Foods Connected Blog

Five consumer food apps reshaping retail reporting and analytics

Written by Foods Connected team | Sep 24, 2026, 2:29:28 PM

Consumer food apps have evolved into one of the foundational building blocks of modern grocery shopping – built on reporting and analytics that turn raw product data into scores, comparisons and recommendations shoppers can act on instantly.

Whether used to check for allergens, scour multiple supermarkets for the best deal or flag UPFs, these increasingly sophisticated reporting and analytics tools now influence the daily habits of millions of shoppers when it comes to when, where, and why they purchase food and drink.

For shoppers, that’s proving powerful. A red rating, a clear price comparison or a surplus alert builds real confidence in the retailers and QSRs behind the product – visible, in-the-moment proof that a business has its data under control.

But what consumers see is only part of the picture. Beyond the score or comparison on their screen sits a much deeper layer of reporting and analytics – one that, done well, doesn’t just power the app, it can give the retailer or food business behind it the same real-time confidence internally, at every stage from supplier to shelf.

For retailers and manufacturers, understanding both what these apps get right for shoppers – and what it takes to extend that same confidence inside the business – is a critical part of the commercial context in which decisions are made. 

How consumer app reporting and analytics now shape retail strategy

At one time relatively niche dietary tools, the influence of consumer food apps now spans nearly every stage of the purchase journey. They’re used to meal prep weekly recipes; compare and contrast price across retailers; provide detailed product breakdowns on health and sustainability; and create access to community surplus sharing networks. 

All of which has a ripple effect on retail strategy. It fuels consumer demand for reformulation, places pressure on value chains for in-depth, accurate reporting and analytics on product data, as well as encouraging greater price sensitivity in stores. 

Here, we look at five consumer food apps influencing food and drink in different ways – how they work, what they offer, and what each reveals about the confidence they build for shoppers, and the reporting and analytics that can extend that same confidence to the businesses behind the scenes. 

YUKA

First launched in France in 2017, Yuka is a barcode-scanning app that evaluates the healthiness of food products, giving each item scanned a score out of 100 based on nutrient content (60%), the presence of additives (with different additives assigned different risk levels) (30%) and organic certification (10%).

Though the accuracy of its results have been contested, Yuka has been embraced by shoppers, many of whom are increasingly concerned about boosting health and avoiding UPFs – with the app now claiming to have 78 million users worldwide.

This profligacy is also pushing food manufacturers to tailor ingredients and formulations to boost their score, or risk being quickly swapped out for a more Yuka-friendly alternative. In fact, one survey of 20,000 users found that 94% put products back on the shelf when the app showed a red rating.

OPEN FOOD FACTS

Open Food Facts is a free, crowdsourced consumer app that allows users to scan and upload product information to check nutritional value, ingredients, and environmental impact. The platform – often dubbed the ‘Wikipedia of food’ - analyses barcodes, ingredient lists and nutrient tables to compute a score for nutrition (Nutri-Score), UPF-level (NOVA) and environmental impact (Eco-Score).

To date, 100.000+ contributors have uploaded more than four million products from 150 countries to the shared database, highlighting consumer appetite for accurate, transparent product information – and the onus on manufacturers and retailers to ensure product catalogues are backed by enough clean, structured data to be processed by such a platform.

SPOON GURU

Though the standalone Spoon Guru consumer app has been discontinued, it now acts as an AI search tool embedded directly into major retailer platforms, allowing shoppers to filter online product searches by 100+ attributes, including dietary needs, allergens and more general health. This integration of the app into retail infrastructure shows how personalisation is fast-becoming a default within ecommerce grocery search – and that quality of retail data can be a source of competitive edge.

Spoon Guru’s partnership with Tesco for example has seen it significantly improve the supermarket’s data catalogue and online search tool, making it far easier for users to personalise product search results according to individual needs. In a further upgrade, the platform later migrated its AI architecture into Google Cloud, allowing it to process millions of datapoints in real-time.

OLIO

Motivated by a dual desire to save cash and reduce environmental impact, millions of shoppers now make regular use of peer-to-peer food sharing networks via consumer apps like Olio. The app, which marked its 10th anniversary in 2025, is now operational in 60 countries, with 8.8 million users globally (half in the UK), connecting both businesses and individual households with surplus food, to those that need it.

Though anyone can upload their leftover items to the app and arrange for collection directly with recipients, the biggest volume of Olio’s surplus comes via its partnerships with major retailers. This process sees trained Olio volunteers known as ‘Food Waste Heroes’ collect store surplus at preordained dates and times, upload details to the app and distribute to their local communities. Olio’s Tesco partnership is estimated to have stopped an estimated 30 million meals going to waste so far – signalling the power of such consumer apps to plug directly into retailer waste reduction operations.

TROLLEY.CO.UK

Created by former employees of now defunct supermarket price comparison site MySupermarket, Trolley.co.uk is a free website and app that allows user to compare real-time price data on over 130,000 products at major UK retailers, including Tesco, Asda, Aldi, Sainsbury’s and Morrisons.

The enduring popularity of price comparison tools – Trolley.co.uk say the platform has helped three million users save as much as 30% on their grocery bills in the last year – has shaped shopper responses to cost-of-living pressures, encouraging basket-switching and nudging purchases toward private label.  For retailers, this has informed price and promotional strategies, ramping up Price Match campaigns and private label investment, while branded suppliers have had to reframe product positioning, focusing on value and justifying price.

Extending consumer confidence into the business itself

Though each of these consumer food apps fulfils a slightly different user function, they share a common thread: each builds shopper confidence in retailers and QSRs by putting a simple, trustworthy score or comparison in front of them – confidence built on granular, connected reporting and analytics working quietly in the background.

That same reporting and analytics can go further. When retailers and food businesses build that connected view internally – across suppliers, sites and compliance systems – they don't just power the score a shopper sees; they gain the same real-time confidence in their own data, from supplier to shelf. Built in to the platform, Foods Connected gives food businesses that deeper, granular, connected reporting and analytics – bringing supplier, compliance and provenance data together into one clean, real-time view, so they have confidence at every decision point.

For more insight on how to navigate shifting consumer and retail demands, check out Foods Connected’s blog – including a deep-dive into the slew of allergen apps and how they work.