploy functions that respond to HTTP calls, Pub/Sub messages, Cloud Storage events and Cloud Audit Logs.

Advanced activity embedding

In this codelab you will learn how to use activity embedding’s newly added feature to improve app large screen experience. These features include pane expansion, overlay presentation, full screen dialog dim and activity stack pinning.

Use BigQuery Remote Functions to ask questions to Vertex AI Visual Question Answering (VQA) in a SQL query

Learn how to use BigQuery Remote Functions to ask Vertex AI Visual Question Answering (VQA) a question about images stored in a Cloud Storage object table.

Using revisions in Cloud Run functions for Traffic Splitting, Gradual Rollouts, and Rollbacks

Learn how to use revisions in Cloud Run functions to do traffic splitting, gradual rollouts, and rollbacks.

• Cloud Run

Progressive Web Apps: Empowering Your PWA

In this lab, you'll take an existing web application and add advanced capabilities to it. This is the sixth in a series of companion codelabs for the Progressive Web App workshop. The previous codelab was Prompting & Measuring Install. There are

Looker PSC Southbound access to Cloud SQL PSC

In this codelab, you will learn how to integrate Cloud SQL PSC with Looker PSC for southbound access.

Looker PSC Southbound SSH Internet NEG

In this codelab, you will learn how to integrate a Internet NEG configured with SSH as a Service Producer for Looker Southbound access to github.com

Build an interactive poll app for Google Chat with Node.js

In this codelab, you’ll learn how to build a chat app to poll a space.

• Google Workspace

Looker PSC Southbound HTTPS Internet NEG

In this codelab, you will learn how to integrate a Internet NEG configured with HTTPS as a Service Producer for Looker Southbound access to GitHub.com

Looker PSC Southbound Hybrid NEG to on-premises

In this codelab, you will learn how to integrate a Hybrid NEG as the Service Producer for Looker Southbound access to an on-premises postgres database.

Looker PSC Northbound Regional External L7 ALB

In this codelab, you will learn how to integrate a L7 regional external application load balancer for northbound Looker access.

Learn how to build and deploy a LangChain app on Cloud Run

Learn how to build and deploy a LangChain app on Cloud Run

Showcasing Agile Safety Classifiers with Gemma

This codelab illustrates how to create a customised text classifier using parameter efficient tuning (PET). Instead of fine-tuning the whole model, PET methods update only a small amount of parameters, which makes it relatively easy and fast to

Getting started with Spanner Graph

In this codelab, you will create a Spanner instance and learn how to use Spanner Graph.

• Spanner

Accessibility in Jetpack Compose

In this codelab, you’ll learn how to make your Compose app more accessible. See how to increase touch targets, add content descriptions, click labels, custom actions, and more.

• Android

Migrating to Jetpack Compose

In this codelab, you’ll learn how to migrate parts of a screen in the View system to Jetpack Compose.

• Android

Deploying Learning Interpretability Tool (LIT) Demo on Google Cloud Platform

This lab provides the instructions to deploy a LIT demo quickly. The objective is to familiarize you with the LIT tool to explore the model behavior. You will conduct a sentimental analysis and use the Counterfactual LIT feature to find the

Lab: NCC PSC Propagation

The goal of this lab is to explore NCC with PSC propagation

Create a Generative Chat App with Vertex AI Conversation

In this codelab, you will use Vertex AI Conversation to create, configure, and deploy a Data Store Agent and chat app to answer customer questions about products in the Google Store.

Enhancements

Your user expects a good experience. In this chapter, you will see how to enhance your PWA with splash screens, app shortcuts, and how sessions work.

App design

One of the key differences between Progressive Web Apps and classic websites and web apps is installability. This creates a standalone experience more integrated into the platform and operating system. Installation enables new flexibility and new responsibility, as we won't have a browser's user interface around our content.

Installation

Installed apps are easy to access and can take advantage of some deeper integrations with the OS. Learn to make your PWA installable and gain those benefits.

