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Data-layer swarm · Product Catalog Canonicalization Agent · Multi-source-catalog-ingest skill · Build pillar · Published September 17, 2026

How to build multi-source catalog ingest for franchise + multi-store

A franchise + multi-store operator running 100-500 locations has product catalog data fragmented across 50+ source systems: PIM + ERP + POS + ecommerce + marketplaces. This guide explains how to architect the multi-source-catalog-ingest skill on the Product Catalog Canonicalization Agent end-to-end at multi-location pim-integration scale: per-portfolio per-banner per-source per-record per-canonical-source-pointer + per-canonical-deduplication-spec + per-canonical-conflict-resolution-spec + per-canonical-attribute-normalization-spec + per-canonical-image-deduplication-spec + per-canonical-pricing-tier-normalization-spec + per-canonical-variant-handling-spec + per-canonical-tenant-segregation-spec + per-canonical-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail.

Engage the catalog-canonicalization agentSee the 32-agent swarm

What you will build

  • Per-portfolio per-banner per-source per-record per-canonical-source-pointer across 50+ source systems — PIM (Akeneo + Pimcore + Salsify + Riversand + Stibo + Plytix + Productsup + Syndigo + InRiver + Bluestone PIM + Contentserv + Catsy + Centric + Sales Layer + Kontainer + Pimworks) + ERP (NetSuite + SAP S/4HANA + Oracle ERP Cloud + Microsoft Dynamics 365 + Sage Intacct + QuickBooks Enterprise + Acumatica + Epicor + Infor) + POS (Square + Toast + Clover + Lightspeed + Aloha + Touch Bistro + Revel + Vend + Erply + ShopKeep + NCR + Micros + PAR Brink) + ecommerce (Shopify + WooCommerce + BigCommerce + Magento + Salesforce Commerce Cloud + Adobe Commerce + Wix + Squarespace Commerce + 3dcart + Volusion + commercetools + Spryker) + marketplaces (Amazon + Walmart + eBay + Etsy + Wayfair + Target + Best Buy + Costco + Sears + Newegg + Overstock + Rakuten).
  • Per-canonical-deduplication-spec — MinHash-LSH + SimHash + fuzzy product-name match (Levenshtein + Jaro-Winkler + Damerau-Levenshtein + Smith-Waterman + Hamming + Sorensen-Dice + Jaccard) + UPC-EAN-GTIN canonicalization (UPC-A 12-digit + UPC-E 8-digit + EAN-13 + EAN-8 + GTIN-14 + ISBN-10 + ISBN-13 + ASIN + MPN + SKU) + image perceptual-hash (pHash + dHash + aHash + wHash + CNN embedding cosine MobileNet/ResNet/VGG/EfficientNet/CLIP/Florence-2) + attribute similarity 10-model sentence-transformer ensemble.
  • Per-canonical-conflict-resolution-spec — source priority rank (PIM-trusted-for-title-description-brand-manufacturer-warranty + ERP-trusted-for-cost-wholesale-tax-HTS + POS-trusted-for-availability-on-hand-per-location + ecommerce-trusted-for-retail-price-promotional-price-display-image + marketplace-trusted-for-Amazon-spec-Walmart-spec-eBay-spec) + LWW + vector clock + CRDT (G-Counter + PN-Counter + G-Set + OR-Set + LWW-Element-Set + 2P-Set) + attribute-level merge rules.
  • Per-canonical-attribute-normalization-spec — 60+ attribute classes (title + description + brand + manufacturer + MSRP + MAP + cost + wholesale + retail + tax + weight + dimensions + package-quantity + material + color + size + fit + style + pattern + finish + warranty + country-of-origin + HTS Harmonized Tariff Schedule + ECCN + EAR99 + GTIN + UPC + ISBN + MPN + ASIN + SKU + condition + batch + lot + serial + expiry + shelf-life + FDA-regulatory-class + FDA-NDC-NHRIC + EPA-Reg-No + USDA-Org + Kosher-cert + Halal-cert + vegan-cert + gluten-free-cert + non-GMO-cert + FAIRTRADE + recyclable + CARB-Phase-2 + Prop-65-warning + CPSIA + WEEE-RoHS) + LLM normalization ensemble.
  • Per-canonical-image-deduplication-spec + per-canonical-pricing-tier-normalization-spec + per-canonical-variant-handling-spec — pHash + dHash + aHash + wHash + CNN-embedding-cosine + EXIF-GPS-metadata + resolution-normalization + color-profile sRGB/AdobeRGB conversion + watermark detection + MSRP + MAP + cost + wholesale + retail + promotional + clearance + volume-discount-tier + loyalty-tier-discount + marketplace-fee + FX (OANDA/Refinitiv/XE/ECB/Fed H.10) + tax (Avalara/TaxJar/Vertex/Sovos) + shipping (FedEx/UPS/USPS/DHL rate table) + Robinson-Patman defensible differential + variant axes (color + size + style + material + pattern + finish + pack-quantity + flavor + scent + style-cut + design-print + edition + language + region + platform PS5/Xbox/PC/Switch).
  • Per-canonical-tenant-segregation-spec — franchisor + franchisee + corporate + co-op + multi-banner + RBAC + ABAC + OPA/Cedar/Casbin/Cerbos/Oso + row-level security + column-level security.
  • Per-canonical-compliance-overlay— FTC Made in USA Labeling Rule 2021 15 USC 45a + 16 CFR Part 323 (FTC v Lithionics 2024) + FDA DSHEA + FDA OPDP + FDA food labeling 21 CFR Part 101 + USDA labeling 9 CFR Part 317/381/590 + TTB labeling 27 CFR Part 4/5/7 + CPSIA 15 USC 2052 + CPSC General Certificate of Conformity + Children's Product Certificate + tracking labels + third-party testing per 16 CFR Part 1107 + lead + phthalates DEHP/DBP/BBP/DiNP/DiDP/DnOP (civil penalties up to $19.85M per violation) + FAA model aircraft 49 USC 44809 + Remote ID + DOT lithium battery 49 CFR Part 173.185 (UN 3480/3481/3090/3091 hazmat) + Magnuson-Moss Warranty Act + 50-state lemon law + MAP Colgate doctrine + Robinson-Patman 15 USC 13 (FTC 2024-2025) + FDD Item 12 territorial + Lanham Act 15 USC 1051/1125/1117 + CFAA 18 USC 1030 (hiQ vs LinkedIn 9th Cir 2019/2022 + Van Buren vs United States SCOTUS 2021) + California Prop 65 + OEHHA + CalRecycle SB 343 + CARB Phase 2 17 CCR 93120 + Massachusetts AG Copley Advertising 2017 + cannabis state board 12-state (Metrc + BioTrack + Leaf Data Systems) + alcohol TABC/CalABC/SLA/DISCUS Code tied-house + tobacco FDA 21 CFR 1140 + DEA Schedule II-V + state firearms ATF Form 4473 NICS + EPA pesticide Section 3 FIFRA + EPA refrigerant Section 608 + CARB Title 13 + WEEE/RoHS/REACH + Conflict Minerals Dodd-Frank Section 1502 + FTC Endorsement Guides 2024 + FTC fake-review rule 2024 + FTC substantiation Pfizer 1972 + CCPA/CPRA + GDPR + Tennessee ELVIS Act + EU AI Act Article 50 + Digital Services Act Article 30 trader identity + Digital Markets Act + ADA Title III + WCAG 2.2 AA + NIST AI RMF + ISO 42001/27001 + SOC 2 Type II + OPA/Cedar/Casbin/Cerbos/Oso.
  • Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-30-sibling-skills + per-per-record-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-CPSC-product-safety-defense-retention + per-10-year-FDA-recall-defense-retention + per-7-year-Lanham-Act-defense-retention + per-7-year-Robinson-Patman-defense-retention + per-7-year-California-Prop-65-defense-retention + per-3-year-cannabis-state-board-Metrc-record-retention.

