惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Forbes - Security
Forbes - Security
The Hacker News
The Hacker News
V
Vulnerabilities – Threatpost
C
CXSECURITY Database RSS Feed - CXSecurity.com
Spread Privacy
Spread Privacy
P
Proofpoint News Feed
AWS News Blog
AWS News Blog
S
Securelist
S
Security @ Cisco Blogs
Cloudbric
Cloudbric
T
Troy Hunt's Blog
SecWiki News
SecWiki News
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Security Latest
Security Latest
C
Cyber Attacks, Cyber Crime and Cyber Security
AI
AI
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Stack Overflow Blog
Stack Overflow Blog
I
Intezer
I
InfoQ
Attack and Defense Labs
Attack and Defense Labs
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Recent Commits to openclaw:main
Recent Commits to openclaw:main
T
The Exploit Database - CXSecurity.com
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
N
News | PayPal Newsroom
云风的 BLOG
云风的 BLOG
S
Secure Thoughts
T
The Blog of Author Tim Ferriss
Martin Fowler
Martin Fowler
L
LINUX DO - 最新话题
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
D
Darknet – Hacking Tools, Hacker News & Cyber Security
A
About on SuperTechFans
Hacker News - Newest:
Hacker News - Newest: "LLM"
TaoSecurity Blog
TaoSecurity Blog
www.infosecurity-magazine.com
www.infosecurity-magazine.com
Webroot Blog
Webroot Blog
L
LangChain Blog
MyScale Blog
MyScale Blog
Recent Announcements
Recent Announcements
P
Privacy & Cybersecurity Law Blog
Vercel News
Vercel News
Engineering at Meta
Engineering at Meta
C
Cybersecurity and Infrastructure Security Agency CISA
Y
Y Combinator Blog
L
Lohrmann on Cybersecurity
B
Blog RSS Feed
The Last Watchdog
The Last Watchdog

