Data-layer swarm · Product-Catalog-Canonicalization Agent · Versioned-product-history skill · Build pillar · Published July 12, 2026

How to build versioned product history for recall traceability across multi-vendor supply chains

This guide explains how to architect the versioned-product-history skill on the product-catalog-canonicalization agent end-to-end at multi-vendor multi-banner supply-chain scale: per-portfolio per-banner per-location per-SKU per-lot per-batch per-canonical-bitemporal-product-versioning-spec + per-canonical-per-SKU-recall-cohort-resolution-spec + per-canonical-per-SKU-supplier-to-shelf-chain-of-custody-spec + per-canonical-per-SKU-multi-LLM-pre-publish-check + per-canonical-per-SKU-FBC-feedback-loop + per-canonical-per-SKU-audit-trail + per-portfolio audit-trail.

Engage the product-catalog-canonicalization agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-location per-SKU per-lot per-batch per-canonical-bitemporal-product-versioning-spec across per-system-time + per-business-valid-time + per-effective-time + per-Snowflake-Time-Travel + per-Apache-Iceberg + per-Delta-Lake + per-Apache-Hudi + per-XTDB + per-Datomic + per-CrateDB + per-MarkLogic + per-Cassandra-time-series + per-Clickhouse-time-series + per-canonical-bitemporal-store + per-SKU-version-graph + per-attribute-history (name + description + ingredient + nutrition + allergen + COO + HTS + NAFTA/USMCA + CPSIA + FDA-21-CFR-117 + FDA-Title-21) + per-attribute-change-trigger (supplier + formulation + packaging + label + pricing + policy) + per-confidence-tier + per-explainability.
Per-canonical-per-SKU-recall-cohort-resolution-spec — per-FDA-Class-I-Class-II-Class-III-recall + per-USDA-FSIS-recall + per-CPSC-recall + per-NHTSA-recall + per-EPA-FIFRA-recall + per-DEA-recall + per-recall-cohort-temporal-bounding (manufacture date + sale date + best-by) + per-recall-cohort-spatial-bounding (banner + location + DMA + state) + per-loyalty-purchase-handoff-to-pos-receipt-integration + per-customer-notification-handoff-to-lifecycle-flow-architecture + per-confidence-tier + per-explainability.
Per-canonical-per-SKU-supplier-to-shelf-chain-of-custody-spec — per-supplier-pointer + per-manufacturer-pointer + per-co-manufacturer-pointer + per-distributor-pointer + per-warehouse-pointer + per-DC-pointer + per-3PL-pointer + per-transport-leg-pointer + per-location-receiving-pointer + per-shelf-placement-pointer + per-GS1-EPCIS-event-spec + per-FSMA-204-key-data-element-KDE-spec + per-FSMA-204-critical-tracking-event-CTE-spec + per-FDA-DSCSA-T3-handoff + per-confidence-tier + per-explainability.
Per-canonical-per-SKU-multi-LLM-pre-publish-check — per-multi-LLM-ensemble + per-ingredient-claim-substantiation + per-nutrition-claim-substantiation + per-allergen-disclosure + per-FDA-Class-I-Class-II-Class-III-recall-disclosure + per-USDA-FSIS-recall-disclosure + per-CPSC-recall-disclosure + per-NHTSA-recall-disclosure + per-EPA-FIFRA-recall-disclosure + per-FTC-substantiation-doctrine + per-Lanham-Act-comparative-advertising + per-Prop-65-disclosure + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-LLM-confidence-scoring + per-LLM-self-consistency + per-LLM-chain-of-thought.
Per-canonical-per-SKU-FBC-feedback + per-audit-trail + per-cross-skill-handoff — per-realized-vs-projected-recall-cohort + per-realized-vs-projected-customer-notification + per-realized-vs-projected-recall-cost + per-realized-vs-projected-supplier-corrective-action + per-bitemporal-version-graph-drift-detection + per-chain-of-custody-completeness-recalibration + per-attribute-history-completeness-recalibration + per-supplier-quality-signal-recalibration + per-co-manufacturer-quality-signal-recalibration + per-emerging-supplier-risk-detection + per-pattern-learning + per-recall-trigger-recalibration + per-per-SKU-canonical-audit-record + per-FDA-21-CFR-Part-11 + per-FDA-21-CFR-Part-117 + per-FDA-FSMA-204 + per-FDA-DSCSA-pharma-T3 + per-USDA-FSIS + per-CPSC-CPSIA + per-EPA-FIFRA + per-NHTSA-49-CFR-Part-573 + per-DEA-CSA + per-Lanham-Act + per-FTC-substantiation + per-FTC-MARS + per-CA-Prop-65 + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13 + per-EU-AI-Act-Article-14 + per-NIST-AI-RMF + per-immutable-WORM + per-FDA-2-year-retention + per-USDA-3-year-retention + per-DEA-5-year-retention + per-handoff-to-12-sibling-skills.

