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 2,400+ apps. Or write custom code to integrate any app or API in seconds.

Trusted by 1,000,000+ developers from startups to Fortune 500 companies

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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

1
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24
of
2,400+
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.
Premium
Salesforce
Salesforce
Web services API for interacting with Salesforce
Premium
HubSpot
HubSpot
HubSpot's CRM platform contains the marketing, sales, service, operations, and website-building software you need to grow your business.
Premium
Zoho CRM
Zoho CRM
Zoho CRM is an online Sales CRM software that manages your sales, marketing, and support in one CRM platform.
Premium
Stripe
Stripe
Stripe powers online and in-person payment processing and financial solutions for businesses of all sizes.
Shopify
Shopify
Shopify is a complete commerce platform that lets anyone start, manage, and grow a business. You can use Shopify to build an online store, manage sales, market to customers, and accept payments in digital and physical locations.
Premium
WooCommerce
WooCommerce
WooCommerce is the open-source ecommerce platform for WordPress.
Premium
Snowflake
Snowflake
A data warehouse built for the cloud
Premium
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.
Premium
AWS
AWS
Amazon Web Services (AWS) offers reliable, scalable, and inexpensive cloud computing services.
Premium
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
Premium
Klaviyo
Klaviyo
Email Marketing and SMS Marketing Platform
Premium
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.
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.
Schedule
Schedule
Trigger workflows on an interval or cron schedule.

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.

Classify Text with Google Vertex AI API on New Requests from HTTP / Webhook API
HTTP / Webhook + Google Vertex AI
 
Try it
Classify Text with Google Vertex AI API on New Item in Feed from RSS API
RSS + Google Vertex AI
 
Try it
Classify Text with Google Vertex AI API on New Message (Instant) from Discord API
Discord + Google Vertex AI
 
Try it
Classify Text with Google Vertex AI API on New Message In Channels (Instant) from Slack API
Slack + Google Vertex AI
 
Try it
Classify Text with Google Vertex AI API on New Message in Channel from Discord Bot API
Discord Bot + Google Vertex AI
 
Try it
Analyze Image/Video with the Google Vertex AI API

Examines an image or video following given instructions. Results will contain the analysis findings. See the documentation

 
Try it
Analyze Text Sentiment with the Google Vertex AI API

Analyzes a specified text for its underlying sentiment. See the documentation

 
Try it
Classify Text with the Google Vertex AI API

Groups a provided text into predefined categories. See the documentation

 
Try it

Authentication

Name Slug: google_vertex_ai

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
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}}

Trusted by 1,000,000+ developers from startups to Fortune 500 companies

Adyen logo
Appcues logo
Bandwidth logo
Checkr logo
ChartMogul logo
Dataminr logo
Gopuff logo
Gorgias logo
LinkedIn logo
Logitech logo
Replicated logo
Rudderstack logo
SAS logo
Scale AI logo
Webflow logo
Warner Bros. logo
Adyen logo
Appcues logo
Bandwidth logo
Checkr logo
ChartMogul logo
Dataminr logo
Gopuff logo
Gorgias logo
LinkedIn logo
Logitech logo
Replicated logo
Rudderstack logo
SAS logo
Scale AI logo
Webflow logo
Warner Bros. logo