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Three women wearing elegant white wedding dresses in different styles, standing in a minimalist studio setting with neutral backgrounds. The central figure stands confidently in a strapless gown with a fitted silhouette and train, while the women on either side wear dresses with varying necklines and skirt shapes. The atmosphere is calm and sophisticated, highlighting the diversity of bridal fashion.

Optimizing article templates based on their JTBD

With 50% of new users landing on The Knot through editorial content, we redesigned article templates based on their specific jobs-to-be-done (JTBD)—from affiliate to sponsored content. By tailoring experiences to match intent, we improved usability, supported revenue goals, and empowered editorial teams with more flexible tools.

The Background

Content plays a pivotal role in user acquisition for The Knot. Roughly 50% of new users enter the site through the Ideas & Advice section, with 80% discovering us via Google Search. Notably, 75% of this traffic comes from mobile web, reinforcing the need for mobile-first design strategies.

The Problem

We were relying on a single, catch-all article template to support multiple editorial and business goals, including:

  • High-Value Actions (HVAs)
  • Affiliate revenue
  • Editorial content
  • Sponsored content
  • Video integrations

This one-size-fits-all approach diluted performance across all fronts. The UX was not optimized for conversion, nor was it tailored to the specific intent of each content type.

The Objective

To improve both user experience and conversion rates, we set out to design and implement dedicated article templates aligned with each editorial strategy.

The Approach

We began by analyzing The Knot article performance. This involved:

  • Mapping all article components and CTAs
  • Evaluating article performance through metrics like CTR, bounce rate, and revenue impact
  • Conducting stakeholder interviews with editorial, GMS, and product teams
  • Gathering data about volume and traffic by content category

After prioritizing templates with the product team, we focused on two high-impact types: Affiliate and HVA (Marketplace-focused) articles.

CTR analysis of the original article template.
CTR analysis of the original article template — fake numbers to protect company data

Template 1

Affiliate Template Redesign

Research & Insights

We conducted a competitive benchmark to understand affiliate best practices and a usability test on the existing template to gather user feedback.

Key findings:

  • Users want product reviews for confidence in purchase decisions.
  • Long articles caused friction; users requested filters (by category, price).
  • Customizability and originality in gifts were highly valued but often hidden until reaching affiliate sites.
  • Ads were viewed as intrusive, especially when not aligned to the article content.

The Solution

We created a modular affiliate template addressing these pain points, with improvements in two main areas:

Information Enhancements:

  • Added reviews from affiliate sites.
  • “Style It With” section to cross-promote products
  • Adjusted image width to shorten scroll depth
  • Clearer item separation with index numbers
  • Badges for key product features (e.g., sustainable, customizable)

Navigation Improvements:

  • “Browse All Items” modal, improving scanability and access to the full list of products
Control and variant designs for an affiliate article template, showing a list of products with images, titles, prices, and ratings. The control design features a long scrollable list with inline ads, while the variant introduces a modal for product browsing, enhancing usability and reducing scroll depth. The environment is clean and modern, emphasizing clarity and user experience.
Affiliate template redesign: control vs. variant

Ad Monetization Considerations

We anticipated reduced display ad impressions due to:

  • Shorter articles (reduced scroll, impacting the ad capacity).
  • The modal bypassing inline ad zones.

To compensate, we introduced native ad units designed to seamlessly blend into the article layout—not just in look and feel, but also in context and tone. These ads were carefully crafted to feel like a natural extension of the editorial content. For example, in affiliate gift listicles, placements included messages like “Fly high with the perfect gift” by Delta Airlines or “Gift memories with top-class hotels” by Marriott. These native ads were strategically placed:

  • Every six products in the list.
  • Inside the modal.
The desktop modal for the affiliate template, featuring a clean and modern design. The modal displays a list of products with images, titles, and prices. The background is a soft gray, and the modal itself has a white background with blue accents. The products are organized in a grid layout with clear labels and buttons for adding items to a cart or wishlist. The overall tone is professional and user-friendly, emphasizing ease of navigation and product discovery.
Affiliate template modal: product grid to improve scanability and comparison

Testing & Outcome

We launched an A/B test with CTR and revenue as our primary success metrics. The initial results were mixed— 25% increase in CTR, but a 50% drop in revenue. These outcomes appeared inconsistent, prompting a deeper analysis. We uncovered two key issues:

  • Identical affiliate codes were used in both the control and variant groups.
  • Some affiliate partners didn’t support code-level attribution, making it impossible to differentiate between test variants.

As a result, many conversions from the variant were incorrectly attributed to the control, significantly skewing the data and undermining the test’s validity. We’re now working closely with the affiliate team to clean up and restructure the tracking codes, ensuring proper attribution before rerunning the experiment for more reliable insights.

Template 2

HVA Template (Marketplace Leads)

The Problem

Articles designed to inspire and guide couples through planning weren’t driving conversions on high-value actions (HVAs) such as:

  • Driving traffic to the vendor storefronts
  • Favoriting vendor storefronts

Goals and metrics

Our main goal is driving traffic to Marketplace, being the CTR from articles to vendor storefronts the main metric.