Why per-vendor-Akeneo-account-flat-current-state breaks at multi-vendor multi-banner supply-chain scale

Per-vendor-Akeneo-canonical-account-flat-current-state ships per-account per-SKU per-flat-current-state primitive. Per-vendor-Salsify + Inriver + Bluestone-PIM + Pimcore + Stibo-Systems + Riversand + Contentserv + Plytix + Productsup + Trustwell-FoodLogiQ + ReposiTrak + Wherefour + iTradeNetwork + IBM-Food-Trust + SAP-Track-and-Trace + Oracle-Bromcom + Optel-canonical-account-flat-current-state ship per-vendor per-native account-flat-current-state primitives.

At 1-account-1-SKU-flat-current-state scale per-account per-SKU per-flat-current-state primitive is enough. At multi-vendor multi-banner supply-chain scale per-per-SKU-per-lot-per-batch-bitemporal-product-versioning-spec + per-per-SKU-recall-cohort-resolution-spec + per-per-SKU-supplier-to-shelf-chain-of-custody-spec + per-per-SKU-multi-LLM-pre-publish-check + per-per-SKU-FBC-feedback-loop + per-per-SKU-audit-trail.

Per-account-flat-current-state + per-per-SKU-per-lot-per-batch-bitemporal-versioning-blind + per-per-SKU-recall-cohort-resolution-blind + per-per-SKU-supplier-to-shelf-chain-of-custody-blind + per-per-SKU-multi-LLM-pre-publish-blind + per-per-SKU-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-FDA-21-CFR-Part-11-blind + per-FDA-21-CFR-Part-117-blind + per-FDA-FSMA-204-blind + per-FDA-DSCSA-T3-blind + per-USDA-FSIS-blind + per-CPSC-CPSIA-blind + per-EPA-FIFRA-blind + per-NHTSA-49-CFR-Part-573-blind + per-DEA-CSA-blind + per-Lanham-Act-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-blind + per-CA-Prop-65-blind + per-EU-AI-Act-Article-13-Article-14-blind + per-NIST-AI-RMF-blind.

The operator-side architecture above per-vendor-flat-current-state primitive is canonical-per-SKU-per-lot-per-batch-bitemporal-product-versioning-spec + per-per-SKU-recall-cohort-resolution-spec + per-per-SKU-supplier-to-shelf-chain-of-custody-spec + per-per-SKU-multi-LLM-pre-publish-check + per-per-SKU-FBC-feedback-loop + per-per-SKU-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-PIM-vendor

Akeneo, Salsify, Inriver, Bluestone PIM, Pimcore, Stibo Systems STEP, Riversand, Contentserv, Plytix, Productsup, Syndigo, 1WorldSync, Catsy, Quable, Sales Layer, Hybris (SAP), Oracle Product Hub. Per-account per-SKU per-flat-current-state primitive. Per-canonical-per-SKU-per-lot-per-batch-bitemporal-product-versioning-canonical-per-SKU-recall-cohort-resolution-canonical-per-SKU-supplier-to-shelf-chain-of-custody-canonical-per-SKU-multi-LLM-pre-publish-canonical-per-SKU-FBC-feedback-canonical-per-SKU-audit-trail is not the primitive.

