FURN | FURNITURE CATALOG-AD AUDIT Reviewed October 20, 2026 Guide: https://furncmo.com/blog/furniture-dynamic-product-ads Planning and QA aid; passing checks does not prove sales lift or ad eligibility. Keep test activity separate from business reporting. Do not include customer PII. 1. SCOPE Reviewer / date / source-system owner: Platform / account / catalog or Merchant Center source: Integration and feed owner: Market / currency / campaign / product set: Representative cases: simple item / variant / sale / unavailable item: Known coverage limits: 2. REPEAT FOR EACH PRODUCT Internal SKU and exact configuration: Source record / checked date: Submitted item ID / group ID / actual manufacturer identifier if applicable: Processed catalog item and current diagnostics: Expected vs observed finish, size, orientation, and included pieces: Expected vs observed price, currency, sale dates, and availability: Feed image URL / exact product shown / rights: Generated image fidelity and required source metadata in final export: Placement requirements checked and source: Submitted destination / selected variant on fresh mobile visit: Observed price, stock, delivery information, buying action: Event action / expected mapping / observed ID and type / value and currency: Browser/server duplication check where applicable: Evidence location (exclude customer data): Issue / root cause / owner / action / retest evidence / result: 3. IDENTIFIER CHECKS Do not invent GTINs or change IDs without checking the integration. Google: distinguish unique item IDs from shared variant group IDs. Google retail remarketing: document whether event id maps to feed id, item_group_id, or display_ads_id; do not assume another analytics event is identical. Meta: document whether content_type and identifiers refer to products or groups. Confirm the actual payload and matching catalog records using platform test tools. 4. FICTIONAL QA EXAMPLE — NOT A CUSTOMER RESULT Observed: walnut table feed row opens oak variant and displays oak image. Action: confirm source SKU; fix image and variant URL; inspect event mapping. Retest: fresh mobile visit shows walnut, matching price/stock/image/identifiers. Record evidence. This shows a corrected journey, not a conversion improvement. 5. CAMPAIGN TEST AND REVIEW Eligible products / audience / creative version / destination: Spend limit / primary outcome / review date: Attribution settings and modeled or view-through results: Actual orders, discounts, cancellations, returns: Contribution after delivery, other variable costs, and advertising: Cross-platform attribution overlap / tracking gaps: Decision / uncertainty / next observation needed / owner: PRIMARY REFERENCES Google variant grouping: https://support.google.com/merchants/answer/6324507?hl=en Google remarketing events: https://support.google.com/google-ads/answer/7305793?hl=en Google image requirements: https://support.google.com/merchants/answer/6324350?hl=en Google destinations: https://support.google.com/merchants/answer/4752265?hl=en Meta parameter definitions: https://github.com/facebook/facebook-python-business-sdk/blob/main/facebook_business/adobjects/serverside/custom_data.py