Progressive Web Apps

Progressive Web Apps (PWAs) are web apps built and enhanced with modern APIs to deliver enhanced capabilities, reliability, and installability while reaching anyone, anywhere, on any device, all with a single codebase.

Product Fairness Testing for Developers

Product fairness testing is essential in making sure your AI model and/or data doesn’t perpetuate any unfair societal bias. In this workshop, we will walk you through the key steps of conducting fairness testing and then demonstrate the end-to-end journey of assessing a dataset of a generative text model from an ML fairness perspective.

Get started with Google Maps Platform - web

Learn about Google Maps Platform and how to manage projects in the Google Cloud console, then build your first interactive web maps.

• Google Maps Platform

Build a custom pre-trained Audio Classification model

In this codelab, you’ll learn to customize a pre-trained Audio Classification model to detect bird sounds.

• TensorFlow
• Android

Build a computer vision model with TensorFlow

Learn to create a computer vision model that recognizes items of clothing with TensorFlow.

• TensorFlow

Get started with Google Maps Platform for Android

Learn about Google Maps Platform and how to manage projects in the Google Cloud Console, then build your first interactive Android maps.

• Google Maps Platform
• Maps SDK for Android

Building a web application with Angular and Firebase

In this codelab we’ll build together a real-time web application with Firebase and Angular.

Location-based features in Android

Learn to manage location permissions in Android 10, add a Google map to your app, and help users identify the places that they visit.

• Android
• Google Play
• Google Maps

Visual Blocks: Create custom nodes for your own code or APIs for faster prototyping

In this codelab, you’ll learn how to write and define your own nodes capable of working in the Visual Blocks framework that leverage your custom code or call 3rd party APIs. These can compliment existing nodes in Visual Blocks allowing you to prototype faster than ever before for your next company project.

Measure Core Web Vitals with the PageSpeed Insights API and Chrome UX (CrUX) Report API

Learn how to measure a web page’s Core Web Vitals with the PageSpeed Insights API and CrUX API.

Explore new and upcoming browser capabilities for your PWA: From Fugu With Love

Progressive Web Applications (PWAs) are a type of application software delivered through the web, built using common web technologies including HTML, CSS, and JavaScript. They are intended to work on any platform that uses a standards-compliant

Progressive Web Apps: Prompting & Measuring Install

In this lab, you'll take an existing installable PWA and add a custom in-app install button. This is the fifth in a series of companion codelabs for the Progressive Web App workshop. The previous codelab was From Tab to Taskbar. There are three more

Query and Visualize Location Data in BigQuery with Google Maps Platform (JavaScript)

Maps can be a very powerful tool when visualizing the patterns in a dataset that are related to location in some way. This relation could be the name of a place, a specific latitude and longitude value, or the name of an area that has a specific

• Google Maps Platform
• BigQuery
• Maps JavaScript API

Add a map to your iOS app (Objective-C)

In this codelab you'll learn everything you need to get started using Google Maps Platform for building iOS apps in Objective-C. You'll learn all the basics from getting set up to loading the Maps SDK for iOS, displaying your first map, working with

• Google Maps Platform
• Maps SDK for iOS

Say hello to the "Hello, World" of machine learning

Learn the basics of creating a

• TensorFlow

Build a full stack store locator with Google Maps Platform and Google Cloud

Imagine you have many places to put on a map and you want users to be able to see where these places are and identify which place they want to visit. Common examples of this include: In this codelab, you will create a locator that draws from a live

• Google Maps Platform
• BigQuery
• App Engine flexible environment
• Place Autocomplete
• Maps JavaScript API
• Distance Matrix Service
• Maps JavaScript API
• Places Library
• Maps JavaScript API

Visualize data on Google Maps Platform

Learn to translate external data sources to graphics on maps.

• Google Maps Platform
• Maps JavaScript API

Build with Geospatial Creator and Places API from Google Maps Platform

Learn how to use Geospatial Creator to place augmented-reality (AR) content at multiple anchors in the Unity Editor.

• Android
• ARCore

Create a simple website that classifies images

Learn how to create a simple website that classifies images with TensorFlow Serving.