Per-platform per-traceability-vendor

Trustwell FoodLogiQ, ReposiTrak, Wherefour, iTradeNetwork, IBM Food Trust, SAP Track and Trace, Oracle Bromcom, Optel, GS1 US Traceability, Avery Dennison atma.io, Antares Vision, TraceLink, Tive, rfxcel, Genus PLM. Per-account per-traceability-event primitive. Per-canonical-per-SKU-recall-trigger-canonical-per-SKU-recall-cohort-temporal-bounding-canonical-per-SKU-recall-cohort-spatial-bounding-canonical-per-SKU-recall-cohort-loyalty-purchase-handoff-canonical-per-SKU-recall-cohort-customer-notification-handoff-canonical-per-SKU-recall-cohort-confidence-tier-canonical-per-SKU-recall-cohort-explainability is not the primitive.

Per-platform per-bitemporal-store-vendor

Snowflake Time Travel, Apache Iceberg time travel, Delta Lake time travel, Apache Hudi time travel, XTDB, Datomic, CrateDB, MarkLogic, Cassandra time series, Clickhouse time series, TimescaleDB, InfluxDB, QuestDB, immudb. Per-account per-bitemporal-engine primitive. Per-canonical-per-SKU-system-time-canonical-per-SKU-business-valid-time-canonical-per-SKU-effective-time-canonical-per-SKU-version-graph-canonical-per-SKU-attribute-history-canonical-per-SKU-attribute-change-trigger-canonical-per-SKU-version-confidence-tier-canonical-per-SKU-version-explainability is not the primitive.

Per-platform per-recall-compliance-vendor

Stericycle Expert Solutions (recall management), Inmar Intelligence, Sedgwick Recall, RQA Inc., NTT Data Services, Recall InfoLink, Trustwell Recall, Mondelez Recall Platform, FoodSafetyTech. Per-account per-recall-event-flat-export primitive. Per-canonical-per-SKU-GS1-EPCIS-event-canonical-per-SKU-FSMA-204-key-data-element-KDE-canonical-per-SKU-FSMA-204-critical-tracking-event-CTE-canonical-per-SKU-FDA-Drug-Supply-Chain-Security-Act-DSCSA-T3-handoff-canonical-per-SKU-chain-of-custody-confidence-tier-canonical-per-SKU-chain-of-custody-explainability is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-SKU per-lot per-batch per-canonical-bitemporal-product-versioning-substrate. Per-system-time + per-business-valid-time + per-effective-time + per-bitemporal-store-selection + per-SKU-version-graph + per-attribute-history + per-attribute-change-trigger + per-confidence-tier + per-explainability canonical-versioning.
Per-portfolio per-canonical-per-SKU-recall-cohort-resolution-spec. Per-FDA-Class-I-II-III-recall + per-USDA-FSIS + per-CPSC + per-NHTSA + per-EPA-FIFRA + per-DEA + per-temporal-bounding + per-spatial-bounding + per-loyalty-purchase-handoff + per-customer-notification-handoff + per-confidence-tier + per-explainability canonical-recall.
Per-portfolio per-canonical-per-SKU-supplier-to-shelf-chain-of-custody-spec. Per-supplier + per-manufacturer + per-co-manufacturer + per-distributor + per-warehouse + per-DC + per-3PL + per-transport-leg + per-location-receiving + per-shelf-placement + per-GS1-EPCIS + per-FSMA-204-KDE + per-FSMA-204-CTE + per-FDA-DSCSA-T3 + per-confidence-tier + per-explainability canonical-chain-of-custody.
Per-portfolio per-canonical-per-SKU-multi-LLM-pre-publish-check. Per-multi-LLM-ensemble + per-ingredient-claim-substantiation + per-nutrition-claim-substantiation + per-allergen-disclosure + per-FDA-USDA-CPSC-NHTSA-EPA-recall-disclosure + per-FTC-substantiation-doctrine + per-Lanham-Act + per-Prop-65-disclosure + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-per-SKU-FBC-feedback-loop. Per-realized-vs-projected-recall-cohort + per-realized-vs-projected-customer-notification + per-realized-vs-projected-recall-cost + per-realized-vs-projected-supplier-corrective-action + per-bitemporal-version-graph-drift-detection + per-chain-of-custody-completeness-recalibration + per-attribute-history-completeness-recalibration + per-supplier-quality-signal-recalibration + per-co-manufacturer-quality-signal-recalibration + per-emerging-supplier-risk-detection + per-pattern-learning + per-recall-trigger-recalibration canonical-FBC.
Per-portfolio per-canonical-per-SKU-audit-trail + per-portfolio-audit-trail. Per-per-SKU-canonical-audit-record + per-FDA-21-CFR-Part-11 + per-FDA-21-CFR-Part-117 + per-FDA-FSMA-204 + per-FDA-DSCSA-pharma-T3 + per-USDA-FSIS + per-CPSC-CPSIA + per-EPA-FIFRA + per-NHTSA-49-CFR-Part-573 + per-DEA-CSA + per-Lanham-Act + per-FTC-substantiation + per-FTC-MARS + per-CA-Prop-65 + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13 + per-EU-AI-Act-Article-14 + per-NIST-AI-RMF + per-immutable-WORM + per-FDA-2-year-retention + per-USDA-3-year-retention + per-DEA-5-year-retention canonical-audit.
Per-portfolio per-canonical-per-SKU-cross-skill-handoff. Per-handoff-to-12-sibling-skills canonical-handoff.
Per-portfolio per-product-catalog-canonicalization-agent-canonical-bundle. Per-versioned-product-history + per-product-traceability-software + per-product-catalog-canonicalization + per-per-SKU-canonical-master-record + per-per-channel-description-adaptation + per-per-vendor-attribute-mapping + per-per-SKU-image-asset-management canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-attribute-change-trigger-to-bitemporal-version-graph-write-to-chain-of-custody-update-to-recall-trigger-detect-to-recall-cohort-resolve-to-multi-LLM-pre-publish-to-customer-notification-handoff-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision + per-temporal-rewind-spec + per-as-of-system-time-query + per-as-of-business-valid-time-query canonical-replay.

