How to Integrate Bubble with Vertex AI Agent Builder by Google: Step-by-Step Guide

Learn how to seamlessly integrate Bubble with Google's Vertex AI Agent Builder. Follow our step-by-step guide to create efficient, AI-driven applications effortlessly.

Developer profile skeleton

Simplify Service Integrations with Bootstrapped’s
No-Code Expertise

Why integrate Bubble with Vertex AI Agent Builder by Google

Vertex AI Agent Builder (by Google)

Vertex AI Agent Builder is a component of Google Cloud's Vertex AI platform designed to simplify the development, training, and deployment of machine learning models. It provides a comprehensive, integrated suite of tools and services for building AI models and making them operational quickly.

 

Key Features

  • Pre-configured Jupyter Notebooks: Simplify the process of experimenting and building models with pre-configured, managed Jupyter notebooks.
  • AutoML: Provides automated machine learning capabilities for building high-quality models with minimal effort.
  • Managed Services: Enables deployment, monitoring, and retraining of models in a fully managed environment.
  • Integrations: Seamlessly integrates with other Google Cloud products and third-party tools for a holistic AI solution.
  • Scalability: Easily scale machine learning models as needed, leveraging Google's robust infrastructure.
  • MLOps Integration: Supports the entire machine learning lifecycle, from data ingestion to model monitoring and retraining.

 

Why Integrate Vertex AI Agent Builder with Bubble

  • No-Code Development: Bubble is a no-code platform, and integrating it with Vertex AI Agent Builder allows users to incorporate powerful machine learning capabilities without traditional coding.
  • Streamlined Workflows: Facilitates the creation of intelligent applications with automated workflows that can adapt and improve over time.
  • User Experience: Enhances the functionality and interactivity of web applications built on Bubble, enabling features like real-time analytics, predictive modeling, and personalized user experiences.
  • Market Agility: Reduces the time and costs associated with the development of advanced features, thereby accelerating time-to-market for AI-enhanced applications.
  • Scalability: Leverages Google's scalable infrastructure while maintaining the simplicity of Bubble's development environment.

 

Get a Free No-Code Consultation
Meet with Will, CEO at Bootstrapped to get a Free No-Code Consultation
Book a Call
Will Hawkins
CEO at Bootstrapped

How to Integrate Bubble with Vertex AI Agent Builder by Google: Step-by-Step Guide

 

Set Up Credentials in Google Cloud Platform (GCP)

 

  • Navigate to the Google Cloud Console.
  • Create a new project or select an existing project.
  • Enable the Vertex AI API for the project.
  • Navigate to the "IAM & Admin" section and create a new service account with Vertex AI Admin role.
  • Generate a JSON key for the service account and save it securely. This file will be used to authenticate your requests.

 

Prepare Your Bubble App

 

  • Go to your Bubble app's editor, and open the Plugins tab.
  • Install the "API Connector" plugin.
  • Click the "Add another API" button and give your API a name like "Vertex AI".

 

Create an API Call in Bubble

 

  • Under the "Vertex AI" API, click "Add a New Call" to create a new API call.
  • Provide a name for the API call, such as "Generate Response".
  • Set the method to POST.
  • For the URL, use the Vertex AI endpoint for your region, e.g., https://-aiplatform.googleapis.com/v1/projects//locations//endpoints/:predict.
  • In the "Headers" section, add the following headers:
    • Content-Type: application/json
    • Authorization: Bearer [INSERT_YOUR_ACCESS_TOKEN_HERE]
  • In the "Body" section, use JSON formatting to create the request body required by Vertex AI. It might look something like this:
    {
      "instances": [{
        "input_data": ""
      }]
    }
        

 

Add Authentication Using the Service Account

 

  • Go to the "Settings" tab in your Bubble editor.
  • Scroll down to the "API Keys" section.
  • Add a new key labeled "VertexAI\_ServiceAccountKey".
  • Paste the contents of your JSON key file generated earlier.
  • In the API Connector, use this key to fetch an OAuth token:
    • Set up another API call named "Get OAuth Token".
    • Method: POST
    • URL: https://oauth2.googleapis.com/token
    • Headers:
      • Content-Type: application/x-www-form-urlencoded
    • Body: Use a form-encoded body like:
      {
        "grant\_type": "urn:ietf:params:oauth:grant-type:jwt-bearer",
        "assertion": 
      }
              

 

Save and Test Your API Call

 

  • Save all your settings and go back to your app's design interface.
  • Set up a workflow to trigger the API call when an event occurs, like a button click.
  • Use the response in your app's UI as needed.
  • Test your configuration thoroughly to ensure everything works as expected.

Why are companies choosing Bootstrapped?

40-60%

Faster with no-code

Nocode tools allow us to develop and deploy your new application 40-60% faster than regular app development methods.

90 days

From idea to MVP

Save time, money, and energy with an optimized hiring process. Access a pool of experts who are sourced, vetted, and matched to meet your precise requirements.

1 283 apps

built by our developers

With the Bootstrapped platform, managing projects and developers has never been easier.

Engineered for you

1

Rapid Development: Bootstrapped specializes in helping startup founders build web and mobile apps quickly, ensuring a fast go-to-market strategy.

2

Tailored Solutions: The company offers customized app development, adapting to specific business needs and goals, which ensures your app stands out in the competitive market.

3

Expert Team: With a team of experienced developers and designers, Bootstrapped ensures high-quality, reliable, and scalable app solutions.

4

Affordable Pricing: Ideal for startups, Bootstrapped offers cost-effective development services without compromising on quality.

5

Supportive Partnership: Beyond development, Bootstrapped provides ongoing support and consultation, fostering long-term success for your startup.

6

Agile Methodology: Utilizing agile development practices, Bootstrapped ensures flexibility, iterative progress, and swift adaptation to changes, enhancing project success.

hero graphic

Our capabilities

Bootstrapped offers a comprehensive suite of capabilities tailored for startups. Our expertise spans web and mobile app development, utilizing the latest technologies to ensure high performance and scalability. The team excels in creating intuitive user interfaces and seamless user experiences. We employ agile methodologies for flexible and efficient project management, ensuring timely delivery and adaptability to changing requirements. Additionally, Bootstrapped provides continuous support and maintenance, helping startups grow and evolve their digital products. Our services are designed to be affordable and high-quality, making them an ideal partner for new ventures.

Yes, if you can dream it, we can build it.