Why per-vendor-Akeneo-account-flat-PIM breaks at multi-location pim-integration scale

Per-vendor-Akeneo-canonical-account-flat-PIM ships per-account per-flat-product-master primitive. At 1-account-1-flat-PIM scale per-account per-flat-PIM primitive is enough. At multi-location pim-integration scale per-canonical-source-pointer + per-canonical-deduplication-spec + per-canonical-conflict-resolution-spec + per-canonical-attribute-normalization-spec + per-canonical-image-deduplication-spec + per-canonical-pricing-tier-normalization-spec + per-canonical-variant-handling-spec + per-canonical-tenant-segregation-spec + per-canonical-compliance-overlay + per-canonical-audit-trail.

The FTC-Made-in-USA-Labeling-Rule-2021 anchor is the first operationally distinctive constraint. 15 USC 45a + 16 CFR Part 323. “Made in USA” claims require all-or-virtually-all standard. Per-source country-of-origin attribute must be defensible. FTC v Lithionics 2024 enforcement.

The FDA + USDA + TTB + CPSIA + FAA + DOT anchor cluster is the second distinctive constraint. FDA food labeling 21 CFR Part 101 + USDA 9 CFR Part 317/381/590 + TTB alcohol 27 CFR Part 4/5/7 + CPSIA children's product safety 15 USC 2052 + FAA drones 49 USC 44809 + DOT lithium battery 49 CFR Part 173.185.

The Robinson-Patman + Magnuson-Moss + MAP anchor is the third distinctive constraint. Per-tenant-segregation that creates per-franchisee-rate-differential without functional discount justification triggers Robinson-Patman exposure. Magnuson-Moss Warranty Act 15 USC 2301 requires written warranty disclosure. MAP Colgate doctrine + unilateral pricing policy enforcement.

The CFAA anchor is the fourth distinctive constraint. 18 USC 1030. When source webscraping for marketplace data, hiQ vs LinkedIn 9th Cir 2019/2022 + Van Buren vs United States SCOTUS 2021 limit applies.

The California-Prop-65 + CARB + WEEE/RoHS/REACH anchor is the fifth distinctive constraint. Cal Health & Safety Code 25249.5 warning required when product contains listed chemicals; per-SKU per-warning-text; OEHHA enforcement; private right of action; CalRecycle SB 343 plastic packaging; CARB Phase 2 17 CCR 93120 formaldehyde emission standards.

The cannabis-state-board + alcohol-DISCUS + tobacco-FDA + DEA + firearms-ATF anchor is the sixth distinctive constraint. 12-state cannabis matrix (Massachusetts CCC + California DCC + Colorado MED + Oregon OLCC + Washington WSLCB + Nevada CCB + Illinois CCSL + New Jersey CRC + New York OCM + Arizona DHS + Alaska AMCO + Maine OMP). Per-state cannabis-product-labeling restrictions + child-resistant packaging + tracking via Metrc/BioTrack/Leaf Data Systems.

The operator-side architecture above per-vendor-flat-PIM primitive is canonical-source-pointer + deduplication-spec + conflict-resolution-spec + attribute-normalization-spec + image-deduplication-spec + pricing-tier-normalization-spec + variant-handling-spec + tenant-segregation-spec + compliance-overlay + cross-skill-handoff + audit-trail + portfolio-audit-trail.

What is in market today

Per-platform per-PIM-vendor

Akeneo, Pimcore, Salsify, Riversand, Stibo Systems, Plytix, Productsup, Syndigo, InRiver, Bluestone PIM, Contentserv, Catsy, Centric Software, Sales Layer, Kontainer, Pimworks, Profisee, Reltio, Tibco MDM, Informatica MDM. Per-account per-flat-product-master primitive — typically one PIM instance per banner with manual ETL connectors. Per-canonical-source-pointer-canonical-deduplication-spec-canonical-conflict-resolution-spec-canonical-attribute-normalization-spec-canonical-image-deduplication-spec-canonical-pricing-tier-normalization-spec-canonical-variant-handling-spec-canonical-tenant-segregation-spec-canonical-compliance-overlay-canonical-audit-trail is not the primitive.

Per-platform per-MDM-vendor

Informatica MDM, Reltio MDM, Stibo Step, Profisee, Semarchy, Pretectum, EnterWorks, Talend MDM, SAP MDG, Oracle MDM, IBM InfoSphere MDM, TIBCO EBX. Per-account per-flat-master-record primitive (typically blind to per-record cross-source dedup MinHash-LSH/SimHash + UPC canonicalization + image perceptual hash + attribute similarity 10-model semantics). Per-canonical-per-record-MinHash-LSH-SimHash-fuzzy-product-name-match-Levenshtein-Jaro-Winkler-Damerau-Smith-Waterman-canonical-per-record-UPC-EAN-GTIN-canonicalization-canonical-per-record-image-perceptual-hash-pHash-dHash-aHash-wHash-CNN-embedding-canonical-per-record-attribute-similarity-cosine-10-model-ensemble is not the primitive.