Frequently asked questions

What is versioned product history for recall traceability across multi-vendor supply chains?

Versioned product history runs per-portfolio per-banner per-location per-SKU per-lot per-batch per-canonical-bitemporal-product-versioning-spec + per-canonical-per-SKU-recall-cohort-resolution-spec + per-canonical-per-SKU-supplier-to-shelf-chain-of-custody-spec + per-canonical-per-SKU-multi-LLM-pre-publish-check + per-canonical-per-SKU-FBC-feedback-loop + per-canonical-per-SKU-audit-trail + per-portfolio audit-trail. Per-canonical-bitemporal-product-versioning covers per-system-time + per-business-valid-time + per-effective-time + per-canonical-time-dimension across per-SKU + per-lot + per-batch + per-pallet + per-case + per-eaches + per-canonical-product-unit.

Why does per-vendor-Akeneo-canonical-account-flat-current-state break at multi-vendor multi-banner supply-chain scale?

Per-vendor-Akeneo-canonical-account-flat-current-state ships per-account per-SKU per-flat-current-state primitive. Per-vendor-Salsify-canonical + per-Inriver-canonical + per-Bluestone-PIM-canonical + per-Pimcore-canonical + per-Stibo-Systems-canonical + per-Riversand-canonical + per-Contentserv-canonical + per-Plytix-canonical + per-Productsup-canonical + per-Trustwell-FoodLogiQ-canonical + per-ReposiTrak-canonical + per-Wherefour-canonical + per-iTradeNetwork-canonical + per-IBM-Food-Trust-canonical + per-SAP-Track-and-Trace-canonical + per-Oracle-Bromcom-canonical + per-Optel-canonical-account-flat-current-state ship per-vendor per-native account-flat-current-state primitives. At 1-account-1-SKU-flat-current-state scale per-account per-SKU per-flat-current-state primitive is enough. At multi-vendor multi-banner supply-chain scale per-canonical-per-SKU-per-lot-per-batch-bitemporal-product-versioning-spec + per-canonical-per-SKU-recall-cohort-resolution-spec + per-canonical-per-SKU-supplier-to-shelf-chain-of-custody-spec + per-canonical-per-SKU-multi-LLM-pre-publish-check + per-canonical-per-SKU-FBC-feedback-loop + per-canonical-per-SKU-audit-trail.