Mastercard Dynamic Yield

Email, SMS and push done right: A marketing leader’s guide to channel selection How Valamar engages travelers earlier with real-time booking context Gartner Recognizes Mastercard Dynamic Yield as an 8‑Time Leader in Personalization Engines— Mastercard Dynamic Yield 2026 Personalization Maturity: Disruption Is Redefining E-Commerce Success Modern customer journey orchestration: Latest capabilities, best practices and omnichannel strategies — Mastercard Dynamic Yield Saks Fifth Avenue Elevated Luxury With AI Personalization 2025 Personalization Maturity Report for E-commerce - ES — Mastercard Dynamic Yield 2025 Personalization Maturity Report for E-commerce - PT — Mastercard Dynamic Yield How to Drive More Subscribers to Your Mailing List: Proven Strategies for MarketersMastercard Dynamic Yield Reconnect by Mastercard Dynamic Yield: Smarter Customer Journey Orchestration Send-Time Optimization — Mastercard Dynamic Yield Channel Prioritization — Mastercard Dynamic Yield Real-Time Adaptation and Dynamic Optimization — Mastercard Dynamic Yield Post-click Experiences — Mastercard Dynamic Yield Search Ranking Optimization — Mastercard Dynamic Yield Visual Search — Mastercard Dynamic Yield Semantic Search — Mastercard Dynamic Yield How Bergzeit Increased Conversions 3x with Conversational AI Email Deliverability Best Practices: Reach the Inbox. Deliver the Experience. The enterprise guide to IP warming: Boost deliverability, ensure compliance, and power seamless journeys Visual Search Meets Multimodal AI: A New Era of Product Discovery Where human ingenuity fits in the AI-driven marketing era Infographic: The state of personalization maturity in e-commerce - 2025 AI and Personalization Are Revolutionizing E-commerce Search Transform product discovery with Experience Search: AI that understands your shoppers AI Fuels New Demands for Personalization — Is E-Commerce Maturing Fast Enough? From Fragmentation to Connection: Mastering User Identification for Personalization — Mastercard Dynamic Yield 2026 Personalization Maturity Report for E-commerce - PDF — Mastercard Dynamic Yield Add To Cart Recommendation Modal — Mastercard Dynamic Yield Shoppable Video Notification — Mastercard Dynamic Yield Dynamic Yield by Mastercard Recognized as a Leader by Gartner® and Forrester Leroy Merlin Gains 32% Purchases with ML Recommendations Conversational Commerce: Your Guide to This Market-Shifting Technology Your Global Test Could Be Limiting Your Personalization Growth — Mastercard Dynamic Yield Personalize with Empathy to Meet Evolving Customer Needs The Resource Constraints Blocking Banks’ Personalization Gain Steering by Data: How to Avoid Assumptions and Motivate Your Team — Mastercard Dynamic Yield AI and personalization can close the empathy gap between brands and their customers A Leader in the Gartner Magic Quadrant for Personalization - Dynamic Yield Black Friday Is Coming—Is Your Personalization Strategy Airtight? Personalization Blueprint Survey - Dynamic Yield by Mastercard How Personalization Fuels Success in Latin America's Digital Boom Signet Jewelers Sees 88% Conversion Lift from Personalization Solving Data Issues for Financial Services with Personalization — Mastercard Dynamic Yield How to Executive Reporting Can Help You Grow Your Personalization Program Breaking the personalization barrier for banks Bring the personal back to shopping this holiday season​ with Shopping Muse Dynamic Yield makes Personalization a Breeze for Issuer Dynamic Yield by Mastercard Is Making Personalization a Breeze for Banks How to Deliver a Less Frustrating Online Shopping Experience VIDEO: Banking's Personalization Revolution: Data-Driven Transformation Bunnings' Buyer Center Casas Bahia's Buyer Center Magalu's Buyer Center Carrefour's Buyer Center 3 Tips to Integrate GenerativeAI into Your Personalization Workflow — Mastercard Dynamic Yield TUI Cruises Sees 10.3% Uplift in Add to Cart from Personalization The Revenue Gains From Personalization That FIs Can’t Ignore Calling All UK Banks: Personalisation Is Crucial to Meeting the New Consumer Duty Mandate What Marketers Miss in the GenAI Discussion vidaXL's Buyer Center The 2 Breakthrough Technologies Driving Smarter Product Recommendations Fashion Retailers: Your Product Feed Needs Spring Cleaning, Too — Mastercard Dynamic Yield Tommy Hilfiger's Buyer Center G-Star Raw's Buyer Center Hunkemöller's Buyer Center Here's Why Your Customers Are Tuning You Out Intersport's Buyer Center How AI Is Ushering in the Future of Interactive Commerce Mastering Channel Prioritization: How to Optimize Re-Engagement with a Winning Strategy Clark's Buyer Center Optimized messaging for purchase completion Affinity-powered triggered messages - personalization use cases Anticipate customer's next best item - personalization use cases Charlotte Tilbury's Buyer Center Rituals' Buyer Center The Dynamic Duo of A/B Testing and Personalization Müller's Buyer Center Next's Buyer Center La Redoute's Buyer Center Why Gen Z Craves Personalized Restaurant Experiences The human advantage in the age of AI and personalization Sky Personalizes Subscription Management for Millions On Leverages Personalization to Build Community Build-A-Bear Workshop's Buyer Center Oak Furnitureland's Buyer Center Coach's Buyer Center The Perfect Match: Marry Your CMS and Personalization Systems for Customer Love 4 Signs You Need to Move Beyond Your ESP's Email Personalization Functionality Sainsbury's, meet Dynamic Yield Charles Tyrwhitt's Buyer Center Burberry's Buyer Center Personalization in QSR: The Possibilities You Didn’t Know Existed The State of Personalization Maturity in Grocery/CPG Chanel's Buyer Center Swarovski's Buyer Center Building the Right It: How “Pretotyping” Guides Product Decisions with Concrete Data The Power of a Primary Audience Strategy for Financial Services Similarity Badge — Mastercard Dynamic Yield How Deep Learning is Adding Predictive Personalization Prowess to User Affinity Profiling
Client-side vs server-side A/B testing and personalization
2020-07-02 · via Mastercard Dynamic Yield

Summarize this articleHere’s what you need to know:

  • This article explores client-side and server-side A/B testing and personalization, outlining the key advantages and disadvantages of each approach.
  • Client-side testing is simpler to implement but offers limited testing capabilities and data insights compared to server-side testing.
  • Server-side testing, while more powerful and flexible, requires more technical expertise and setup.
  • The ideal approach depends on your specific needs and resources. If you prioritize speed and ease of use, client-side testing might be sufficient. But if you require robust testing, personalization, and data analysis, server-side testing is the more suitable option.

This blog is part three of a multi-part analysis on the different technical approaches to A/B testing and personalization. In part one and two, we offered a deeper analysis on the most important technical considerations when implementing client-side rendering and server-side rendering. In this post, we will compare the two at a high-level.

Rendering options when it comes to A/B testing and personalization

As the web has matured over the years, it has become an essential marketing best practice to both experiment with and personalize the experiences that websites provide their users. Over time, vendors in the space have settled on two primary approaches to A/B testing and personalization:

  • Client-side
  • Server-side

We’ve summarized the definitions and differences between the approaches below:

Comparing the client-side vs server-side approach

Client-side

Pure server-side

Overview

Uses Javascript as the method of testing and personalizing site content. All dynamic action is taken client-side from the browser

Javascript tags are placed at the top of the HTML in asynchronous load. Alternatively, the tags may be placed in an asynchronous tag manager

Implementation

Injected into the page in the browser, by the addition of Javascript tagsBuilt into your web application tech stack, on the back end

Deployment Timeline

Relatively quick and easy to deploy, by adding a few lines of code to the page headerLonger time to deploy as it requires thoughtful design and development by your tech team

Ease of use

Easy for business users to create experiences using vendor UI. Developers have less control over what is changed on the site.More difficult for business users to set up (typically requires knowledge of the web application structure and JSON). Higher degree of developer control over site changes.

