The Baby Forum: turning questions into a growth loop

The site’s busiest platform, redirected into a loop. A keyword algorithm reads each parenting question and serves back the right article or product.

The Baby Forum: a busy discussion board on web with the threaded reading and posting views on mobile.

Senior Product Designer

Forum, Web & App

32% click-through

Goal

Turn forum traffic into a growth loop

The Baby Forum pulls more traffic than the store and the content farm combined. The plan: redirect that traffic into both, so the three platforms feed each other and organic visits, and E-Commerce revenue, climb together.

A traffic loop: the Baby Forum feeds both the Content Farm and E-Commerce, which circle back to lift E-Commerce revenue.

Observation

Parents come searching for solutions

The mothers on the Baby Forum are facing real parenting problems, so they leave for Google to solve them. We already had community and knowledge to offer. If we also pointed them to products, the redirect would feel like help, not an ad.

A parent leaves a forum question for Google; the revamp answers it in place with a knowledge article and a product, instead.

Testing

Build an algorithm that recommends

With a backend engineer, we built a recommendation model. Each E-Commerce category got a set of keywords with weighted scores. We pulled keywords from the questions parents asked, matched them to categories, and surfaced the highest-scoring one as the product to recommend.

A forum question is mapped to weighted keywords, scored across E-Commerce categories, and the top-scoring category becomes the recommended product.

Research

Turn keywords into a Baby Dictionary

With the model working, the next step was a Baby Dictionary. More keywords meant sharper recommendations. Using Search Console and Ubersuggest to gather keywords, and Google Analytics to read on-site behavior, we tracked parents’ latest needs and validated which keywords were worth keeping.

Search and analytics data feed a Baby Dictionary of keywords, which sorts into Content Farm and E-Commerce categories.

Product Launch

Put the loop in front of parents

The recommendations went live inside the forum, then we tuned the experience around them.

01 Redirect traffic into the threads.
Article and product recommendations slot into each discussion, sending readers on to the content farm and the store.

Forum threads with article and product recommendations slotted in, linking out to the content farm and the store.

02 Surface more to explore.
A forum UI redesign helps parents find more threads and stay longer.

The redesigned forum feed, surfacing more topics for parents to browse and keeping them on the page.

03 Make asking and replying easy.
A smoother posting and reply flow to spark more interaction.

The streamlined flow for posting a question and replying, lowering the bar to join a discussion.

Takeaway

Forum traffic now flows to both platforms. 32% of users clicked the articles or products the keyword algorithm served them.

32% click-through on recommendations

What we learned

01

Articles beat products on clicks. Readers arrive in “seeking knowledge” mode, so they lean toward related articles. Redirects to the content farm converted better than the ones to the store.

02

Products didn’t pull enough weight. The product categories didn’t tempt enough; a wider range and sharper prices would have earned more attention.

03

The Baby Dictionary needs upkeep. Parents’ needs shift with seasons and trends, so the keywords need maintaining and the algorithm needs steady updates to stay accurate.