Joining with $lookup
Part of the Databases with MongoDB section of Coddy's Node.js journey. Lesson 25 of 29.
A book stores its author's name, and the author's details live in another collection. The client wants both in one answer.
The $lookup stage joins. For each document, it finds the documents in the from collection whose foreignField equals this document's localField, and puts them in a new array field named by as.
await orders.aggregate([
{ $match: { _id: orderId } },
{ $lookup: {
from: 'customers',
localField: 'customerEmail',
foreignField: 'email',
as: 'customer',
} },
]).toArray();
// [{ _id: ..., customerEmail: 'ada@x.io', customer: [{ email: 'ada@x.io', ... }] }]toArray() gives an array of orders, here holding one. Take its first item to get the order itself.
localField belongs to the documents in the pipeline, foreignField to the other collection. The result is an array, even for one match.
The from collection supplies every matching document in the array named by as. The supplied route takes the pipeline’s first result to return the one requested book.
Challenge
EasyThis step opens the course’s prepared bookshelf API project, rather than your project files from Aggregation Pipelines (including server.js). Your earlier work stays in its own lesson. Read the supplied files before editing server.js. This copy contains the bookshelf routes and genre counts and top-rated pipeline, plus seeded authors and response handling.
In the prepared GET /books/:id/full route in server.js, add a lookup stage after the existing match. Join authors by book.author equal to author.name. Put the matches in authorInfo. Keep the supplied code that takes the first result and returns 404 when the book is missing.
Try it: GET /books and copy Emma’s _id. GET /books/<Emma’s _id>/full returns Emma with an authorInfo array containing Jane Austen and born 1775. A book with an unknown author returns authorInfo: []. A valid but missing book id still gets 404.
Try it yourself
import express from 'express';
import { MongoClient, ObjectId } from 'mongodb';
import { authorList } from './authors.js';
const client = new MongoClient('mongodb://localhost:27017');
const db = client.db('shelf');
const books = db.collection('books');
const ratings = db.collection('ratings');
const authors = db.collection('authors');
await books.createIndex({ isbn: 1 }, { unique: true });
await books.insertMany([
{ title: 'Dune', author: 'Frank Herbert', year: 1965, isbn: '9780441013593', genre: 'scifi' },
{ title: 'Kindred', author: 'Octavia E. Butler', year: 1979, isbn: '9780807083697', genre: 'scifi' },
{ title: 'Emma', author: 'Jane Austen', year: 1815, isbn: '9780141439587', genre: 'classic' },
]);
await authors.insertMany(authorList);
const app = express();
app.use(express.json());
// Every error answers { error: message }.
function sendError(res, status, message) {
res.status(status).json({ error: message });
}
// The :id as an ObjectId, or null after answering 400 for a bad id.
function parseId(req, res) {
if (ObjectId.isValid(req.params.id)) {
return new ObjectId(req.params.id);
}
sendError(res, 400, 'Not a valid id');
return null;
}
app.get('/', (req, res) => {
res.send('Bookshelf API');
});
app.get('/books', async (req, res) => {
const filter = {};
if (req.query.author) {
filter.author = req.query.author;
}
if (req.query.from || req.query.to) {
filter.year = {};
if (req.query.from) {
filter.year.$gte = Number(req.query.from);
}
if (req.query.to) {
filter.year.$lte = Number(req.query.to);
}
}
const list = await books.find(filter).toArray();
res.json(list);
});
app.post('/books', async (req, res) => {
const book = req.body;
try {
await books.insertOne(book);
} catch (err) {
if (err.code === 11000) {
return sendError(res, 409, 'That ISBN is already on the shelf');
}
throw err;
}
res.status(201).json(book);
});
app.get('/books/newest', async (req, res) => {
const n = Number(req.query.n) || 3;
const list = await books
.find({}, { projection: { title: 1, year: 1, _id: 0 } })
.sort({ year: -1 })
.limit(n)
.toArray();
res.json(list);
});
app.get('/books/:id', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
const book = await books.findOne({ _id: id });
if (!book) {
return sendError(res, 404, 'No such book');
}
res.json(book);
});
app.patch('/books/:id', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
const result = await books.updateOne({ _id: id }, { $set: req.body });
if (result.matchedCount === 0) {
return sendError(res, 404, 'No such book');
}
res.json(await books.findOne({ _id: id }));
});
app.post('/books/:id/copies', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
const result = await books.updateOne({ _id: id }, { $inc: { copies: 1 } });
if (result.matchedCount === 0) {
return sendError(res, 404, 'No such book');
}
res.json(await books.findOne({ _id: id }));
});
app.post('/books/:id/tags', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
const result = await books.updateOne({ _id: id }, { $push: { tags: req.body.tag } });
if (result.matchedCount === 0) {
return sendError(res, 404, 'No such book');
}
res.json(await books.findOne({ _id: id }));
});
app.delete('/books/:id', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
const result = await books.deleteOne({ _id: id });
if (result.deletedCount === 0) {
return sendError(res, 404, 'No such book');
}
res.status(204).end();
});
app.put('/books/:id/ratings', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
const { user, stars } = req.body;
await ratings.updateOne({ bookId: id, user }, { $set: { stars } }, { upsert: true });
res.json({ user, stars });
});
app.get('/books/:id/ratings', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
res.json(await ratings.find({ bookId: id }).toArray());
});
app.get('/stats', async (req, res) => {
const filter = req.query.genre ? { genre: req.query.genre } : {};
res.json({
books: await books.countDocuments(filter),
ratings: await ratings.countDocuments(),
});
});
app.get('/stats/genres', async (req, res) => {
const genres = await books
.aggregate([{ $group: { _id: '$genre', count: { $sum: 1 } } }])
.toArray();
res.json(genres);
});
app.get('/stats/top', async (req, res) => {
const top = await ratings
.aggregate([
{ $group: { _id: '$bookId', avg: { $avg: '$stars' }, count: { $sum: 1 } } },
{ $match: { count: { $gte: 2 } } },
{ $sort: { avg: -1 } },
{ $limit: 3 },
])
.toArray();
res.json(top);
});
app.get('/books/:id/full', async (req, res) => {
const id = parseId(req, res);
if (!id) return;
const [book] = await books
.aggregate([
{ $match: { _id: id } },
])
.toArray();
if (!book) {
return sendError(res, 404, 'No such book');
}
res.json(book);
});
app.listen(3000, () => {
console.log('Bookshelf is running on port 3000');
});
All lessons in Databases with MongoDB
3Aggregation
Counting DocumentsA Pipeline of StagesGrouping with $groupAverages Within GroupsFiltering Group ResultsAggregation PipelinesJoining with $lookupPractice on your own: Express playground