How does per-SKU bitemporal-product-versioning + per-recall-cohort-resolution + per-supplier-to-shelf-chain-of-custody work?

Per-portfolio per-banner per-location per-SKU per-lot per-batch per-canonical-bitemporal-product-versioning-spec runs per-portfolio per-canonical-bitemporal-storage-engine (per-Snowflake-Time-Travel + per-Apache-Iceberg-time-travel + per-Delta-Lake-time-travel + per-Apache-Hudi-time-travel + per-XTDB + per-Datomic + per-CrateDB + per-MarkLogic + per-Cassandra-time-series + per-Clickhouse-time-series + per-canonical-bitemporal-store) + per-canonical-system-time + per-canonical-business-valid-time + per-canonical-effective-time + per-canonical-per-SKU-version-graph + per-canonical-per-SKU-attribute-history-spec (per-name + per-description + per-ingredient + per-nutrition + per-allergen + per-COO-country-of-origin + per-HTS-Harmonized-Tariff-Schedule + per-NAFTA-USMCA-certificate + per-CPSIA-toy-children + per-FDA-21-CFR-Part-117-food-safety + per-FDA-Title-21-cosmetics + per-canonical-attribute) + per-canonical-per-SKU-attribute-change-trigger-spec (per-supplier-change + per-formulation-change + per-packaging-change + per-label-change + per-pricing-change + per-policy-change + per-canonical-trigger) + per-canonical-per-SKU-version-confidence-tier + per-canonical-per-SKU-version-explainability. Per-canonical-per-SKU-recall-cohort-resolution-spec runs per-portfolio per-canonical-per-SKU-recall-trigger-spec (per-FDA-Class-I-Class-II-Class-III-recall + per-USDA-FSIS-recall + per-CPSC-recall + per-NHTSA-recall + per-EPA-FIFRA-recall + per-DEA-recall + per-canonical-recall-class) + per-canonical-per-SKU-recall-cohort-temporal-bounding (per-manufacture-date-window + per-sale-date-window + per-best-by-window + per-canonical-temporal-bound) + per-canonical-per-SKU-recall-cohort-spatial-bounding (per-banner + per-location + per-DMA + per-state + per-canonical-spatial-bound) + per-canonical-per-SKU-recall-cohort-loyalty-purchase-handoff-to-pos-receipt-integration (sibling build-pillar at /how-to-build-multi-vendor-receipt-joining-and-offline-attribution-end-to-end) + per-canonical-per-SKU-recall-cohort-customer-notification-handoff-to-lifecycle-flow-architecture + per-canonical-per-SKU-recall-cohort-confidence-tier + per-canonical-per-SKU-recall-cohort-explainability. Per-canonical-per-SKU-supplier-to-shelf-chain-of-custody-spec runs per-portfolio per-canonical-per-SKU-per-supplier-pointer + per-canonical-per-SKU-per-manufacturer-pointer + per-canonical-per-SKU-per-co-manufacturer-pointer + per-canonical-per-SKU-per-distributor-pointer + per-canonical-per-SKU-per-warehouse-pointer + per-canonical-per-SKU-per-DC-pointer + per-canonical-per-SKU-per-3PL-pointer + per-canonical-per-SKU-per-transport-leg-pointer + per-canonical-per-SKU-per-location-receiving-pointer + per-canonical-per-SKU-per-shelf-placement-pointer + per-canonical-per-SKU-GS1-EPCIS-event-spec + per-canonical-per-SKU-FSMA-204-key-data-element-KDE-spec + per-canonical-per-SKU-FSMA-204-critical-tracking-event-CTE-spec + per-canonical-per-SKU-FDA-Drug-Supply-Chain-Security-Act-DSCSA-T3-handoff + per-canonical-per-SKU-chain-of-custody-confidence-tier + per-canonical-per-SKU-chain-of-custody-explainability.