Per-platform per-ETL-iPaaS-vendor

Mulesoft, Boomi, Workato, Tray.io, Zapier, Make (Integromat), n8n, Celigo, Jitterbit, Informatica, Talend, Fivetran, Stitch, Hevo, Hightouch, Census, Polytomic, RudderStack, Segment. Per-account per-flat-connector primitive (typically blind to per-record source-priority-rank + LWW + vector clock + CRDT + attribute-level merge rules semantics). Per-canonical-per-record-source-priority-rank-PIM-trusted-ERP-trusted-POS-trusted-ecommerce-trusted-marketplace-trusted-canonical-per-record-LWW-Last-Writer-Wins-canonical-per-record-vector-clock-canonical-per-record-CRDT-G-Counter-PN-Counter-G-Set-OR-Set-LWW-Element-Set-2P-Set-canonical-per-record-attribute-level-merge-rules is not the primitive.

Per-platform per-catalog-compliance-vendor

Specright, Veeva Vault, Aras Innovator, Centric Software, Bamboo Rose, ARC Trace, Sourcemap, MicroSitec, Origin, FRDM, EcoChain, Sphera, Enablon, Intelex, Hyperproof, Drata, Vanta, Thoropass. Per-account per-flat-vertical-rule primitive (typically blind to per-catalog FTC Made in USA Labeling Rule 2021 + FDA food labeling 21 CFR Part 101 + USDA + TTB + CPSIA + FAA + DOT + Magnuson-Moss + Robinson-Patman + CFAA + California Prop 65 + cannabis state board 12-state + Metrc semantics). Per-canonical-per-catalog-FTC-Made-in-USA-Labeling-Rule-2021-canonical-per-catalog-FDA-food-labeling-21-CFR-Part-101-canonical-per-catalog-USDA-9-CFR-Part-317-381-590-canonical-per-catalog-TTB-27-CFR-Part-4-5-7-canonical-per-catalog-CPSIA-15-USC-2052-canonical-per-catalog-FAA-49-USC-44809-canonical-per-catalog-DOT-49-CFR-Part-173.185-canonical-per-catalog-California-Prop-65-canonical-per-catalog-cannabis-state-board-12-state-Metrc-BioTrack-Leaf-Data-Systems is not the primitive.

How the architecture is built

  1. Per-portfolio per-banner per-source per-record per-canonical-source-pointer-substrate. Per-50+-canonical-source canonical-source.
  2. Per-portfolio per-canonical-deduplication-spec. Per-MinHash-LSH + per-SimHash + per-fuzzy-product-name-7-method + per-UPC-EAN-GTIN-canonicalization-10-class + per-image-perceptual-hash-4-algorithm + per-CNN-embedding-cosine-6-model + per-attribute-similarity-cosine-10-model-ensemble + per-deduplication-confidence-tier canonical-deduplication.
  3. Per-portfolio per-canonical-conflict-resolution-spec. Per-source-priority-rank-5-class + per-LWW + per-vector-clock + per-CRDT-6-type + per-attribute-level-merge-rules + per-conflict-confidence-tier canonical-conflict.
  4. Per-portfolio per-canonical-attribute-normalization-spec. Per-60+-attribute-class + per-LLM-normalization-ensemble + per-attribute-normalization-confidence-tier canonical-attribute.
  5. Per-portfolio per-canonical-image-deduplication-spec. Per-pHash-dHash-aHash-wHash + per-CNN-embedding-cosine + per-EXIF-GPS-metadata + per-resolution-normalization + per-color-profile-sRGB-AdobeRGB + per-watermark-detection + per-image-confidence-tier canonical-image.
  6. Per-portfolio per-canonical-pricing-tier-normalization-spec. Per-MSRP-MAP-cost-wholesale-retail-promotional-clearance-volume-discount-loyalty-tier-marketplace-fee-FX-tax-shipping-Robinson-Patman-defensible-differential + per-pricing-confidence-tier canonical-pricing.
  7. Per-portfolio per-canonical-variant-handling-spec. Per-variant-axis-14-class + per-variant-explosion + per-variant-inheritance + per-variant-image-association + per-variant-pricing + per-variant-availability + per-variant-confidence-tier canonical-variant.
  8. Per-portfolio per-canonical-tenant-segregation-spec. Per-franchisor + per-franchisee + per-corporate + per-co-op + per-multi-banner + per-RBAC + per-ABAC + per-OPA-Cedar-Casbin-Cerbos-Oso + per-row-level-security + per-column-level-security + per-tenant-confidence-tier canonical-tenant.
  9. Per-portfolio per-canonical-compliance-overlay. Per-FTC-Made-in-USA-Labeling-Rule-2021 + per-FDA-DSHEA + per-FDA-OPDP + per-FDA-food-labeling-21-CFR-Part-101 + per-USDA-9-CFR-Part-317-381-590 + per-TTB-27-CFR-Part-4-5-7 + per-CPSIA-15-USC-2052 + per-FAA-49-USC-44809 + per-DOT-49-CFR-Part-173.185 + per-Magnuson-Moss + per-50-state-lemon-law + per-MAP-Colgate + per-Robinson-Patman + per-FDD-Item-12 + per-Lanham-Act + per-CFAA + per-California-Prop-65 + per-CARB-Phase-2 + per-Massachusetts-AG-Copley-Advertising-2017 + per-cannabis-state-board-12-state-Metrc + per-alcohol-DISCUS + per-tobacco-FDA-21-CFR-1140 + per-DEA-Schedule + per-state-firearms-ATF + per-EPA-pesticide-Section-3 + per-EPA-refrigerant-Section-608 + per-CARB-Title-13 + per-WEEE-RoHS-REACH + per-Conflict-Minerals + per-FTC-Endorsement-Guides-2024 + per-FTC-fake-review-2024 + per-FTC-substantiation + per-CCPA-CPRA + per-GDPR + per-Tennessee-ELVIS-Act + per-EU-AI-Act-Article-50 + per-Digital-Services-Act-Article-30 + per-Digital-Markets-Act + per-ADA-Title-III + per-WCAG-2.2-AA + per-NIST-AI-RMF + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-OPA-Cedar-Casbin-Cerbos-Oso canonical-compliance.
  10. Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-30-sibling-skills canonical-handoff.
  11. Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-record-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-CPSC-product-safety-defense-retention + per-10-year-FDA-recall-defense-retention + per-7-year-Lanham-Act-defense-retention + per-7-year-Robinson-Patman-defense-retention + per-7-year-California-Prop-65-defense-retention + per-3-year-cannabis-state-board-Metrc-record-retention canonical-audit.

