Quick commerce GMV in India has doubled every year since 2023, reaching $10–11 billion in 2025, and is on track to reach $65 to $70 billion by 2030.

That growth is playing out on a phone screen, where shoppers scroll through product thumbnails and make choices without ever handling the pack. They can't turn it over to read the label, inspect the packaging up close, or compare products in the way they would in a physical store.

Packaging designed for the supermarket shelf now has to work in an entirely different environment, often at a fraction of its original size.

Has your packaging been tested for the shelf it competes on today? Because it's now time for brands to turn the research lens toward the virtual shelf of quick commerce.

What is quick commerce shelf testing?

Quick commerce shelf testing (also called virtual or online shelf testing) is a digital simulation of how packaging appears and performs in a quick commerce shopping environment. It is used to evaluate design, placement, and messaging of the product. 

Instead of a physical shopalong or an in-store mockup, participants see a simulated shelf, a category page, an app thumbnail grid, and react to it the way they would while actually shopping on quick commerce. 

This is different from a term that sounds similar but means something different: digital shelf analytics. That's a software category focused on monitoring how products are already performing online, tracking pricing, ranking, content, and availability across marketplaces and apps, pulled directly from the platforms rather than gathered from people. 

Quick commerce shelf testing is consumer research. It's about showing real shoppers a simulated shelf and capturing how they react, choose, and perceive what's in front of them. 

Why quick commerce needs its own approach

Most shelf testing methodology was built around a supermarket aisle and its planogram: dozens of facings in fixed positions, a shopper who can walk the length of a category, pick things up, and compare labels side by side. Quick commerce requires a completely different approach.

Your product is a single thumbnail on a shelf full of them.

There's no walking down an aisle. A shopper scrolls through a grid of small images, a name, maybe price, and decides in seconds whether to tap in for more or scroll past.

Packaging needs to communicate its brand, category and key differentiators at a glance, even when shoppers are viewing it as a small thumbnail.

The assortment is curated. 

Quick commerce dark stores carry a more curated assortment than a typical large supermarket.

A 2025 JM Financial report, based on visits to around 50 dark stores and mother hubs across 20 Indian cities, found that assortment varies across markets and that platforms make seasonal stock adjustments. What shoppers see on a quick commerce app can therefore depend on their location and product availability.

The category page replaces the physical shelf, but the product page replaces the pack in hand. 

The product page becomes the next decision point. Shoppers can inspect the available product images and listing details, but they still can't physically handle the pack. That's a second, distinct moment worth testing separately from the first glance.

Shoppers often have to decide at a glance.

Delivery takes minutes, and the apps work to keep every step of the experience fast. The fast-paced app experience can encourage quick decisions, particularly for familiar or low-involvement products. That puts a premium on packaging that communicates clearly at a glance, although the time and thought shoppers give a decision will vary by category and purchase occasion.

What you can actually test

A shelf test can answer different questions depending on what you need to decide. Identify the primary objective before designing the study, because each objective calls for different tasks and measures.

First glance impact

Does the pack attract attention among competing thumbnails? Does the shopper recognise the product category correctly? You can measure this through a timed exposure, a recognition question or a simulated shelf-choice task.

Claim and message clarity

If a pack leads with a health claim, a price point, or a differentiator, does that register at a glance, or does it need a closer look to land?

Brand and quality signal

Does the packaging communicate the intended positioning? Ask shoppers what impressions it creates, such as premium, affordable, trustworthy or unfamiliar, rather than assuming that a particular design will convey a particular message.

Product page performance

Once shoppers open the listing, do the images and product information reinforce the impression created by the thumbnail? Are key details easy to find and understand?

Purchase intent

Which product would shoppers choose in a simulated shopping task? How likely do they say they are to buy it? Keep simulated choices and stated purchase intent separate: neither automatically predicts actual sales.

Step by step: how to run a quick commerce shelf test

1. Define the specific decision you're testing 

Start by writing down exactly what you want to learn. "Does our new pack work" is too broad to test. “Does the protein claim register at a glance against three competitor packs" gives you something you can measure. 

2. Build a simulated shelf that matches the real environment 

Recreate the app experience as closely as you can, with a thumbnail grid that mirrors the layout on Blinkit, Zepto, or Instamart. 

This grid works as the digital equivalent of a planogram, so decide which packs appear, in what order, and in which positions before you build it. Put your pack inside it, next to the alternatives a shopper would see.