What does per-SKU multi-LLM-pre-publish + per-FBC-feedback do?

Per-portfolio per-banner per-location per-SKU per-canonical-multi-LLM-pre-publish-check runs per-portfolio per-canonical-multi-LLM-ensemble (per-GPT-4o + per-Claude-Sonnet + per-Gemini-Pro per-canonical-LLM) + per-canonical-per-SKU-LLM-ingredient-claim-substantiation-check + per-canonical-per-SKU-LLM-nutrition-claim-substantiation-check + per-canonical-per-SKU-LLM-allergen-disclosure-check + per-canonical-per-SKU-LLM-FDA-Class-I-Class-II-Class-III-recall-disclosure-check + per-canonical-per-SKU-LLM-USDA-FSIS-recall-disclosure-check + per-canonical-per-SKU-LLM-CPSC-recall-disclosure-check + per-canonical-per-SKU-LLM-NHTSA-recall-disclosure-check + per-canonical-per-SKU-LLM-EPA-FIFRA-recall-disclosure-check + per-canonical-per-SKU-LLM-FTC-substantiation-doctrine-check + per-canonical-per-SKU-LLM-Lanham-Act-comparative-advertising-check + per-canonical-per-SKU-LLM-Prop-65-disclosure-check + per-canonical-per-SKU-LLM-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP-check + per-canonical-per-SKU-LLM-confidence-scoring + per-canonical-per-SKU-LLM-self-consistency-cross-check + per-canonical-per-SKU-LLM-chain-of-thought-extraction. Per-canonical-per-SKU-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-SKU-realized-recall-cohort-vs-projected-recall-cohort-feedback + per-canonical-FBC-per-SKU-realized-customer-notification-vs-projected-customer-notification-feedback + per-canonical-FBC-per-SKU-realized-recall-cost-vs-projected-recall-cost-feedback + per-canonical-FBC-per-SKU-realized-supplier-corrective-action-vs-projected-feedback + per-canonical-FBC-per-SKU-bitemporal-version-graph-drift-detection + per-canonical-FBC-per-SKU-chain-of-custody-completeness-recalibration + per-canonical-FBC-per-SKU-attribute-history-completeness-recalibration + per-canonical-FBC-per-SKU-supplier-quality-signal-recalibration + per-canonical-FBC-per-SKU-co-manufacturer-quality-signal-recalibration + per-canonical-FBC-per-SKU-emerging-supplier-risk-detection + per-canonical-FBC-per-SKU-pattern-learning + per-canonical-FBC-per-SKU-recall-trigger-recalibration.

What does per-SKU cross-skill-handoff + per-SKU audit-trail do?