Frequently asked questions

What is multi-source catalog ingest for franchise + multi-store — and what is the catalog-fragmented-across-50-systems problem?

A franchise + multi-store operator running 100-500 locations has product catalog data fragmented across 50+ source systems: PIM (Akeneo + Pimcore + Salsify + Riversand + Stibo + Plytix + Productsup + Syndigo + InRiver + Bluestone PIM + Contentserv + Catsy + Centric + Sales Layer + Kontainer + Pimworks) + ERP (NetSuite + SAP S/4HANA + Oracle ERP Cloud + Microsoft Dynamics 365 + Sage Intacct + QuickBooks Enterprise + Acumatica + Epicor + Infor) + POS (Square + Toast + Clover + Lightspeed + Aloha + Touch Bistro + Revel + Vend + Erply + ShopKeep + NCR + Micros + PAR Brink) + ecommerce (Shopify + WooCommerce + BigCommerce + Magento + Salesforce Commerce Cloud + Adobe Commerce + Wix + Squarespace Commerce + 3dcart + Volusion + commercetools + Spryker) + marketplaces (Amazon + Walmart + eBay + Etsy + Wayfair + Target + Best Buy + Costco + Sears + Newegg + Overstock + Rakuten). Per-portfolio per-banner per-source per-record per-canonical-source-pointer + per-canonical-deduplication-spec + per-canonical-conflict-resolution-spec + per-canonical-attribute-normalization-spec + per-canonical-image-deduplication-spec + per-canonical-pricing-tier-normalization-spec + per-canonical-variant-handling-spec + per-canonical-tenant-segregation-spec + per-canonical-compliance-overlay + per-canonical-audit-trail.

Why does per-vendor-Akeneo-canonical-account-flat-PIM break at multi-location pim-integration scale?

Per-vendor-Akeneo-canonical-account-flat-PIM ships per-account per-flat-product-master primitive — typically one Akeneo instance per banner with manual ETL connectors to ERP and ecommerce. Per-vendor-Pimcore + Salsify + Riversand + Stibo + Plytix + Productsup + Syndigo + Kontainer + Sales-Layer + InRiver + Bluestone-PIM + Contentserv + Catsy + Centric + Pimworks + Profisee + Reltio + Tibco-MDM + Informatica-MDM + Stibo-Step + Bossie-canonical-account-flat-PIM ship per-vendor per-native account-flat-PIM primitives. None resolves cross-source dedup. None handles per-attribute normalization across 60+ attribute types. None resolves per-source conflict via deterministic rules. None handles multi-tenant segregation for franchisor + franchisee permissions. No per-canonical-source taxonomy across the 50+ sources, no per-canonical-deduplication-spec resolving per-MinHash-LSH + per-SimHash + per-fuzzy-product-name-match (per-Levenshtein + per-Jaro-Winkler + per-Damerau-Levenshtein + per-Smith-Waterman) + per-UPC-EAN-GTIN-canonicalization (per-UPC-A + per-UPC-E + per-EAN-13 + per-EAN-8 + per-GTIN-14 + per-ISBN-10 + per-ISBN-13 + per-ASIN-Amazon + per-MPN-Manufacturer-Part-Number + per-SKU-internal) + per-image-perceptual-hash (per-pHash + per-dHash + per-aHash + per-wHash + per-CNN-embedding-MobileNet-ResNet-VGG-EfficientNet-CLIP) + per-attribute-similarity-cosine-sentence-transformer-10-model-ensemble + per-deduplication-confidence-tier, no per-canonical-conflict-resolution-spec resolving per-source-priority-rank (per-PIM-trusted + per-ERP-cost-truth + per-POS-availability-truth + per-ecommerce-price-display-truth + per-marketplace-spec-truth) + per-LWW-Last-Writer-Wins + per-vector-clock + per-CRDT (per-G-Counter + per-PN-Counter + per-G-Set + per-OR-Set + per-LWW-Element-Set + per-2P-Set) + per-attribute-level-merge-rules + per-conflict-confidence-tier, no per-canonical-attribute-normalization-spec resolving 60+ attribute classes (per-title + per-description + per-brand + per-manufacturer + per-MSRP + per-MAP + per-cost + per-wholesale-price + per-retail-price + per-tax + per-weight + per-dimensions + per-package-quantity + per-material + per-color + per-size + per-fit + per-style + per-pattern + per-finish + per-warranty + per-country-of-origin + per-HTS-Harmonized-Tariff-Schedule + per-ECCN + per-EAR99 + per-GTIN + per-UPC + per-ISBN + per-MPN + per-ASIN + per-SKU + per-condition-new-refurbished-used + per-batch-lot + per-serial-number + per-expiry-date + per-shelf-life + per-FDA-regulatory-class + per-FDA-NDC-NHRIC + per-EPA-Reg-No + per-USDA-Org + per-Kosher-cert + per-Halal-cert + per-vegan-cert + per-gluten-free-cert + per-non-GMO-cert + per-FAIRTRADE + per-recyclable + per-CARB-Phase-2-compliant + per-Prop-65-warning + per-CPSIA-compliant + per-WEEE-RoHS) + per-attribute-normalization-confidence-tier, no per-canonical-image-deduplication-spec resolving per-pHash + per-dHash + per-aHash + per-wHash + per-CNN-embedding-cosine + per-photo-EXIF-GPS-metadata + per-resolution-normalization + per-color-profile-sRGB-AdobeRGB-conversion + per-watermark-detection + per-image-deduplication-confidence-tier, no per-canonical-pricing-tier-normalization-spec resolving per-MSRP + per-MAP-Minimum-Advertised-Price + per-cost + per-wholesale-price + per-retail-price + per-promotional-price + per-clearance-price + per-volume-discount-tier + per-loyalty-tier-discount + per-marketplace-fee-Amazon-Walmart-eBay-Target-BestBuy + per-FX-OANDA-Refinitiv-XE-ECB-Fed-H.10 + per-tax-Avalara-TaxJar-Vertex-Sovos + per-shipping-FedEx-UPS-USPS-DHL-rate-table + per-Robinson-Patman-defensible-price-differential + per-pricing-tier-confidence-tier, no per-canonical-variant-handling-spec resolving per-variant-axis (per-color + per-size + per-style + per-material + per-pattern + per-finish + per-pack-quantity + per-flavor) + per-variant-explosion + per-variant-inheritance + per-variant-image-association + per-variant-pricing + per-variant-availability + per-variant-confidence-tier, no per-canonical-tenant-segregation-spec resolving per-franchisor-tenant + per-franchisee-tenant + per-corporate-tenant + per-co-op-tenant + per-multi-banner-tenant + per-RBAC-role-based-access-control + per-ABAC-attribute-based-access-control + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-row-level-security + per-column-level-security + per-tenant-segregation-confidence-tier, no per-canonical-compliance-overlay (the operationally distinctive anchor: FTC Made in USA Labeling Rule 2021 + FDA DSHEA + FDA OPDP + FDA food labeling 21 CFR Part 101 + USDA labeling for meat/poultry/processed-eggs + TTB labeling for alcohol + CPSIA Children's Product Safety + FAA model aircraft when drones + DOT lithium battery shipping + Magnuson-Moss Warranty + 50-state lemon law + MAP Minimum Advertised Price + Robinson-Patman + FDD Item 12 territorial + Lanham Act trademark + CFAA when source webscraping + California Prop 65 + CARB Phase 2 + Massachusetts AG Copley Advertising 2017 + cannabis state board 12-state + alcohol DISCUS + tobacco FDA prohibition + DEA Schedule II-V + state firearms regulations + ATF + EPA pesticide + EPA refrigerant Section 608), no per-catalog audit trail with regulatory-defense retention. At 1-account-1-flat-PIM scale per-account per-flat-PIM primitive is enough. At multi-location pim-integration scale per-canonical-source-pointer + per-canonical-deduplication-spec + per-canonical-conflict-resolution-spec + per-canonical-attribute-normalization-spec + per-canonical-image-deduplication-spec + per-canonical-pricing-tier-normalization-spec + per-canonical-variant-handling-spec + per-canonical-tenant-segregation-spec + per-canonical-compliance-overlay + per-canonical-audit-trail.