Capabilities

Usually limited to changes on the page itself.Testing and personalization can incorporate back end systems (such as inventory).

Impact on Page Load

There is a minor increase in page footprint and load time.Personalization is done before the page is rendered, so there is no effect on the served page.

Reach

Limited to web browsers.Personalization can be achieved on any device or platform capable of making an API call.

Now, let’s dig a little deeper into each one.

How client-side testing and personalization works

The client-side approach is by far the most common solution employed in the market today. In this approach, all tests and experiences are rendered from the client-side browser, using Javascript.

So, what is client-side rendering?

When a vendor asks you to place their Javascript tag(s) into the HTML of all your site pages, Javascript-based testing and personalization SDKs can then be injected onto your site. Along with their core SDKs, vendors embed code representations of the campaigns that you define from their UIs. Once the tags are on your site, the vendor can execute all necessary logic to test and personalize the content on your pages, using client-side Javascript.

The page modification technique is the same across all vendors – a piece of code in the SDK performs an action based on the desired use case.

A few client-side rendering examples:

  • Identifies one or more elements on the page via DOM selectors, then executes Javascript code to modify such element(s). Examples: hide, remove, move, duplicate, change attributes, change CSS styling, and so on
  • Identifies one or more elements on the page via DOM selectors, then executes Javascript code to replace the element(s) with new content
  • Identifies one or more elements on the page via DOM selectors, then executes Javascript code to insert new content before or after the element(s)
  • Injects global CSS styles onto the page, changing the styling of elements on the page
  • Injects other Javascript code onto the page, which can be used for a variety of open-ended use cases (e.g. inserting a 3rd-party library, making an AJAX request, calling an API, etc.)

How server-side testing and personalization works

While traditional client-side implementations call personalization services from the browser via Javascript, server-side integration enables organizations to call the personalization service before the page is rendered, from within their proprietary technology stack.

So, what is server-side rendering?

Server-side testing and personalization is typically provided by the vendor in the form of a REST API, which is called from the rendering web application (server) before the page is served. Requests and responses to REST APIs use the JSON format for data, a widely adopted and efficient way of representing data.

server-side rendering

In pure server-side integration, your server securely interacts with an API Gateway, passing the details of the page request and asking for relevant personalization experiences.

The response is typically a JSON payload. It is then the caller’s responsibility to parse the response and act on it. You will also need to report back any engagement with the chosen experiences or significant user events. Engagement and events are reported in a similar manner (POST to and API endpoint) to personalization.

Because server-side personalization occurs within your web application stack on the back end, successful implementation requires thoughtful design and development by your tech team.

Server-side rendering use case examples:

  • Major structural changes to the page
  • Full-page redirects
  • Secure access to back end systems (pricing models, real-time inventory)
  • Pre-render personalization of Single Page Apps

Which one: client-side vs. server-side?

The longstanding client-side vs. server-side testing debate often concentrates on the question of convenience: which is easiest to integrate and test with?

By this metric, the contest isn’t even remotely close. Client-side testing, in which client-side JavaScript code renders tests directly on the user’s browser, beats server-side testing by leaps and bounds on the easiness scale. However, rendering on the client-side can oftentimes clash with existing technologies and emerging frameworks, not achieve the desired performance, or allow brands to expand the same customer experience into other channels.

So while the server-side approach is much more involved, the wider range of capabilities, deeper insights, and overall sophistication compensate for what the method lacks in ease and convenience. After all, delivering truly relevant experiences across the customer journey requires a centralized solution that is able to unify all data sources and activate it, regardless of the channel, device, or web technology the application is served from.

Choosing the correct approach will ultimately depend on your particular needs, technical resources, and long-term vision. If your primary users will be marketers and agility is their first priority, client-side is likely to be the best choice. On the other hand, if your tech and R&D departments will be heavily involved, or if you are planning on more sophisticated integrations, or those beyond the traditional web, server-side may well be the answer.

Going hybrid

The simplicity of the API concept means that you don’t necessarily have to make an either/or choice between server and client rendering for personalization. Some modern personalization platforms provide the ability to implement a hybrid solution, in which pre-rendered server-side testing and personalization changes can coexist with traditional client-side testing, and user engagement can be reported to the vendor directly from the browser.

The inevitable shift to APIs

Amid the proliferation of A/B testing and personalization, marketers have more tools than ever at their fingertips. But when looking at the competitive landscape, adopting advanced solutions that offer holistic, cross-channel experiences is not a luxury anymore. Doing so is quickly becoming a must if you wish to continue to effectively engage your audience and meet your KPIs. Given that, it may be time to consider jettisoning client-side testing and migrating to the server.

ICYMI, Dynamic Yield is offering a free 14-day exPerience APIs trial. Simply sign-up for access to a sandbox environment and start playing.