Per-canonical-per-SKU-cross-skill-handoff runs per-portfolio per-canonical-per-SKU-handoff-to-product-traceability-software (parent commercial pillar at /product-traceability-software) + per-canonical-per-SKU-handoff-to-product-catalog-canonicalization + per-canonical-per-SKU-handoff-to-pos-receipt-integration (sibling build-pillar at /how-to-build-multi-vendor-receipt-joining-and-offline-attribution-end-to-end) + per-canonical-per-SKU-handoff-to-versioned-history-regulatory-defense (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-SKU-handoff-to-lifecycle-flow-architecture (sibling at /how-to-architect-lifecycle-email-and-sms-across-50-500-locations) + per-canonical-per-SKU-handoff-to-push-channel-extension (sibling at /how-to-build-push-notification-marketing-at-multi-location-scale) + per-canonical-per-SKU-handoff-to-customer-data-graph + per-canonical-per-SKU-handoff-to-routing-audit-trail + per-canonical-per-SKU-handoff-to-integration-health-monitoring + per-canonical-per-SKU-handoff-to-attribution-rollup + per-canonical-per-SKU-handoff-to-brand-voice-management + per-canonical-per-SKU-handoff-to-forbidden-phrase-library. Per-canonical-per-SKU-audit-trail runs per-portfolio per-canonical-per-SKU-canonical-audit-record (per-SKU-version-ID + per-lot-pointer + per-batch-pointer + per-bitemporal-version-snapshot + per-attribute-history-snapshot + per-attribute-change-trigger-snapshot + per-recall-cohort-snapshot + per-supplier-to-shelf-chain-of-custody-snapshot + per-GS1-EPCIS-event-snapshot + per-FSMA-204-KDE-CTE-snapshot + per-FDA-DSCSA-T3-snapshot + per-multi-LLM-pre-publish-record + per-realized-vs-projected-recall-cohort-record + per-realized-vs-projected-customer-notification-record + per-realized-vs-projected-recall-cost-record + per-realized-vs-projected-supplier-corrective-action-record + per-FBC-feedback per-canonical-audit-record) + per-canonical-FDA-21-CFR-Part-11-electronic-records-electronic-signatures + per-canonical-FDA-21-CFR-Part-117-food-safety + per-canonical-FDA-FSMA-204-traceability + per-canonical-FDA-DSCSA-pharma-T3 + per-canonical-USDA-FSIS-meat-poultry-traceability + per-canonical-CPSC-CPSIA-children-toys + per-canonical-EPA-FIFRA-pesticide + per-canonical-NHTSA-49-CFR-Part-573-defect-recall + per-canonical-DEA-controlled-substance-CSA + per-canonical-Lanham-Act + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-MARS-multi-location-substantiation + per-canonical-CA-Prop-65 + per-canonical-CCPA-CPRA-DSAR + per-canonical-GDPR-DPIA + per-canonical-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-EU-AI-Act-Article-13-transparency + per-canonical-EU-AI-Act-Article-14-human-oversight + per-canonical-NIST-AI-RMF-attestation + per-canonical-immutable-WORM-storage + per-canonical-FDA-mandated-2-year-traceability-retention + per-canonical-USDA-mandated-3-year-traceability-retention + per-canonical-DEA-mandated-5-year-traceability-retention.

What does per-product-catalog-canonicalization-agent-canonical-bundle + per-canonical-end-to-end-SLA + per-canonical-end-to-end-replay do?

Per-product-catalog-canonicalization-agent-canonical-bundle integrates the versioned-product-history skill with sibling skills on the same product-catalog-canonicalization agent: per-canonical-versioned-product-history (this skill) + per-canonical-product-traceability-software (parent commercial pillar) + per-canonical-product-catalog-canonicalization (sibling) + per-canonical-per-SKU-canonical-master-record (sibling) + per-canonical-per-channel-description-adaptation (sibling) + per-canonical-per-vendor-attribute-mapping (sibling) + per-canonical-per-SKU-image-asset-management (sibling). Per-canonical-end-to-end-SLA runs per-canonical-per-SKU-attribute-change-trigger-to-bitemporal-version-graph-write-to-chain-of-custody-update-to-recall-trigger-detect-to-recall-cohort-resolve-to-multi-LLM-pre-publish-to-customer-notification-handoff-to-FBC-SLA canonical-SLA. Per-canonical-end-to-end-replay runs per-canonical-per-SKU-replay-spec + per-canonical-per-SKU-replay-trace + per-canonical-per-SKU-replay-decision + per-canonical-per-SKU-temporal-rewind-spec + per-canonical-per-SKU-as-of-system-time-query + per-canonical-per-SKU-as-of-business-valid-time-query canonical-replay.

Engage the product-catalog-canonicalization agent

Per-portfolio per-banner per-location per-SKU per-lot per-batch per-canonical-bitemporal-product-versioning-spec + per-canonical-recall-cohort-resolution-spec + per-canonical-supplier-to-shelf-chain-of-custody-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-PIM-vendor + per-traceability-vendor + per-bitemporal-store-vendor + per-recall-compliance-vendor primitive.

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