• TensorFlow

Get started with the Places SDK for Android (Kotlin)

This codelab teaches you how to integrate the Places SDK for Android with your app and use each of the Places SDK features. To complete this codelab, you'll need the following accounts, services, and tools: For the enablement step below, enable the

• Google Maps Platform
• Android
• Places SDK for Android

Engage users with your Action for Google Assistant

Learn to enhance your Action with features that keep users coming back to it.

• Firebase
• Google Assistant

Fundamentals of Apps Script with Google Sheets #5: Chart and Present Data in Slides

Learn how to use the Spreadsheet service in Apps Script to chart and present a set of data.

• Google Workspace

Get started with Perspective API

Learn how to build Perspective API.

Create an iOS app to predict values

Learn how to build an iOS app that detects objects within images and renders the results in its UI.

• TensorFlow

Call Vision API Product Search backend on Android

In this codelab, you’ll add code to an Android app to call a Vision API Product Search backend so that the app users can search for products using images.

• Android

Build and deploy a custom object detection model with TensorFlow Lite (Android)

In this codelab, you’ll build an Android app that can detect objects in images. You’ll start with training a custom object detection model with TFLite Model Maker and then deploy it with TFLite Task Library

• TensorFlow
• Android

Go on vacation with a Google Chat app

In this code lab, you learn how to create a Google Chat

• Google Workspace

Get started with the Geospatial Creator in Adobe Aero pre-release

Learn how to use the Geospatial Creator tools in Adobe Aero.

• ARCore
• Android

Progressive Web Apps: IndexedDB

In this lab, you'll back up and recover client data to IndexedDB. This is the third in a series of companion codelabs for the Progressive Web App workshop. The previous codelab was Working with Workbox. There are five more codelabs in this series.

Build a nearby business search service with Google Maps Platform (JavaScript)

Learn to build a location-based web app using the Maps JavaScript API and PLaces Library to perform a Nearby Search.

• Web User Location
• Google Maps Platform
• Place Details
• Maps JavaScript API
• Places Library
• Maps JavaScript API

Train a comment-spam detection model with TensorFlow Lite Model Maker

Learn how to train a comment-spam detection model with TensorFlow Lite Model Maker.

• TensorFlow
• Flutter

Fundamentals of Apps Script with Google Sheets #1: Macros & Custom Functions

Learn Apps Script basics to improve your Google Sheets experience.

• Google Workspace

Progressive Web Apps: From Tab to Taskbar

In this lab, you'll take an existing web application and make it installable. This is the fourth in a series of companion codelabs for the Progressive Web App workshop. The previous codelab was IndexedDB. There are four more codelabs in this series.

Build convolutional neural networks (CNNs) to enhance computer vision

Learn to build CNNs that make computers more efficient at classifying the contents of an image based on the detected features.

• TensorFlow

Getting Started with the Places SDK for iOS (Objective-C)

Before you begin coding, there are a few prerequisites that you'll need to set up. This tutorial uses Apple's Xcode tool, along with the Objective-C language to create a simple iOS application that runs in an emulator. You don't need a physical

• Google Maps Platform
• Places SDK for iOS

Create a custom text-classification model with TensorFlow Lite Model Maker

Learn how to retrain the spam-detection model to detect specific types of spam with TensorFlow Lite Model Maker.

• Flutter
• TensorFlow

Display nearby places in AR on Android (Kotlin)

This codelab teaches you how to use data from Google Maps Platform to display nearby places in augmented reality (AR) on Android. This codelab uses Android 10.0 (API level 29) and requires that you have Google Play services installed in Android

• Google Maps Platform
• Android
• ARCore
• Maps SDK for Android
• Places SDK for Android

Get started with text classification in Flutter apps

Learn about text classification and how to implement it in Flutter apps.

• TensorFlow

Building an image-slider element using Angular

In this codelab, you’ll build an image-slider,, which works independently of Angular framework, can be imported in any framework, and is very easy to integrate.

