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PicCollage - Photo editor

Increase Subscription Conversion

Increase Subscription Conversion

Sticker search redesign: from UX friction to VIP monetization

Dynamic picture of a cyclist riding downhill
Logo

PicCollage - Photo editor

Increase Subscription Conversion

Sticker search redesign: from UX friction to VIP monetization

Dynamic picture of a cyclist riding downhill

My Roles

Lead Product Designer

Project Duration

3 weeks

My Responsibilities

- End-to-end design: research, strategy, UX/UI, and dev handoff - Drove content strategy to boost VIP conversion - Managed full product lifecycle with PM

Impacts

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%

Conversion

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0

X

Subscription conversion (iOS)

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X

Subscription conversion (Android)

01. Context

Stickers drive VIP conversion, so we took it seriously.

Sticker packs are one of our top VIP conversion channels. Heavy usage from VIP users confirmed this feature deserved a full redesign.

The problem

Users could only search by pack — not by individual sticker. This caused 3 key friction points, prioritized by VIP behavioral research.

P1

Irrelevant stickers in pack

Users prefer individual stickers; packs often include irrelevant ones.

Users prefer individual stickers; packs often include irrelevant ones.

P2

Time consuming search process

Users have to check individual sticker in the pack, then tap to apply on the collage.

P3

Hard to compare stickers

Users must take extra steps to find and compare stickers in various sticker packs.

Before / After

Looks like a small change, but there is a lot behind it. Here is every consideration and decision that shaped the final design.

Beyond UX/UI: my cross-functional challenges

Three areas where I drove decisions beyond the design craft.

Business model design

Designed pricing architecture for 2 sticker formats across 3 monetization models to maximize VIP conversion.

Experiment scoping

Defined the minimum viable scope to run a clean A/B test — balancing speed, quality, and measurability.

Search quality

Partnered with ML and content teams to set accuracy benchmarks, then led user research to validate search relevance.

02. Strategy

Hypothesis

Improving sticker search UX, paired with a clear monetization model, will drive measurable VIP subscription growth.

Strategy

Three parallel tracks: business model, design scope, and content quality. All aligned to one outcome: higher VIP conversion.

Business Strategy

Balance 2 stickers formats & 3 pricing models to help grow VIP conversion

Business Strategy

Balance 2 stickers formats & 3 pricing models to help grow VIP conversion

Design Strategy

Minimize design scope to validate the hypothesis with seamless search flow

Define scopes sufficient to validate our hypothesis.

Design Strategy

Minimize design scope to validate the hypothesis with seamless search flow

Define scopes sufficient to validate our hypothesis.

Content Strategy

Boost search result to X% accuracy

Ensure quality meets the standard so it won't affect the experiment.

Content Strategy

Boost search result to X% accuracy

Ensure quality meets the standard so it won't affect the experiment.

03. Tactics

Business

Balance 2 stickers formats
and 3 pricing models

Kept both sticker formats based on usage data

Individual stickers had higher usage, but 10 user interviews showed packs were still needed for cohesive collage-making. We retained both.

Prioritized intent: browse vs. search

1. Scroll to browse: for users seeking inspiration before deciding. 2. Tap to search: for users with a clear sticker in mind.

Structured 3 pricing tiers to monetize different user needs

Kept free, paid, and subscription models to capture different intent levels and improve overall monetization.

Design

Minimize design scope to deliver

Defined 3-point scope to balance speed and quality

  1. Goal: A/B test on iOS + Android in 3 weeks. Scope was constrained by content maturity and API readiness — so I proposed what was testable now, and what to defer.

From scope to shipped: define → develop → deliver

Define: Scope down

Develop: Explore different variant

Deliver: Hand off file

Final design

Users can now search individual stickers — not just packs.

Search by sticker or pack — and add exactly what you need for any collage scenario.

Design decision 1

Why individual stickers live at the bottom

Not the most visible position — but the most usable. Validated by a 10-person usability test and internal vote: bottom placement made stickers easier to browse without leaving the collage.

Design decision 2

Why we switched to a half-picker after adding a sticker

Tested full-page vs. half-picker in a usability study with competitor benchmarking. The half-picker won — users could add multiple stickers while keeping the collage in view.

Content

Boost search accuracy

Established a benchmark to align the team on "good enough to ship"

  • Search relevance and speed must meet or exceed 2 key competitors. I proposed this benchmark and led the user research to evaluate results, giving the team a clear release signal.

Led user research to evaluate search result

I designed the interview guide including usability test to collect feedback from 10 external users.

Led user research to evaluate search result

I designed the interview guide including usability test to collect feedback from 10 external users.

Led content strategy & aligned with the stakeholders

Led content strategy & aligned with the stakeholders

1. Decide free vs. VIP sticker display ratio 2. Decide number of packs shown per query

04. Impact

Individual sticker search led to a significant shift in user behavior, boosting VIP impressions and overall subscription conversions despite a drop in conversion per popup.

0

%

Conversion

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0

X

Subscription conversion (iOS)

0

X

Subscription conversion (Android)

  • With individual sticker search, users were more likely to add stickers from the search page, up 4%. VIP popup impressions jumped 20x on Android and 30x on iOS, driving a 10x increase in overall subscription conversion. Conversion per popup dropped because some popups weren't triggered on purpose, but the overall subscription conversion rate still grew roughly 3x due to the dramatically higher impression volume.

Get in touch!

Appreciate you stopping by! Let's stay in touch. Feel free to discuss any opportunity with me!

©Tinya Huang 2026

Get in touch!

Appreciate you stopping by! Let's stay in touch. Feel free to discuss any opportunity with me!

©Tinya Huang 2026

Get in touch!

Appreciate you stopping by! Let's stay in touch. Feel free to discuss any opportunity with me!

©Tinya Huang 2026