Integrate the MongoDB API with the BigML API

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

Start for free — no credit card required

Watch a demo

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

Popular Ways to Connect MongoDB with BigML#

Create Batch Prediction with BigML API on New Collection from MongoDB API

MongoDB + BigML

Try it

Create Batch Prediction with BigML API on New Database from MongoDB API

MongoDB + BigML

Try it

Create Batch Prediction with BigML API on New Document from MongoDB API

MongoDB + BigML

Try it

Create Batch Prediction with BigML API on New Field in Document from MongoDB API

MongoDB + BigML

Try it

Create Model with BigML API on New Collection from MongoDB API

MongoDB + BigML

Try it

Popular MongoDB and BigML Triggers#

New Model Created from the BigML API

Emit new event for every created model. See docs here.

Try it

New Prediction Made from the BigML API

Emit new event for every made prediction. See docs here.

Try it

New Collection from the MongoDB API

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

Try it

New Database from the MongoDB API

Emit new an event when a new database is added

Try it

New Document from the MongoDB API

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

Try it

Popular MongoDB and BigML Actions#

Create New Document with the MongoDB API

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

Try it

Create Batch Prediction with the BigML API

Create a batch prediction given a Supervised Model ID and a Dataset ID. See the docs.

Try it

Delete a Document with the MongoDB API

Delete a single document by ID. See the docs here

Try it

Create Model with the BigML API

Create a model based on a given source ID, dataset ID, or model ID. See the docs.

Try it

Execute Aggregation with the MongoDB API

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

Try it

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 BigML#

The BigML API offers a suite of machine learning tools that enable the creation and management of datasets, models, predictions, and more. It's a powerful resource for developers looking to incorporate machine learning into their applications. Within Pipedream, you can leverage the BigML API to automate workflows, process data, and apply predictive analytics. By connecting BigML to other apps in Pipedream, you can orchestrate sophisticated data pipelines that react to events, perform analyses, and take action based on machine learning insights.

Connect BigML#

import { axios } from "@pipedream/platform"
export default defineComponent({
  props: {
    bigml: {
      type: "app",
      app: "bigml",
    }
  },
  async run({steps, $}) {
    return await axios($, {
      url: `https://bigml.io/andromeda/source`,
      params: {
        username: `${this.bigml.$auth.username}`,
        api_key: `${this.bigml.$auth.api_key}`,
      },
    })
  },
})

Start for free — no credit card required

Watch a demo