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mongoose【文档与办公】Mongoose is an object modeling library (ODM) for MongoDB in Node.js: schemas declare fields, validation, and defaults, and models built from them run typed queries, middleware hooks, population, and transactions. Use when a user asks to define a Mongoose schema or model, validate MongoDB documents, add pre/post hooks, populate references, run a trans…
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Mongoose is an object modeling library for MongoDB in Node.js. A schema declares fields, validation, defaults, hooks, methods, and virtuals; a model built from it casts and validates writes and returns typed documents. This skill targets Mongoose 9, which changed middleware (next() is gone), update options, and TypeScript types compared with 8.x.
npm install mongoose # 9.x; ships its own TypeScript types, no @types package
npm install bcrypt && npm install -D @types/bcrypt # only for the password hashing in the schema example
import mongoose from "mongoose";
// Build indexes automatically everywhere except production
mongoose.set("autoIndex", process.env.NODE_ENV !== "production");
// MONGODB_URI looks like mongodb://127.0.0.1:27017/storefront
await mongoose.connect(process.env.MONGODB_URI!, { serverSelectionTimeoutMS: 5000 });
Let Mongoose infer the document type from the schema, and declare virtuals, methods, and statics in the schema options so they are typed too. Do not write an interface that extends Document.
import bcrypt from "bcrypt";
import mongoose, { Schema, model, type HydratedDocumentFromSchema } from "mongoose";
const userSchema = new Schema(
{
email: {
type: String,
required: [true, "Email is required"],
unique: true, // creates the index; a second schema.index({ email: 1 }) triggers a duplicate-index warning
lowercase: true,
trim: true,
match: [/^\S+@\S+\.\S+$/, "Invalid email format"],
},
name: { type: String, required: true, minlength: 2, maxlength: 100 },
passwordHash: { type: String, required: true, select: false },
role: { type: String, enum: ["user", "admin", "moderator"], default: "user" },
profile: {
bio: { type: String, maxlength: 500 },
avatar: String,
website: { type: String, match: /^https?:\/\// },
},
posts: [{ type: Schema.Types.ObjectId, ref: "Post" }],
},
{
timestamps: true, // adds createdAt and updatedAt
toJSON: { virtuals: true },
virtuals: {
displayName: {
get() {
return `${this.name} <${this.email}>`;
},
},
},
methods: {
verifyPassword(password: string) {
return bcrypt.compare(password, this.passwordHash);
},
},
statics: {
findByEmail(email: string) {
return this.findOne({ email: email.toLowerCase() });
},
},
},
);
// Index for search
userSchema.index({ name: "text", "profile.bio": "text" });
// Pre-save middleware: an async function with no next(); throw to abort the save
userSchema.pre("save", async function () {
if (this.isModified("passwordHash")) {
this.passwordHash = await bcrypt.hash(this.passwordHash, 12);
}
});
export const User = model("User", userSchema);
export type UserDoc = HydratedDocumentFromSchema<typeof userSchema>;
// Find with filters, sorting, pagination
const users = await User.find({ role: "user" })
.sort({ createdAt: -1 })
.skip(20).limit(10)
.select("name email profile.avatar")
.lean(); // Plain objects: no getters, virtuals, or save()
// select: false fields must be requested explicitly
const account = await User.findOne({ email: "alice@northwind.dev" }).select("+passwordHash").orFail();
const ok = await account.verifyPassword("correct horse battery");
// Update: validators run only when asked; returnDocument replaces the deprecated `new: true`
const promoted = await User.findOneAndUpdate(
{ email: "bruno@northwind.dev" },
{ $set: { role: "moderator" } },
{ returnDocument: "after", runValidators: true },
);
// Populate references
const userWithPosts = await User.findById(account._id)
.populate({ path: "posts", select: "title createdAt", options: { limit: 5, sort: { createdAt: -1 } } });
// Aggregation pipeline (not cast or validated by the schema)
const thirtyDaysAgo = new Date(Date.now() - 30 * 24 * 60 * 60 * 1000);
const stats = await User.aggregate([
{ $match: { createdAt: { $gte: thirtyDaysAgo } } },
{ $group: { _id: "$role", count: { $sum: 1 }, latest: { $max: "$createdAt" } } },
{ $sort: { count: -1 } },
]);
// Transaction: commits when the function returns, aborts when it throws, retries transient errors.
