Finding the Real Levers Behind a Retailer's Conversion Gap
E-COMMERCE & RETAILQUANTITATIVE (CONJOINT)6 MIN READ

Finding the Real Levers Behind a Retailer's Conversion Gap

Through large-scale shopper research, Zapulse helped an online retailer separate the personalization features customers say they want from the ones that actually move conversion.

Published February 2026Enterprise · Global (6 markets)4 Weeks · N=2,400

01. The Challenge

A Roadmap Full of Features, Short on Evidence

Our client, a multi-market online retailer, had a personalization roadmap driven by internal opinion and competitor copying, and a conversion rate that wasn't moving. Every team had a favourite feature, but no one could say which changes would actually shift buyer behaviour rather than simply sound modern.

Shoppers say they want everything. The roadmap that wins is built on what they actually do, not what they claim in a survey.

They needed rigorous shopper research to separate stated preferences from real drivers of conversion, and to prioritise a roadmap by evidence rather than by whoever argued loudest.

02. Our Approach

Measuring What Actually Moves the Buyer

Zapulse ran a 4-week quantitative programme designed to isolate real conversion drivers using structured trade-offs rather than self-reported wish-lists.

01

Representative Shopper Survey

Surveyed 2,400 shoppers across 6 markets, quota-controlled to mirror the client's actual customer base, avoiding convenience-sample skew.

02

Conjoint Trade-Off Design

Used conjoint analysis so shoppers revealed what they truly value by giving something up to get it, as in a real purchase decision.

03

Driver Prioritisation

Modelled which features and price points actually drive choice, ranking them by conversion impact rather than stated preference.

03. Research Methodology

Research Methods Deployed

Quantitative Survey

A bias-checked instrument fielded to 2,400 representative shoppers across six markets, covering discovery, trust, personalization and checkout.

Conjoint Analysis

Choice-based trade-offs that measure the real value of each personalization feature and each price increment on purchase decisions.

Segmentation

Segmented shoppers by behaviour and willingness to act, revealing where personalization converts and where it doesn't.

Expert Validation

Findings pressure-tested with e-commerce and CRO specialists before delivery to ensure they were decision-ready.

04. Key Findings

Where Conversion Is Actually Won

01

The Say-Do Gap Was Large

Several features shoppers rated 'very important' had minimal impact on actual choice, while a few overlooked ones moved conversion sharply, a gap that would have misdirected the roadmap.

"

We were about to build the features our shoppers asked for. Zapulse showed us they'd have barely moved the needle, and pointed us to the ones that would.

VP, Digital Experience

02

Trust Beat Personalization

For the client's core segments, trust and checkout friction drove more conversion than advanced personalization, reordering the roadmap's priorities.

03

Personalization Paid Off in One Segment

AI-driven recommendations converted strongly for one high-value segment, justifying targeted rather than blanket investment.

05. The Results

From Opinion-Led to Evidence-Led Roadmap

A Reprioritised Roadmap

Delivered a conversion-ranked roadmap, each item traceable to evidence of real shopper behaviour rather than internal preference.

Investment Refocused

Redirected spend from broadly-requested features toward the three levers proven to move conversion, and toward one segment where personalization pays.

A Repeatable Testing Framework

Delivered a conjoint-based framework the team can re-run as the market shifts, keeping the roadmap evidence-led.

06. Client Perspective

In Their Own Words

"

Zapulse turned a roadmap full of opinions into one built on evidence. We now invest in what actually moves our shoppers, and we can prove it to the board.

VD

VP, Digital Experience

Enterprise · Global (6 markets)

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