02/2024

Use data to improve shipping visibility in the buyer search flow

Overview

LiveAuctioneers is an art & antique marketplace. We needed to drive more traffic to the items that were using our shipping service. I came up with a dozen ideas based on data and research.

02/2024

Use data to improve shipping visibility in the buyer search flow

Overview

LiveAuctioneers is an art & antique marketplace. We needed to drive more traffic to the items that were using our shipping service. I came up with a dozen ideas based on data and research.

Problem

Problem

🚚 We needed more sellers to use our shipping service

🚚 We needed more sellers to use our shipping service

While LiveAuctioneers provides a shipping service, sellers can choose to ship with us or handle shipping themselves. We wanted more sellers to use our service to not only ensure a great buyer experience but also drive additional revenue.

💰 What sellers care about? Sales.

💰 What sellers care about? Sales.

To onboard more sellers, one of our approaches was to prove to sellers that items using our shipping get more visibility, and ultimately, more sales.

🎯 Goal: Increase traffic to items that use our shipping

🎯 Goal: Increase traffic to items that use our shipping

The stakeholder asked the team to drive more traffic to items using our shipping service. The key metrics were:
• Item page visits
• Item saving rate
• Item bidding rate

We needed to achieve this without negatively impacting traffic or engagement for items not using our shipping service.

Research

Research

🔍 How do buyers search?

🔍 How do buyers search?

To redirect traffic, I first needed to understand how buyers actually discover items. 

What I did:
• Reviewed related past research
• Checked data on LogRocket and Google Analytics
• Sent out a survey

What I was looking for:
• Common entry points
• Common search and browsing behaviors
• How buyers think about shipping when they search

📝 Finding 1: Filters are underused

📝 Finding 1: Filters are underused

We know buyers care about shipping, but only 0.4% of users used the Shipping filter. 57% of users said they were unaware of the Shipping filter.

📝 Finding 2: Users often save an item without checking item details

📝 Finding 2: Users often save an item without checking item details

24% of items were saved directly from item cards (by clicking the ♡) on the auction page

📝 Finding 3: After saving one item, users would likely check the rest of auction

📝 Finding 3: After saving one item, users would likely check the rest of auction

Next" and "Previous" are the second most clicked elements on the item pages. Data also showed that ~24% of users navigate directly to the auction page from an item page.

Ideate

Ideate

🧠 Guide the team to brainstorm based on my findings

🧠 Guide the team to brainstorm based on my findings

I held a brainstorming session and guided the team to ideate around the user behaviors I found out.

Brainstorm session

💡 Idea 1: Surface the shipping filter

💡 Idea 1: Surface the shipping filter

Based on finding 1: filters are underused, we thought about making the filter more prominent, which is a common e-commerce practice.

💡 Idea 2: Highlight shipping availability

💡 Idea 2: Highlight shipping availability

Based on finding 2: users often save an item without checking item details. We wanted to test a visual tag on item cards across high-traffic areas (like search results and item cards).

💡 Idea 3: Direct users to items that use our shipping

💡 Idea 3: Direct users to items that use our shipping

Technically it functions the same as the filter, but it shows more communications.

✅ Selected: Highlight shipping availability

✅ Selected: Highlight shipping availability

We all agree to start with the low-hanging fruit. A label is easy to make and can be added to many places.

❌ Backlogged ideas

❌ Backlogged ideas

Ideas that require a long time to develop

We agreed to start with low-hanging fruits based on the engineers' feedback

Highlight shipping filter 

Stakeholders raised a valid concern: Only <2% of auctions currently use our shipping service. Applying the filter would drastically reduce results, leading to a poor experience for users.

We tested it in multiple high-traffic areas

We started with the search result page:

And one of our most popular emails

We tested it in multiple high-traffic areas

We started with the search result page:

And one of our most popular emails

Result

Result

🏆 Improved revenue by 15%

🏆 Improved revenue by 15%

Even though the item card click rate stayed the same. But we observed a revenue increase.

➡️ Next Step

➡️ Next Step

Continue test other ideas based on impact and scope