Integrate the MongoDB API with the Scale AI API

Setup the MongoDB API trigger to run a workflow which integrates with the Scale AI API. Pipedream's integration platform allows you to integrate MongoDB and Scale AI remarkably fast. Free for developers.

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Popular Ways to Connect MongoDB with Scale AI#

Create Document Transcription Task with Scale AI API on New Collection from MongoDB API

MongoDB + Scale AI

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Create Document Transcription Task with Scale AI API on New Database from MongoDB API

MongoDB + Scale AI

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Create Document Transcription Task with Scale AI API on New Document from MongoDB API

MongoDB + Scale AI

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Create Document Transcription Task with Scale AI API on New Field in Document from MongoDB API

MongoDB + Scale AI

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Create Image Annotation Task with Scale AI API on New Collection from MongoDB API

MongoDB + Scale AI

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Popular MongoDB and Scale AI Triggers#

New Collection from the MongoDB API

Emit new an event when a new collection is added to a database

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New Database from the MongoDB API

Emit new an event when a new database is added

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New Document from the MongoDB API

Emit new an event when a new document is added to a collection

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New Field in Document from the MongoDB API

Emit new an event when a new field is added to a document

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Popular MongoDB and Scale AI Actions#

Create New Document with the MongoDB API

Create a new document in a collection of your choice. See the docs here

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Create Document Transcription Task with the Scale AI API

Create a document transcription task. See the documentation

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Delete a Document with the MongoDB API

Delete a single document by ID. See the docs here

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Create Image Annotation Task with the Scale AI API

Create an image annotation task. See the documentation

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Execute Aggregation with the MongoDB API

Execute an aggregation pipeline on a MongoDB collection. See the documentation

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Overview of MongoDB#

The MongoDB API provides powerful capabilities to interact with a MongoDB database, allowing you to perform CRUD (Create, Read, Update, Delete) operations, manage databases, and execute sophisticated queries. With Pipedream, you can harness these abilities to automate tasks, sync data across various apps, and react to events in real-time. It’s a combo that’s particularly potent for managing data workflows, syncing application states, or triggering actions based on changes to your data.

Connect MongoDB#

import mongodb from 'mongodb'

export default defineComponent({
  props: {
    mongodb: {
      type: "app",
      app: "mongodb",
    },
    collection: {
      type: "string"
    },
    filter: {
      type: "object"
    }
  },
  async run({steps, $}) {
    const MongoClient = mongodb.MongoClient
    
    const {
      database,
      hostname,
      username,
      password,
    } = this.mongodb.$auth
    
    const url = `mongodb+srv://${username}:${password}@${hostname}/test?retryWrites=true&w=majority`
    const client = await MongoClient.connect(url, { 
      useNewUrlParser: true, 
      useUnifiedTopology: true 
    })
    
    const db = client.db(database)

    const results = await db.collection(this.collection).find(this.filter).toArray();
    $.export('results', results);
    
    await client.close()
  },
})

Overview of Scale AI#

Scale AI offers an API to automate and streamline data labeling for machine learning applications, providing access to a global workforce and sophisticated tools. With Scale AI's API on Pipedream, you can integrate scalable data annotation workflows directly into your apps. Trigger tasks, manage datasets, and receive annotated data, all within Pipedream's serverless platform. This enables seamless automation of labeling tasks, integration with machine learning pipelines, and real-time updates on annotations.

Connect Scale AI#

import { axios } from "@pipedream/platform"
export default defineComponent({
  props: {
    scale_ai: {
      type: "app",
      app: "scale_ai",
    }
  },
  async run({steps, $}) {
    return await axios($, {
      url: `https://api.scale.com/v1/teams`,
      headers: {
        "Accept": `application/json`,
      },
      auth: {
        username: `${this.scale_ai.$auth.api_key}`,
        password: ``,
      },
    })
  },
})

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