Home Web Front-end JS Tutorial How to Implement Efficient Pagination in MongoDB Using _id and Forward Paging?

How to Implement Efficient Pagination in MongoDB Using _id and Forward Paging?

Oct 24, 2024 am 06:55 AM

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>
Copy after login

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>
Copy after login

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>
Copy after login

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 &amp;&amp; doc.rank != lastSeen )
       seenIds = [];
   seenIds.push(doc._id);
   if (!cursor.hasNext() || lastSeen == null)
     lastSeen = doc.rank;
}</code>
Copy after login

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>
Copy after login

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!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Undress AI Tool

Undress AI Tool

Undress images for free

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

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

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

What should I do if I encounter garbled code printing for front-end thermal paper receipts? What should I do if I encounter garbled code printing for front-end thermal paper receipts? Apr 04, 2025 pm 02:42 PM

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...

Who gets paid more Python or JavaScript? Who gets paid more Python or JavaScript? Apr 04, 2025 am 12:09 AM

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.

Demystifying JavaScript: What It Does and Why It Matters Demystifying JavaScript: What It Does and Why It Matters Apr 09, 2025 am 12:07 AM

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 using JavaScript? How to merge array elements with the same ID into one object using JavaScript? Apr 04, 2025 pm 05:09 PM

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...

How to achieve parallax scrolling and element animation effects, like Shiseido's official website?
or:
How can we achieve the animation effect accompanied by page scrolling like Shiseido's official website? How to achieve parallax scrolling and element animation effects, like Shiseido's official website? or: How can we achieve the animation effect accompanied by page scrolling like Shiseido's official website? Apr 04, 2025 pm 05:36 PM

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/)...

Is JavaScript hard to learn? Is JavaScript hard to learn? Apr 03, 2025 am 12:20 AM

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.

The difference in console.log output result: Why are the two calls different? The difference in console.log output result: Why are the two calls different? Apr 04, 2025 pm 05:12 PM

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. �...

How to implement panel drag and drop adjustment function similar to VSCode in front-end development? How to implement panel drag and drop adjustment function similar to VSCode in front-end development? Apr 04, 2025 pm 02:06 PM

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...

See all articles