


How to Implement Efficient Pagination in MongoDB Using _id and Forward Paging?
How to Implement Pagination in MongoDB
While using skip is generally discouraged for pagination due to its memory consumption at scale, an alternative approach is to leverage the _id field for natural ordering.
Getting the _id of the Last Document
To obtain the last document's _id on a given page, you can use the following approach:
<code class="javascript">db.users.find().limit(pageSize); //Find the id of the last document in this page last_id = ...;</code>
Forward Paging
Rather than using .skip() and .limit(), forward paging involves iterating through the cursor and storing the last seen _id. On subsequent iterations, the query is modified to exclude documents already seen, while also restricting results to those with a lower or equal _id to the last seen value.
For a natural order by _id, the code would look like this:
<code class="javascript">var lastSeen = null; var cursor = db.junk.find().limit(3); while (cursor.hasNext()) { var doc = cursor.next(); if (!cursor.hasNext()) lastSeen = doc._id; }</code>
Modified Query for Subsequent Pages
The following query is used to retrieve the next page:
<code class="javascript">var cursor = db.junk.find({ "_id": { "$gt": lastSeen } }).limit(3);</code>
Complex Sorting
For sorting by fields other than _id, such as rank, you need to keep track of previously seen documents and use the $nin operator to exclude them.
Here's an example code snippet for forward paging with sorting by rank:
<code class="javascript">var lastSeen = null; var seenIds = []; var cursor = db.junk.find().sort({ "rank": -1 }).limit(2); while (cursor.hasNext()) { var doc = cursor.next(); if ( lastSeen != null && doc.rank != lastSeen ) seenIds = []; seenIds.push(doc._id); if (!cursor.hasNext() || lastSeen == null) lastSeen = doc.rank; }</code>
The subsequent query for the next page would be:
<code class="javascript">var cursor = db.junk.find( { "_id": { "$nin": seenIds }, "rank": "$lte": lastSeen } ).sort({ "rank": -1 }).limit(2);</code>
The above is the detailed content of How to Implement Efficient Pagination in MongoDB Using _id and Forward Paging?. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Undress AI Tool
Undress images for free

Clothoff.io
AI clothes remover

Video Face Swap
Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

Hot Topics





Frequently Asked Questions and Solutions for Front-end Thermal Paper Ticket Printing In Front-end Development, Ticket Printing is a common requirement. However, many developers are implementing...

There is no absolute salary for Python and JavaScript developers, depending on skills and industry needs. 1. Python may be paid more in data science and machine learning. 2. JavaScript has great demand in front-end and full-stack development, and its salary is also considerable. 3. Influencing factors include experience, geographical location, company size and specific skills.

JavaScript is the cornerstone of modern web development, and its main functions include event-driven programming, dynamic content generation and asynchronous programming. 1) Event-driven programming allows web pages to change dynamically according to user operations. 2) Dynamic content generation allows page content to be adjusted according to conditions. 3) Asynchronous programming ensures that the user interface is not blocked. JavaScript is widely used in web interaction, single-page application and server-side development, greatly improving the flexibility of user experience and cross-platform development.

How to merge array elements with the same ID into one object in JavaScript? When processing data, we often encounter the need to have the same ID...

Discussion on the realization of parallax scrolling and element animation effects in this article will explore how to achieve similar to Shiseido official website (https://www.shiseido.co.jp/sb/wonderland/)...

Learning JavaScript is not difficult, but it is challenging. 1) Understand basic concepts such as variables, data types, functions, etc. 2) Master asynchronous programming and implement it through event loops. 3) Use DOM operations and Promise to handle asynchronous requests. 4) Avoid common mistakes and use debugging techniques. 5) Optimize performance and follow best practices.

In-depth discussion of the root causes of the difference in console.log output. This article will analyze the differences in the output results of console.log function in a piece of code and explain the reasons behind it. �...

Explore the implementation of panel drag and drop adjustment function similar to VSCode in the front-end. In front-end development, how to implement VSCode similar to VSCode...