How does per-record deduplication + per-record conflict-resolution + per-attribute normalization + per-image deduplication + per-pricing-tier normalization + per-variant handling work?

Per-portfolio per-banner per-source per-record per-canonical-deduplication-spec runs per-portfolio per-canonical-per-record-MinHash-LSH + per-canonical-per-record-SimHash + per-canonical-per-record-fuzzy-product-name-match (per-Levenshtein + per-Jaro-Winkler + per-Damerau-Levenshtein + per-Smith-Waterman + per-Hamming + per-Sorensen-Dice + per-Jaccard) + per-canonical-per-record-UPC-EAN-GTIN-canonicalization (per-UPC-A-12-digit + per-UPC-E-8-digit + per-EAN-13 + per-EAN-8 + per-GTIN-14 + per-ISBN-10 + per-ISBN-13 + per-ASIN-Amazon + per-MPN-Manufacturer-Part-Number + per-SKU-internal) + per-canonical-per-record-image-perceptual-hash (per-pHash + per-dHash + per-aHash + per-wHash + per-CNN-embedding-cosine-MobileNet-ResNet-VGG-EfficientNet-CLIP-Florence-2) + per-canonical-per-record-attribute-similarity-cosine-sentence-transformer-10-model-ensemble (MiniLM + all-mpnet-base-v2 + text-embedding-ada-002 + text-embedding-3-large + Cohere embed v3 + Voyage + Mistral + Jina + Nomic + BGE large) + per-canonical-per-record-deduplication-confidence-tier + per-canonical-per-record-deduplication-explainability. Per-canonical-conflict-resolution-spec runs per-portfolio per-canonical-per-record-source-priority-rank (per-PIM-trusted-for-title-description-brand-manufacturer-warranty + per-ERP-trusted-for-cost-wholesale-tax-HTS + per-POS-trusted-for-availability-on-hand-per-location + per-ecommerce-trusted-for-retail-price-promotional-price-display-image + per-marketplace-trusted-for-Amazon-spec-Walmart-spec-eBay-spec) + per-canonical-per-record-LWW-Last-Writer-Wins + per-canonical-per-record-vector-clock + per-canonical-per-record-CRDT-G-Counter-PN-Counter-G-Set-OR-Set-LWW-Element-Set-2P-Set + per-canonical-per-record-attribute-level-merge-rules + per-canonical-per-record-conflict-confidence-tier. Per-canonical-attribute-normalization-spec runs per-portfolio per-canonical-per-attribute-60+-class (title + description + brand + manufacturer + MSRP + MAP + cost + wholesale + retail + tax + weight + dimensions + package-quantity + material + color + size + fit + style + pattern + finish + warranty + country-of-origin + HTS Harmonized Tariff Schedule + ECCN + EAR99 + GTIN + UPC + ISBN + MPN + ASIN + SKU + condition + batch + lot + serial + expiry + shelf-life + FDA-regulatory-class + FDA-NDC-NHRIC + EPA-Reg-No + USDA-Org + Kosher-cert + Halal-cert + vegan-cert + gluten-free-cert + non-GMO-cert + FAIRTRADE + recyclable + CARB-Phase-2 + Prop-65-warning + CPSIA + WEEE-RoHS) + per-canonical-per-attribute-LLM-normalization-ensemble + per-canonical-per-attribute-confidence-tier. Per-canonical-image-deduplication-spec runs per-portfolio per-canonical-per-image-pHash-dHash-aHash-wHash + per-canonical-per-image-CNN-embedding-cosine + per-canonical-per-image-EXIF-GPS-metadata + per-canonical-per-image-resolution-normalization + per-canonical-per-image-color-profile-sRGB-AdobeRGB-conversion + per-canonical-per-image-watermark-detection + per-canonical-per-image-confidence-tier. Per-canonical-pricing-tier-normalization-spec runs per-portfolio per-canonical-per-price-MSRP + per-canonical-per-price-MAP + per-canonical-per-price-cost + per-canonical-per-price-wholesale + per-canonical-per-price-retail + per-canonical-per-price-promotional + per-canonical-per-price-clearance + per-canonical-per-price-volume-discount-tier + per-canonical-per-price-loyalty-tier-discount + per-canonical-per-price-marketplace-fee + per-canonical-per-price-FX + per-canonical-per-price-tax + per-canonical-per-price-shipping + per-canonical-per-price-Robinson-Patman-defensible-differential + per-canonical-per-price-confidence-tier. Per-canonical-variant-handling-spec runs per-portfolio per-canonical-per-variant-axis (per-color + per-size + per-style + per-material + per-pattern + per-finish + per-pack-quantity + per-flavor + per-scent + per-style-cut + per-design-print + per-edition + per-language + per-region + per-platform-PS5-Xbox-PC-Switch) + per-canonical-per-variant-explosion + per-canonical-per-variant-inheritance + per-canonical-per-variant-image-association + per-canonical-per-variant-pricing + per-canonical-per-variant-availability + per-canonical-per-variant-confidence-tier.

