Variants of the same product (different colors, sizes, materials) need a shared 'item_group_id' to group them; missing IDs cause variants to be treated as duplicates.
Microsoft Merchant Center uses identifiers (GTIN, MPN, brand, SKU) to match catalog records. Issues come from invalid format (non-numeric in a GTIN field), brand-GTIN mismatches in GS1's database, duplicate IDs across SKUs, or missing required identifiers for the category.