// Pass the session to every operation and do not run them in parallel.
await mongoose.connection.transaction(async (session) => {
const [post] = await Post.create([{ title: "Shipping rates for 2027", author: account._id }], { session });
await User.updateOne({ _id: account._id }, { $push: { posts: post._id } }, { session });
});
User request: "Add a Post model that belongs to a user, and a function that returns a user's five latest posts with the author's name."
import { Schema, model, type Types } from "mongoose";
const postSchema = new Schema(
{
title: { type: String, required: true, trim: true },
body: String,
author: { type: Schema.Types.ObjectId, ref: "User", required: true },
publishedAt: Date,
},
{ timestamps: true },
);
postSchema.index({ author: 1, publishedAt: -1 }); // matches the filter + sort below
export const Post = model("Post", postSchema);
export function latestPosts(authorId: Types.ObjectId) {
return Post.find({ author: authorId })
.sort({ publishedAt: -1 })
.limit(5)
.select("title publishedAt author")
.populate("author", "name")
.lean();
}
Result of console.log(JSON.stringify(await latestPosts(alice._id))):
[{"_id":"6abe2e23d40ba9d32d2bd4dd","title":"Shipping rates for 2027","author":{"_id":"6abe2e22d40ba9d32d2bd4db","name":"Alice Moreno"},"publishedAt":"2026-10-01T09:55:47.300Z"}]
User request: "We upgraded to Mongoose 9 and saving a user now fails with TypeError: next is not a function. Fix it."
npm install mongoose@9
npm ls mongoose # mongoose@9.10.3
// Before (Mongoose 8) — pre hooks no longer receive next()
orderSchema.pre("save", function (next) {
this.total = this.items.reduce((sum, item) => sum + item.price * item.quantity, 0);
next();
});
const paid = await Order.findOneAndUpdate({ _id: orderId }, { status: "paid" }, { new: true });
// After (Mongoose 9)
orderSchema.pre("save", async function () {
this.total = this.items.reduce((sum, item) => sum + item.price * item.quantity, 0);
});
const paid = await Order.findOneAndUpdate({ _id: orderId }, { status: "paid" }, { returnDocument: "after" });
Result: order.save() resolves again and total is computed; the [MONGOOSE] Warning: ... the new option ... is deprecated line disappears from the logs. Other Mongoose 9 breaks to search the codebase for: update pipelines (an array passed to updateOne()) now throw unless { updatePipeline: true } is set, the TypeScript type FilterQuery is renamed QueryFilter, and UUID fields come back as bson.UUID objects instead of strings.
required, enum, match, min/max validators. They run on save() and create(); update queries skip them unless runValidators: true is passed..lean() for read-only queries; it returns plain objects, which is faster and uses less memory, but drops virtuals, getters, and document methods.explain() to verify query plans. Index builds can load a production database, so set autoIndex to false there and create indexes deliberately.populate() sparingly; for complex joins, prefer aggregation $lookup.pre('save') for hashing, validation; post('save') for notifications, logging. Save hooks do not run for updateOne(), findOneAndUpdate(), or insertMany(); add query middleware (pre("findOneAndUpdate"), pre("updateOne")) or the insertMany model middleware for those.timestamps: true; auto-manages createdAt and updatedAt.mongod rejects them.strict: true in tsconfig.json; use HydratedDocumentFromSchema and InferSchemaType for document and raw types instead of interfaces extending Document.{ email: req.body.email } lets a client send { "$ne": null }. Cast to the expected type first or enable mongoose.set("sanitizeFilter", true), which makes such a filter fail with a CastError. Keep the connection string in an environment variable.select: false only hides a field from query results — a document you just created still carries it, so strip secrets before returning it from an API.