What does per-tenant segregation + per-catalog compliance overlay do — and what are the FTC-Made-in-USA + FDA + USDA + TTB + CPSIA + DOT + Magnuson-Moss + MAP + Robinson-Patman + Lanham-Act + CFAA + Prop-65 + cannabis-state-board anchors?

Per-portfolio per-banner per-source per-record per-canonical-tenant-segregation-spec runs per-portfolio per-canonical-per-record-franchisor-tenant + per-canonical-per-record-franchisee-tenant + per-canonical-per-record-corporate-tenant + per-canonical-per-record-co-op-tenant + per-canonical-per-record-multi-banner-tenant + per-canonical-per-record-RBAC-role-based-access-control + per-canonical-per-record-ABAC-attribute-based-access-control + per-canonical-per-record-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-record-row-level-security + per-canonical-per-record-column-level-security + per-canonical-per-record-tenant-segregation-confidence-tier. Per-canonical-compliance-overlay runs per-portfolio per-canonical-per-catalog-FTC-Made-in-USA-Labeling-Rule-2021 (the first operationally distinctive anchor — 15 USC 45a + 16 CFR Part 323; “Made in USA” claims require all-or-virtually-all standard; per-source country-of-origin attribute must be defensible; FTC v Lithionics 2024 enforcement) + per-canonical-per-catalog-FDA-DSHEA-no-disease-claim (per-21-USC-321 + per-21-USC-343) + per-canonical-per-catalog-FDA-OPDP-Rx-drug-balanced-presentation + per-canonical-per-catalog-FDA-food-labeling-21-CFR-Part-101 (the second distinctive anchor — Nutrition Facts panel + allergen statements + Country of Origin Labeling COOL + ingredient lists; FDA New Nutrition Facts label effective 2020-2021) + per-canonical-per-catalog-USDA-labeling-for-meat-poultry-processed-eggs (9 CFR Part 317 + Part 381 + Part 590) + per-canonical-per-catalog-TTB-labeling-for-alcohol (27 CFR Part 4 wine + Part 5 distilled spirits + Part 7 malt beverages) + per-canonical-per-catalog-CPSIA-Children-Product-Safety (the third distinctive anchor — 15 USC 2052 et seq; CPSC General Certificate of Conformity GCC + Children's Product Certificate CPC + tracking labels per 16 CFR Part 1130 + third-party testing per 16 CFR Part 1107 + lead paint + lead content + phthalates DEHP/DBP/BBP/DiNP/DiDP/DnOP testing; civil penalties up to $19.85M per violation) + per-canonical-per-catalog-FAA-model-aircraft (49 USC 44809; when drones in catalog; FAA Remote ID requirement; Aeronautical Knowledge Test for Recreational Flyers TRUST) + per-canonical-per-catalog-DOT-lithium-battery-shipping (49 CFR Part 173.185; UN 3480/3481 + UN 3090/3091 hazmat; lithium-ion + lithium-metal restrictions; PHMSA enforcement) + per-canonical-per-catalog-Magnuson-Moss-Warranty-Act (15 USC 2301; written warranty disclosure before sale + full vs limited classification + tie-in sales prohibition) + per-canonical-per-catalog-50-state-lemon-law-matrix + per-canonical-per-catalog-MAP-Minimum-Advertised-Price (per-vendor-imposed MAP policies + Colgate doctrine + unilateral pricing policy enforcement) + per-canonical-per-catalog-Robinson-Patman-Act (15 USC 13; per-tenant-segregation that creates per-franchisee-rate-differential without functional discount justification; FTC 2024-2025 reinvigorated; FTC vs PepsiCo + FTC vs Southern Glazer + FTC vs Coca-Cola) + per-canonical-per-catalog-FDD-Item-12-territorial-protection (when franchisor catalog; FTC Franchise Rule 16 CFR 436 + NASAA Commentary) + per-canonical-per-catalog-Lanham-Act-15-USC-1051-trademark (when product titles + descriptions misrepresent brand-ownership; 15 USC 1125 false advertising + 15 USC 1117 disgorgement) + per-canonical-per-catalog-Computer-Fraud-and-Abuse-Act-18-USC-1030 (the fourth distinctive anchor — when source webscraping; hiQ vs LinkedIn 9th Cir 2019/2022 + Van Buren vs United States SCOTUS 2021 limit) + per-canonical-per-catalog-California-Prop-65 (the fifth distinctive anchor — Cal Health & Safety Code 25249.5; warning required when product contains listed chemicals; per-SKU per-warning-text; California Office of Environmental Health Hazard Assessment OEHHA enforcement; private right of action; CalRecycle SB 343 plastic packaging) + per-canonical-per-catalog-CARB-Phase-2 (California Air Resources Board formaldehyde emission standards 17 CCR 93120; per-composite-wood-product compliance certification) + per-canonical-per-catalog-Massachusetts-AG-Copley-Advertising-2017 + per-canonical-per-catalog-cannabis-state-board-12-state (the sixth distinctive anchor — Massachusetts CCC + California DCC + Colorado MED + Oregon OLCC + Washington WSLCB + Nevada CCB + Illinois CCSL + New Jersey CRC + New York OCM + Arizona DHS + Alaska AMCO + Maine OMP; per-state cannabis-product-labeling restrictions + child-resistant packaging + tracking via Metrc/BioTrack/Leaf Data Systems) + per-canonical-per-catalog-alcohol-TABC-CalABC-SLA-DISCUS-Code-tied-house + per-canonical-per-catalog-tobacco-FDA-21-CFR-1140 + per-canonical-per-catalog-DEA-Schedule-II-V + per-canonical-per-catalog-state-firearms-ATF-Form-4473-Background-Check-NICS + per-canonical-per-catalog-EPA-pesticide-Section-3-FIFRA + per-canonical-per-catalog-EPA-refrigerant-Section-608 + per-canonical-per-catalog-CARB-Title-13 (motor vehicle emissions) + per-canonical-per-catalog-WEEE-Waste-Electrical-Electronic-Equipment-Directive + per-canonical-per-catalog-RoHS-Restriction-of-Hazardous-Substances + per-canonical-per-catalog-REACH-Registration-Evaluation-Authorization-Restriction-of-Chemicals + per-canonical-per-catalog-Conflict-Minerals-Dodd-Frank-Section-1502 + per-canonical-per-catalog-FTC-Endorsement-Guides-2024-when-Review-or-AggregateRating-in-catalog + per-canonical-per-catalog-FTC-fake-review-rule-2024-16-CFR-Part-465 + per-canonical-per-catalog-FTC-substantiation-Pfizer-1972 + per-canonical-per-catalog-CCPA-CPRA + per-canonical-per-catalog-GDPR + per-canonical-per-catalog-Tennessee-ELVIS-Act-when-AI-voice-product-demo + per-canonical-per-catalog-EU-AI-Act-Article-50 + per-canonical-per-catalog-Digital-Services-Act-Article-30-trader-identity + per-canonical-per-catalog-Digital-Markets-Act + per-canonical-per-catalog-ADA-Title-III + per-canonical-per-catalog-WCAG-2.2-AA + per-canonical-per-catalog-NIST-AI-RMF + per-canonical-per-catalog-ISO-42001 + per-canonical-per-catalog-ISO-27001 + per-canonical-per-catalog-SOC-2-Type-II + per-canonical-per-catalog-compliance-confidence-tier.