Progressive Web Apps: Going Offline

In this lab, you'll take an existing web application and make it work offline. This is the first in a series of companion codelabs for the Progressive Web App workshop. There are seven more codelabs in this series. Start by either cloning or

Use Apps Script in Google Workspace

Learn how to use Apps Script to create and manage user data in Google Workspace.

• Apps Script API

Fundamentals of Apps Script with Google Sheets #2: Spreadsheets, Sheets, and Ranges

Learn how to read, write, and manipulate data in Google Sheets with the Apps Script Spreadsheet service.

• Google Workspace

Integrate your SaaS solution with the Google Cloud Marketplace API using Producer Portal (Python)

In this codelab, you will use Producer Portal to integrate a basic SaaS solution with the Google Cloud Marketplace Procurement API.

Go further with object detection

Learn to train your own custom object-detection models using TensorFlow Lite and the TensorFlow Lite Model Maker library, and build on all the skills you gained in the Get started with object detection pathway.

• Android
• TensorFlow

Get started with image classification in web apps

Learn about image classification and how to implement it in web apps.

• TensorFlow

Data Cards Playbook: Transparent documentation for responsible AI

Learn about the Data Cards Playbook, a toolkit that can help you navigate transparency challenges with your AI datasets.

Build a product image search backend with Vision API Product Search

In this codelab, you’ll learn how to build a product image search backend using Vision API Product Search, and how to create an API key to call the backend from mobile apps.

• Android

Build a route planner with Place Autocomplete and Routes API

Whether you are embarking on a road trip, planning your daily commute, or navigating a bustling city, getting from point A to point B is more than just knowing where you want to go. A reliable route generation tool is essential. With Google Maps

• Routes API
• Maps JavaScript API
• Place Autocomplete

Add a map to your website (JavaScript)

In this codelab, you learn everything you need to get started using Google Maps Platform for the web. You learn all the basics, from getting set up to loading the Maps JavaScript API, displaying your first map, working with markers and marker

• Google Maps Platform
• Maps JavaScript API

Progressive Web Apps: Service Worker Includes

In this lab, you'll take an existing web application add a streaming route response to improve performance. This is the seventh in a series of companion codelabs for the Progressive Web App workshop. The previous codelab was Empowering your PWA.

Build your own Current Place picker for Android (Java)

Learn how to use the Google Maps Platform Maps and Places SDKs for Android to present users with a list of possible Places to identify their locations.

• Android
• Google Maps Platform
• Places SDK for Android
• Maps SDK for Android

Enable real-time communication with WebRTC

Learn how to build an app to get video and take snapshots with your webcam, and share them peer-to-peer with WebRTC.

Secure your site with two-factor authentication with a security key (WebAuthn)

In this codelab, you’ll add second-factor authentication to your site or web app with a security key.

Build apps for Google Chat

Learn how to design and build apps for Google Chat.

Progressive Web Apps: Working with Workbox

In this lab, you'll take website with an existing service worker and convert it to using Workbox. This is the second in a series of companion codelabs for the Progressive Web App workshop. The previous codelab was Going Offline. There are six more

Add a map to your Android app (Kotlin with Compose)

This codelab teaches you how to integrate Maps SDK for Android with your app and use its core features by building an app that displays a map of mountains in Colorado, USA, using various types of markers. Additionally, you'll learn to draw other

• Jetpack Compose
• Google Maps Platform
• Maps SDK for Android

Go further with product image search

Learn how to build and call a product image search backend from a mobile app, enhancing the product search feature you built in the Get started with product image search pathway.

• Android
• TensorFlow

Boost your web apps with Fugu APIs

Learn how to extend web apps, and close the gap between the web and native apps.

• Async Clipboard API
• Web Share API
• File System Access API
• Shape Detection API
• Idle Detection API
• Web Share Target API
• Contact Picker API
• File Handling API
• Screen Wake Lock API
• Badging API
• Periodic Background Sync API

Get started with the Streetscape Geometry and Rooftop anchors APIs in ARCore

Learn how to use the Streetscape Geometry and Rooftop anchors APIs in ARCore with Kotlin.