Testing a pack in isolation doesn't show how it performs against competing products in a realistic shopping environment.

Note: Keep the viewing conditions consistent across participants. If you want to compare packaging fairly, differences in image size, screen presentation and surrounding content shouldn't inadvertently favour one pack.

3. Decide on the competitive set 

Include the brands a shopper would genuinely see alongside yours in that category on that app. Testing your pack alongside relevant competitors gives you a more realistic picture of how it performs in a competitive shopping environment.

4. Recruit participants who actually shop the category on these apps 

A general population sample won't tell you much here. The people who matter are the ones who've actually ordered from this category on a quick commerce app recently. They bring real habits and expectations to the test, which a general population sample can't offer. 

5. Choose your method, and consider combining more than one 

A quick image-choice survey (which pack would you tap on?) gives you a read on first-glance performance across your sample. A moderated conversation helps you understand why a pack won or lost, what shoppers noticed, and what might have changed their minds.

The two methods work well together. Surveys help you see how responses are distributed across participants, while conversations give you more context about the thinking behind those responses. For example, a pack might attract the most clicks in a simulated shelf test, but follow-up conversations could reveal that shoppers chose it because of its price rather than its packaging.

If possible, invite some of the same participants who completed the survey for a follow-up conversation. This lets you explore their choices in greater depth and understand the reasons behind their responses. Together, the methods give you a more complete picture of how your packaging performs and why shoppers respond to it as they do.

6. Decide how you'll measure success.

Choose your success metrics based on the decision you're trying to make. If you're testing whether a protein claim stands out, measure noticeability and claim recall. If you want to know whether shoppers understand the claim, ask them what they think it means. If you're comparing alternative pack designs, look at which one shoppers choose and how they perceive each option.

Common measures include standout, correct category recognition, message or claim recall, perceived quality, and stated purchase intent. You don't need to measure everything in every study. Focus on the metrics that will help you answer your original question and decide what to do next.

Set these measures before you begin so you can interpret the results against your original objective, rather than focusing on whichever numbers look most favourable afterwards.

Need a starting point? We've created a free Quick Commerce Shelf Test Scorecard to help you organise your study objectives, compare packaging across key metrics, and record your findings and next steps.

[Get your free shelf test scorecard]

7. Analyse the results

Once you've collected the data, compare the survey findings with what you learned in the conversations. A pack might attract the most choices in a simulated shelf test, while follow-up conversations reveal that shoppers preferred it because of its price rather than its packaging. Looking at both findings helps you understand the result in context.

Use what you learn to decide your next step, whether that's refining a design, testing a different claim, or investigating what matters most to shoppers in your category. The goal is to turn your findings into a clear direction for your packaging decisions.

A few things to get right when running a quick commerce shelf test study

Test the product page and thumbnail separately.

Shoppers who like what they see on the grid often tap in for a closer look. If the zoomed image and description let them down, you might lose the sale even though the thumbnail did its job. Test both screens. 

Don't over-recruit heavy category buyers only. 

Someone who buys the category occasionally, or someone who's noticed a competitor's pack but never switched to it, often reveals more about what's holding a pack back than someone who already buys confidently. 

Avoid influencing participants' responses

If participants know you're testing a particular pack or claim, they may pay more attention to it than they normally would or try to give answers they think you're looking for. This can influence how naturally they respond.

When recruiting participants, describe the study in broad terms, such as “a study on how people shop on quick commerce apps,” rather than telling them you're comparing specific packaging designs or testing a particular claim. You can explain the study's specific focus during the debrief, where appropriate.

The aim is to let people respond as naturally as possible, without misleading them about their participation or what it involves.

Where quick commerce shelf testing fits into a broader research approach

A shelf test can tell you which packaging performs better in a simulated shopping environment, but it may not explain every reason behind the result.

If a design attracts attention but fails to communicate its main claim, follow-up conversations can help you understand what shoppers noticed, misunderstood or overlooked. If shoppers understand the claim but still prefer a competitor, you may need to investigate other factors, such as brand familiarity, perceived value or price.

These findings can guide the next round of testing, whether that means refining the packaging, comparing alternative designs or investigating a different part of the shopping experience. Combining surveys with conversations helps you understand both what shoppers choose and why, giving you a stronger basis for your next packaging decision.

You don't have to test everything at once. Start with one question, choose the right measures, and build on what you learn. The aim is to make packaging decisions based on how shoppers actually respond, rather than how a design looks in isolation.

Happy shelf testing!