Aggregated SKU Ratings & Review Tracking for
FMCG & CPG Brands

Manually checking customer feedback across dozens of retail platforms leaves commercial teams reacting to quality issues months too late. Aggregated SKU Ratings & Review Tracking consolidates sentiment and volume data daily, allowing brand managers to address reputation risks before they erode market share.

→ Request free PoCSpeak to an Analyst

Trusted by Fortune 500.

Live intelligence across online retailers and global FMCG brands.

Without this data

Your team reacts to product defects long after category rankings plummet

Relying on retailer-provided reporting means waiting until the end of the quarter to discover a packaging flaw is driving negative sentiment. By the time commercial teams identify the root cause, dissatisfied shoppers have already switched to a competitor SKU.

Strategic

Category reputation degrades without cross platform benchmarking

Brand directors cannot establish accurate product quality baselines against direct competitors. Planning cycles proceed with incomplete data, leaving hero products vulnerable to aggressive challenger brands.

Operational

Analysts waste hours compiling disjointed sentiment spreadsheets

E-commerce teams spend ten hours a week manually scraping text feedback from scattered retailer portals. This disjointed process forces analysts into endless data entry instead of executing corrective actions.

Business

Negative review momentum severely depresses conversion rates

A sudden influx of one-star ratings on high-margin items directly suppresses search ranking and shelf conversion. This localized friction translates into millions in lost gross merchandise value over a single quarter.

Intelligence

Retrospective trade reports arrive too late for intervention

Executive leadership only discovers compounding product complaints during backward-looking quarterly business reviews. Delayed intelligence guarantees that manufacturing or supply chain interventions happen long after the damage peaks.

Sample signal

What a SKU rating and review record looks like

Each record captures a specific product's star rating, review volume, and text sentiment directly from the public retailer product page. This unified format allows digital category managers to spot sudden quality complaints without navigating individual grocer platforms.

Product SKU	Retailer	SKU Code	Rating	Review Vol	Trend Status	Last Update
Hellmann's Real Mayonnaise 30oz	Walmart	10291044	4.6 / 5	18,291	Stable	today 08:15
Kellogg's Frosted Flakes 24oz	Amazon Fresh	B01C4TL1BE	4.1 / 5	4,112	Stale Trend	today 09:42
Barilla Penne Pasta 16oz	Target	12920199	4.8 / 5	9,045	Positive	yesterday
Tropicana No Pulp 52oz	Kroger	0004850020184	3.6 / 5	1,204	Quality Risk	today 11:20
Nutella Hazelnut Spread 26.5oz	Carrefour	3017620422003	4.9 / 5	22,890	Top Rated	2 days ago

Speak to an Analyst

→ Request free PoC

What you get

Your team gains a centralized view of public product sentiment

FoodDataLab delivers continuous extraction of public review counts, star averages, and text feedback across global digital shelves. Commercial teams receive structured sentiment data through interactive dashboards or direct API feeds to monitor brand health at scale.

15+ retailers

Platforms mapped

Consolidate public feedback from top grocery sites into one normalized pipeline.

<24h

Sentiment trends

Identify new product complaints within a day to accelerate supply chain action.

100K+

SKUs tracked now

Monitor the entire category assortment to benchmark against rival brand health.

3 distinct

Delivery formats

Ingest structured review feeds via custom REST API, raw CSV files, or Power BI.

90% of purchases happen on page one