Google Vertex AI

Vertex AI offers everything you need to build and use generative AI—from AI solutions, to Search and Conversation, to 130+ foundation models, to a unified AI platform.

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Google Vertex AI

Google Vertex AI API Integrations

Build and run workflows using the Google Vertex AI API. Use 1000s of source-available triggers and actions across 2,000+ apps. Or write custom code to integrate any app or API in seconds.

Overview

With the Google Vertex AI API, you can tap into a robust suite of AI tools offered by Google Cloud to build, deploy, and scale machine learning models. Whether you're processing data, training custom models, or using pre-trained ones, Vertex AI provides a unified platform for AI development. In Pipedream, you can create serverless workflows that interact with Vertex AI, allowing you to automate tasks like model training, prediction, and resource management without provisioning your own infrastructure.

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import { axios } from "@pipedream/platform"
export default defineComponent({
  props: {
    google_vertex_ai: {
      type: "app",
      app: "google_vertex_ai",
    }
  },
  async run({steps, $}) {
    return await axios($, {
      url: `https://www.googleapis.com/oauth2/v1/userinfo`,
      headers: {
        Authorization: `Bearer ${this.google_vertex_ai.$auth.oauth_access_token}`,
      },
    })
  },
})

Choose an API to Connect with Google Vertex AI API

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24
of
2,000+
apps by most popular

HTTP / Webhook
HTTP / Webhook
Get a unique URL where you can send HTTP or webhook requests
Node
Node
Anything you can do with Node.js, you can do in a Pipedream workflow. This includes using most of npm's 400,000+ packages.
Python
Python
Anything you can do in Python can be done in a Pipedream Workflow. This includes using any of the 350,000+ PyPi packages available in your Python powered workflows.
OpenAI (ChatGPT)
OpenAI (ChatGPT)
OpenAI is an AI research and deployment company with the mission to ensure that artificial general intelligence benefits all of humanity. They are the makers of popular models like ChatGPT, DALL-E, and Whisper.
Salesforce (REST API)
Salesforce (REST API)
Web services API for interacting with Salesforce
HubSpot
HubSpot
HubSpot's CRM platform contains the marketing, sales, service, operations, and website-building software you need to grow your business.
Zoho CRM
Zoho CRM
Zoho CRM is an online Sales CRM software that manages your sales, marketing, and support in one CRM platform.
Stripe
Stripe
Stripe powers online and in-person payment processing and financial solutions for businesses of all sizes.
Shopify Developer App
Shopify Developer App
Shopify is a user-friendly e-commerce platform that helps small businesses build an online store and sell online through one streamlined dashboard.
WooCommerce
WooCommerce
WooCommerce is the open-source ecommerce platform for WordPress.
Snowflake
Snowflake
A data warehouse built for the cloud
MongoDB
MongoDB
MongoDB is an open source NoSQL database management program.
Supabase
Supabase
Supabase is an open source Firebase alternative.
MySQL
MySQL
MySQL is an open-source relational database management system.
PostgreSQL
PostgreSQL
PostgreSQL is a free and open-source relational database management system emphasizing extensibility and SQL compliance.
AWS
AWS
Amazon Web Services (AWS) offers reliable, scalable, and inexpensive cloud computing services.
Twilio SendGrid
Twilio SendGrid
Send marketing and transactional email through the Twilio SendGrid platform with the Email API, proprietary mail transfer agent, and infrastructure for scalable delivery.
Amazon SES
Amazon SES
Amazon SES is a cloud-based email service provider that can integrate into any application for high volume email automation
Klaviyo
Klaviyo
Email Marketing and SMS Marketing Platform
Zendesk
Zendesk
Zendesk is award-winning customer service software trusted by 200K+ customers. Make customers happy via text, mobile, phone, email, live chat, social media.
ServiceNow
ServiceNow
The smarter way to workflow
Notion
Notion
Notion is a new tool that blends your everyday work apps into one. It's the all-in-one workspace for you and your team.
Slack
Slack
Slack is a channel-based messaging platform. With Slack, people can work together more effectively, connect all their software tools and services, and find the information they need to do their best work — all within a secure, enterprise-grade environment.
Microsoft Teams
Microsoft Teams
Microsoft Teams has communities, events, chats, channels, meetings, storage, tasks, and calendars in one place.

Example Use Cases

  • Automate Machine Learning Workflows: Trigger a Pipedream workflow to automatically train a Vertex AI model with new data by connecting to a data source like Google Cloud Storage. Once training is complete, you can deploy the model to an endpoint and notify your team via Slack.

  • Process Data with Vertex AI Pipelines: Integrate Vertex AI with Pipedream's cron scheduler to run preprocessing jobs on datasets at set intervals. Use the results to update models, perform feature engineering, or push insights to a Google Sheets spreadsheet for easy analysis and reporting.

  • Real-time Predictions with Event Triggers: Set up a webhook in Pipedream to receive real-time data from a source app like Stripe for transaction fraud detection. Pass the data to Vertex AI for prediction and, based on the response, trigger an automated action, such as flagging the transaction, or emailing a summary report using SendGrid.

Authentication

Google Vertex AI uses OAuth authentication. When you connect your Google Vertex AI account, Pipedream will open a popup window where you can sign into Google Vertex AI and grant Pipedream permission to connect to your account. Pipedream securely stores and automatically refreshes the OAuth tokens so you can easily authenticate any Google Vertex AI API.

Pipedream requests the following authorization scopes when you connect your account:

emailprofilehttps://www.googleapis.com/auth/cloud-platform.read-only
OAuth Request Configurations:
  1. authorization
    GEThttps://accounts.google.com/o/oauth2/v2/auth?client_id={{oauth.client_id}}&redirect_uri={{oauth.redirect_uri}}&state={{oauth.state}}&response_type=code&scope={{oauth.space_separated_scopes}}&access_type=offline&prompt=consent
  2. accessToken
    POSThttps://oauth2.googleapis.com/tokencontent-type: application/x-www-form-urlencodedaccept: application/json
    client_id={{oauth.client_id}}&client_secret={{oauth.client_secret}}&redirect_uri={{oauth.redirect_uri}}&grant_type=authorization_code&code={{oauth.code}}
  3. refreshToken
    POSThttps://oauth2.googleapis.com/tokencontent-type: application/x-www-form-urlencoded
    client_id={{oauth.client_id}}&client_secret={{oauth.client_secret}}&grant_type=refresh_token&refresh_token={{oauth.refresh_token}}