How can I perform nested "joins" (joining 3 or more collections) in a MongoDB aggregation pipeline?

Question

Let's say we have 3 hypothetical collections in MongoDB: customers, orders, and orderItems.

Each customer has multiple orders, and each order has multiple order items.

Here's some sample data for these 3 collections:

customers

[
    {
        customer_id: 1,
        name: "Jim Smith",
        email: "[email protected]"
    },
    {
        customer_id: 2,
        name: "Bob Jones",
        email: "[email protected]"
    }
]

orders

[
    {
        order_id: 1,
        customer_id: 1
    },
    {
        order_id: 2,
        customer_id: 1
    }
]

orderItems

[
    {
        order_item_id: 1,
        name: "Foo",
        price: 4.99,
        order_id: 1
    },
    {
        order_item_id: 2,
        name: "Bar",
        price: 17.99,
        order_id: 1
    },
    {
        order_item_id: 3,
        name: "baz",
        price: 24.99,
        order_id: 2
    }
]

Desired Result

How can I write my aggregation pipeline so that the result returned looks something like this?

[
    {
        customer_id: 1,
        name: "Jim Smith",
        email: "[email protected]"
        orders: [
            {
                order_id: 1,
                items: [
                    {
                        name: "Foo",
                        price: 4.99
                    },
                    {
                        name: "Bar",
                        price: 17.99
                    }
                ]
            },
            {
                order_id: 2,
                items: [
                    {
                        name: "baz",
                        price: 24.99
                    }
                ]
            }
        ]
    },
    {
        customer_id: 2,
        name: "Bob Jones",
        email: "[email protected]"
        orders: []
    }
]

Answer 1

Do nested lookup using lookup with pipeline,

• $lookup with orders collection,
  • let, define variable customer_id that is from main collection, to access this reference variable inside pipeline using $$ like $$customer_id,
  • pipeline can add pipeline stages same as we do in root level pipeline
  • $expr whenever we match internal fields it requires expression match condition, so $$customer_id is parent collection field that declared in let and $customer_id is child collection's/current collection's field
• $lookup with orderitems collection

db.customers.aggregate([
  {
    $lookup: {
      from: "orders",
      let: { customer_id: "$customer_id" },
      pipeline: [
        { $match: { $expr: { $eq: ["$$customer_id", "$customer_id"] } } },
        {
          $lookup: {
            from: "orderitems",
            localField: "order_id",
            foreignField: "order_id",
            as: "items"
          }
        }
      ],
      as: "orders"
    }
  }
])

Playground

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Tip:

Several joins considered as bad practice in NoSQL, I would suggest if you could add your order items in orders collection as array, you can save one join process for orderitems, see improved version in playground