To align the template with our goals, I conducted a visual audit of all components, using a color-coded system to categorize them by purpose:

  • Orange: Elements driving traffic to the MP
  • Gray: Ad placements
  • Purple: Recirculation widgets linking to other articles

The analysis showed that the template was heavily dominated by gray and purple, meaning most space was dedicated to ads and article recirculation. While ad zones (gray) were essential for revenue and untouchable, recirculation elements (purple) were taking up valuable space that could be better used to support Marketplace engagement. By selectively replacing or repositioning these widgets, we found a smart way to increase “orange” real estate—driving more traffic to the MP—without impacting ad performance.

To optimize articles for vendor engagement, I designed a new modular template that introduced several strategic changes, listed below.

Mapping of article components in a wedding website, showing different sections like Header, Hero, Content, and Footer. Each section is color-coded to indicate its purpose: orange for Marketplace traffic drivers, gray for ad placements, and purple for recirculation widgets. The layout includes a header with a logo and navigation, a hero section with an image and title, content blocks with text and images, and a footer with links. The environment is clean and modern, emphasizing clarity and usability. Visible text includes section labels like Header, Hero, Content, Footer, and color codes for each component.
Color-coded audit of article components: Marketplace drivers, ads, and recirculation

Pull Quotes

I introduced visually distinct pull quotes embedded within article content to:

  • Highlight concise, actionable vendor tips or planning insights.
  • Break up long-form text for improved readability and scannability.
  • Serve as contextual entry points to the Marketplace, increasing opportunities for vendor discovery.

These pull quotes are particularly effective in long, text-heavy articles, where they help surface key information and guide users naturally toward planning actions like exploring local vendors.

Desktop and mobile screens showing a wedding vendor listicle layout with vendor images, ratings, prices, and locations. The interface is clean and modern, focusing on clarity and easy comparison. No visible text.
Design of the new Pull Quotes

Replacing the First Inline Recirculation Widget with a MP Widget

The original template included an early widget promoting other articles—counterproductive when the goal is to drive traffic to vendor storefronts. I replaced this with an existing high-performing MP widget, which:

  • Surfaces local vendors based on the user’s IP address.
  • Helps shift user flow from content to conversion, rather than recirculation.

Based on data analysis, we anticipate that repositioning the widget higher on the page will significantly boost its visibility—increasing user exposure from 29% to 85% on mobile, and from 46% to 90% on desktop.

Vendor Listicle Layout Redesign

For articles listing vendors (e.g., “Top Photographers in NYC”), we optimized the layout to align with MP storefronts. Inspired by the affiliate template—where similar changes led to a 25% CTR lift—I implemented:

  • A more structured format featuring multiple vendor images, pricing, and ratings.
  • Direct data integration from the MP, ensuring up-to-date and accurate vendor information.
  • A consistent visual experience between the editorial article and the vendor storefront, which eliminated the previous disconnect caused by manually curated content.

This change reduced editorial overhead and improved content reliability while creating a more engaging and informative vendor discovery experience for users.

Mobile and desktop screens displaying a wedding vendor listicle layout with vendor images, ratings, prices, and locations. The interface is clean and modern, emphasizing clarity and ease of comparison. No visible text.
Redesigned vendor listicle layout: improved structure, images, and direct MP data integration

Redesigned Bottom Section with a Larger MP Widget

To maximize the use of underutilized page real estate at the end of articles, I designed a larger widget that allows users to toggle between vendor categories (e.g., venues, florists, photographers). Due to its size, the widget had to be placed at the bottom of the page—where visibility is naturally low.

To ensure we could gather meaningful insights from this low-exposure area, I partnered with the data team to propose the creation of a new Segment event that would measure CTR against actual impressions (i.e., views of the widget) rather than overall page visits. This allowed us to test new ideas in this low-exposure (less risky) zone without negatively impacting overall article performance.

Comparison of two article page layouts for a wedding website, labeled Control and Variant. The Control layout features a section called Trending with a list of articles and images, while the Variant layout replaces this with a Find your vendors team widget displaying vendor cards for venues, photographers, and other services, each with images, ratings, and locations. Pink annotation arrows highlight changes, such as removing the Trending widget and inserting the vendor widget with a note about measuring click-through rate against impressions. The environment is a clean, modern web interface with a professional and analytical tone. Visible text includes section headers like Up Next, Trending, Find your vendors team, and Explore more venues, as well as vendor details and ratings.
Comparison of article layouts: Control vs. Variant with bottom vendor widget

Implementation Strategy

Since the template consisted of multiple independent components, prioritization was key. I created a proposed implementation roadmap to initiate cross-functional alignment between product, engineering, and editorial teams. This roadmap outlined each component’s dependencies and estimated LOE, with the goal of identifying quick wins versus long-term investments to drive early impact. The new HVA template is currently undergoing A/B testing at the time of writing, with early indicators showing promising improvements in vendor visibility and engagement.

A horizontal timeline diagram with color-coded cards and progress bars showing stages of testing and implementation for article templates. Cards include titles such as Ad impressions in snowflake, Re-positioning the MP widget, Update vendor cards in the MP widget, Bottom MP widget, Listicle template, and Pull quotes. Each card contains expected results or notes, such as 25 percent lift in CTR or No regret. The timeline is divided into sections labeled Test 4 weeks and Test 4 8 weeks with pink gradient progress bars. The environment is clean and professional, emphasizing clarity and structured planning. The emotional tone is organized and goal-oriented. Visible text includes all card titles and key notes as described.
Implementation roadmap for new article templates and Marketplace widgets