What does per-record cross-skill-handoff + per-catalog-canonicalization-agent-canonical-bundle + per-catalog audit-trail do?

Per-portfolio per-record per-canonical-per-record-cross-skill-handoff runs per-portfolio per-canonical-per-record-handoff-to-pim-integration (parent commercial pillar) + per-canonical-per-record-handoff-to-product-catalog-canonicalization (parent agent) + per-canonical-per-record-handoff-to-architect-catalog-conflict-resolution-golden-record-emission-build-pillar (sibling shipped earlier) + per-canonical-per-record-handoff-to-real-time-catalog-change-event-emission-build-pillar (sibling shipped earlier) + per-canonical-per-record-handoff-to-versioned-product-history-for-recall-traceability-build-pillar (sibling shipped earlier) + per-canonical-per-record-handoff-to-per-marketplace-policy-validation-build-pillar + per-canonical-per-record-handoff-to-per-channel-policy-validation-build-pillar + per-canonical-per-record-handoff-to-per-vertical-catalog-schema-validation-build-pillar + per-canonical-per-record-handoff-to-17-schema-class-jsonld-generation-from-master-record-build-pillar + per-canonical-per-record-handoff-to-auto-compose-per-location-vertical-schema-packs-build-pillar + per-canonical-per-record-handoff-to-rich-result-eligibility-scoring-build-pillar + per-canonical-per-record-handoff-to-schema-auto-remediation-build-pillar (sibling shipped #360) + per-canonical-per-record-handoff-to-continuous-schema-audit-build-pillar + per-canonical-per-record-handoff-to-per-vertical-schema-validation-with-maintained-rule-libraries-build-pillar + per-canonical-per-record-handoff-to-architect-channel-aware-product-description-orchestration-build-pillar + per-canonical-per-record-handoff-to-sku-by-channel-bulk-description-orchestration-build-pillar + per-canonical-per-record-handoff-to-per-sku-description-generation-build-pillar + per-canonical-per-record-handoff-to-per-state-action-decisioning-build-pillar (sibling shipped #357) + per-canonical-per-record-handoff-to-real-time-multi-location-inventory-state-monitoring-build-pillar + per-canonical-per-record-handoff-to-bopis-friction-detection-build-pillar (sibling shipped #358) + per-canonical-per-record-handoff-to-cause-aware-cart-abandonment-recovery-build-pillar + per-canonical-per-record-handoff-to-inventory-aware-pdp-variation + per-canonical-per-record-handoff-to-master-record-build-pillar + per-canonical-per-record-handoff-to-multi-source-canonical-ingestion-build-pillar + per-canonical-per-record-handoff-to-per-field-conflict-resolution-policy-build-pillar + per-canonical-per-record-handoff-to-anomaly-detection-skill + per-canonical-per-record-handoff-to-false-positive-suppression-build-pillar + per-canonical-per-record-handoff-to-per-vertical-compliance-overlay-build-pillar + per-canonical-per-record-handoff-to-marketing-compliance-overlay-regulated-industries-build-pillar + per-canonical-per-record-handoff-to-per-jurisdiction-compliance-multi-state-franchise-build-pillar + per-canonical-per-record-handoff-to-versioned-history-regulatory-defense-build-pillar. Per-catalog-canonicalization-agent-canonical-bundle integrates the multi-source-catalog-ingest skill with sibling skills on the same product-catalog-canonicalization agent: per-canonical-multi-source-catalog-ingest (this skill) + per-canonical-architect-catalog-conflict-resolution-golden-record-emission + per-canonical-real-time-catalog-change-event-emission + per-canonical-versioned-product-history-for-recall-traceability + per-canonical-per-vertical-catalog-schema-validation + per-canonical-per-marketplace-policy-validation + per-canonical-per-channel-policy-validation. Per-canonical-end-to-end-SLA runs per-canonical-per-record-source-pointer-resolve-to-deduplication-to-conflict-resolution-to-attribute-normalization-to-image-deduplication-to-pricing-tier-normalization-to-variant-handling-to-tenant-segregation-to-compliance-overlay-to-FTC-Made-in-USA-FDA-USDA-TTB-CPSIA-DOT-Magnuson-Moss-MAP-Robinson-Patman-Lanham-Act-CFAA-Prop-65-cannabis-state-board-anchors-to-FBC-feedback-loop-SLA. Per-portfolio per-record per-canonical-audit-trail runs per-portfolio per-canonical-per-record-canonical-audit-record (per-record-ID + per-banner-pointer + per-source-pointer + per-50-source-snapshot + per-deduplication-snapshot + per-MinHash-LSH-SimHash-fuzzy-product-name-Levenshtein-Jaro-Winkler-Damerau-Smith-Waterman-snapshot + per-UPC-EAN-GTIN-canonicalization-snapshot + per-image-perceptual-hash-pHash-dHash-aHash-wHash-CNN-embedding-MobileNet-ResNet-VGG-EfficientNet-CLIP-Florence-2-snapshot + per-attribute-similarity-cosine-10-model-ensemble-snapshot + per-conflict-resolution-snapshot + per-source-priority-rank-PIM-ERP-POS-ecommerce-marketplace-snapshot + per-LWW-vector-clock-CRDT-snapshot + per-attribute-level-merge-rules-snapshot + per-attribute-normalization-snapshot + per-60+-attribute-class-snapshot + per-LLM-normalization-ensemble-snapshot + per-image-deduplication-snapshot + per-pricing-tier-normalization-snapshot + per-MSRP-MAP-cost-wholesale-retail-promotional-clearance-volume-discount-loyalty-tier-marketplace-fee-FX-tax-shipping-Robinson-Patman-snapshot + per-variant-handling-snapshot + per-variant-axis-explosion-inheritance-image-association-pricing-availability-snapshot + per-tenant-segregation-snapshot + per-franchisor-franchisee-corporate-co-op-multi-banner-tenant-snapshot + per-RBAC-ABAC-OPA-Cedar-Casbin-Cerbos-Oso-row-level-security-column-level-security-snapshot + per-compliance-overlay-snapshot + per-FTC-Made-in-USA-Labeling-Rule-2021-snapshot + per-FDA-DSHEA-OPDP-snapshot + per-FDA-food-labeling-21-CFR-Part-101-snapshot + per-USDA-labeling-9-CFR-Part-317-381-590-snapshot + per-TTB-labeling-27-CFR-Part-4-5-7-snapshot + per-CPSIA-CPSC-General-Certificate-of-Conformity-Children-Product-Certificate-tracking-labels-third-party-testing-lead-phthalates-snapshot + per-FAA-model-aircraft-49-USC-44809-snapshot + per-DOT-lithium-battery-49-CFR-Part-173.185-snapshot + per-Magnuson-Moss-Warranty-Act-snapshot + per-50-state-lemon-law-snapshot + per-MAP-Colgate-doctrine-snapshot + per-Robinson-Patman-snapshot + per-FDD-Item-12-territorial-snapshot + per-Lanham-Act-snapshot + per-Computer-Fraud-and-Abuse-Act-18-USC-1030-snapshot + per-California-Prop-65-snapshot + per-CARB-Phase-2-snapshot + per-Massachusetts-AG-Copley-Advertising-2017-snapshot + per-cannabis-state-board-12-state-Metrc-BioTrack-Leaf-Data-Systems-snapshot + per-alcohol-TABC-CalABC-SLA-DISCUS-tied-house-snapshot + per-tobacco-FDA-21-CFR-1140-snapshot + per-DEA-Schedule-II-V-snapshot + per-state-firearms-ATF-Form-4473-NICS-snapshot + per-EPA-pesticide-Section-3-FIFRA-snapshot + per-EPA-refrigerant-Section-608-snapshot + per-CARB-Title-13-snapshot + per-WEEE-RoHS-REACH-snapshot + per-Conflict-Minerals-Dodd-Frank-Section-1502-snapshot + per-FTC-Endorsement-Guides-2024-snapshot + per-FTC-fake-review-rule-2024-snapshot + per-FTC-substantiation-Pfizer-1972-snapshot + per-CCPA-CPRA-snapshot + per-GDPR-snapshot + per-Tennessee-ELVIS-Act-snapshot + per-EU-AI-Act-Article-50-snapshot + per-Digital-Services-Act-Article-30-snapshot + per-Digital-Markets-Act-snapshot + per-ADA-Title-III-snapshot + per-WCAG-2.2-AA-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-ISO-27001-SOC-2-Type-II-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-CPSC-product-safety-defense-retention + per-canonical-10-year-FDA-recall-defense-retention + per-canonical-7-year-Lanham-Act-defense-retention + per-canonical-7-year-Robinson-Patman-defense-retention + per-canonical-7-year-California-Prop-65-defense-retention + per-canonical-3-year-cannabis-state-board-Metrc-record-retention.

What is the recurring 50-source × 60-attribute × per-vertical-overlay pattern?

Every per-record inherits the same canonical-source-pointer + canonical-deduplication-spec + canonical-conflict-resolution-spec + canonical-attribute-normalization-spec + canonical-image-deduplication-spec + canonical-pricing-tier-normalization-spec + canonical-variant-handling-spec + canonical-tenant-segregation-spec primitives, but each per-source × per-attribute × per-vertical cell overlays a vertical-specific per-canonical-per-vertical-compliance-overlay (per-FDA-DSHEA-CPG-no-disease-claim + per-FDA-OPDP-Rx-drug + per-FDA-food-labeling-21-CFR-Part-101 + per-USDA-meat-poultry-eggs + per-TTB-alcohol + per-CPSIA-children-product + per-FAA-drones + per-DOT-lithium-battery + per-cannabis-state-board-12-state-Metrc + per-alcohol-DISCUS + per-tobacco-FDA-21-CFR-1140 + per-DEA-Schedule + per-state-firearms-ATF + per-EPA-pesticide + per-EPA-refrigerant + per-CARB-emissions + per-Prop-65-warning + per-WEEE-RoHS-REACH + per-Conflict-Minerals-Dodd-Frank-Section-1502). Same canonical pattern across all sources/attributes/verticals; only the per-vertical compliance overlay differs.

Engage the catalog-canonicalization agent

Per-portfolio per-banner per-source per-record per-canonical-source-pointer + per-canonical-deduplication-spec + per-canonical-conflict-resolution-spec + per-canonical-attribute-normalization-spec + per-canonical-image-deduplication-spec + per-canonical-pricing-tier-normalization-spec + per-canonical-variant-handling-spec + per-canonical-tenant-segregation-spec + per-canonical-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-PIM-vendor + per-MDM-vendor + per-ETL-iPaaS-vendor + per-catalog-compliance-vendor primitive.

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