• Android
• ARCore

Get started with the Scene Semantics and Geospatial Depth APIs in ARCore

Learn how to use the Scene Semantics and Geospatial Depth APIs with Kotlin in ARCore.

• ARCore
• Android

Adding Your Progressive Web App to Google Play

In this lab, you'll take an existing Progressive Web App that you have deployed and wrap it in an app for distribution in Google's Play store. Bubblewrap is a tool to make wrapping your Progressive Web App into an Android App Bundle as easy as

Create a Flutter app to classify texts

Learn how to build a Flutter app that classifies texts and displays the results in its UI.

• Flutter
• TensorFlow

TensorFlow.js: Build a comment spam detection system

In this codelab, you’ll learn how to build a simple web page that has commenting ability akin to a blog post article and integrate it with a pre trained machine learning model to detect comment spam posts, enabling you to filter these out before they even get stored in any backend database, reducing server processing time and cost.

• TensorFlow

Use convolutional neural networks (CNNs) with complex images

Learn to use CNNs with complex images in which the subject could be anywhere.

• TensorFlow

Build 3D map experiences with WebGL Overlay View

This codelab teaches you how to use the WebGL-powered features of the Maps JavaScript API to control and render on the vector map in three dimensions. This codelab assumes you have intermediate knowledge of JavaScript and the Maps JavaScript API. To

• Google Maps Platform
• Maps JavaScript API

Use convolutional neural networks (CNNs) with large datasets to avoid overfitting

Learn to use CNNs with large datasets to avoid overfitting.

• TensorFlow

Implement Material Design in web apps

Learn to build beautiful and functional UIs that follow Material Design guidelines in your web apps.

• Material Design

Fundamentals of Apps Script with Google Sheets #3: Working with Data

Learn how to employ data manipulation, custom menus, and public API data retrieval with Apps Script to improve your Sheets experience.

• Google Workspace

Module 3: Answer

Learn how to craft narratives for your Data Card readers, optimize for a focused and concise document, and explore different approaches to analyses that can help your readers build a better intuition about your dataset.

Get started with mobile image classification

Learn how to use computer vision to build a mobile app capable of seeing and labeling images.

• Android
• TensorFlow

Follow Material Design guidelines for Android apps in Java

Learn to follow Material Design guidelines to build beautiful and functional UIs for Android apps in Java.

• Material Design

Create an Android app to detect objects within images

Learn how to build an Android app that detects objects within images and renders the results in its UI.

• Android
• TensorFlow

Implement passkeys with form autofill in a web app

Learn how to implement passkeys with form autofill in a web app to create a simpler and safer sign-in.

Capture media with WebRTC

Learn how to capture media with WebRTC, a free and open source project that provides web browsers and mobile apps with real-time communication through simple APIs.

• Chrome
• RTC Data Channel
• HTML5 Video
• RTC Peer Connection
• HTML5 Media

Integrating machine learning APIs

In this codelab, we’ll explore the Vision, Speech-to-Text, Translation and Natural Language APIs. At the end, we’ll use these APIs to analyse audio recordings and map them to relevant images.

Get started with regression in iOS apps

Learn about regression and how to implement it in iOS apps.

• TensorFlow

Build a simple store locator with Google Maps Platform (JavaScript)

One of the most common features of a website is displaying a Google map that highlights one or more locations for a business, establishment, or some other entity with a physical presence. How these maps are implemented can vary greatly depending on

• Google Maps Platform
• Maps JavaScript API
• Place Autocomplete
• Distance Matrix Service
• Maps JavaScript API
• Places Library
• Maps JavaScript API

Build your first Computer Vision App on Android or iOS

In this codelab, you’ll learn how to build a simple app for Android and iOS capable of correctly labeling an image.

• TensorFlow
• Android

Visualize data with Google Maps Platform and deck.gl

This codelab teaches you how to create a high-volume geospatial data visualization using the Maps JavaScript API and deck.gl, an open-source, WebGL-accelerated, data-visualization framework. If you haven't used Google Maps Platform before, follow

• Google Maps Platform
• Maps JavaScript API

Build your first WebAuthn app