Retail Data Annotation Services for In Store Analytics, Shelf Monitoring, and Product Recognition

Retailers and consumer brands increasingly rely on AI to understand store operations, optimize merchandising, and improve customer experience. Computer vision models require large volumes of accurately annotated data to detect products, track shopper movement, measure shelf availability, analyze queue length, and identify planogram compliance.DataVLab provides retail data annotation services for in store analytics platforms, FMCG brands, retail media teams, autonomous store technology providers, and eCommerce operations. Our annotators follow structured labeling guidelines that define product categories, SKU hierarchies, shelf zones, customer interactions, and store layout elements.We support product detection, shelf completeness checks, price tag annotation, planogram validation, product segmentation, equipment labeling, queue monitoring, customer flow tracking, behavior tagging, and video based shopper movement analysis.Quality control includes multi stage review, strict SKU consistency checks, verification of product attributes, temporal continuity validation for video, and annotation tailored to each retailer’s planogram structure.