Data-layer swarm · Product-Catalog-Canonicalization Agent · Catalog-change-event-emission skill · Build pillar · Published July 6, 2026
How to build real-time catalog change event emission for multi-location franchise + multi-store + ecom
This guide explains how to architect the catalog-change-event-emission skill on the product-catalog-canonicalization agent end-to-end at multi-channel multi-location catalog scale: per-portfolio per-SKU per-channel per-canonical-catalog-change-detection + per-change-event-schema-CloudEvents-v1.0 + per-sub-second-emission-latency-spec + per-per-channel-fanout-orchestration + per-per-channel-format-adaptation + per-per-channel-policy-validation + per-recall-FDA-CPSC-emergency-bypass + per-cross-channel-event-deduplication + per-event-batch-debounce + per-event-replay + per-event-severity-tiering + per-per-channel-acknowledgment-tracking + per-event-audit-trail + per-portfolio audit-trail.
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What you will build
- Per-portfolio per-canonical-catalog-change-detection — per-CDC change-data-capture (Debezium + AWS DMS + Striim + Fivetran HVR + Airbyte CDC + Confluent Kafka Connect) + per-field-level change (price + inventory + availability + description + image + attribute + variant + compliance flag + recall flag) + per-change classification (create + update + delete + undelete + recall + discontinue + restock) + per-confidence scoring + per-source attribution.
- Per-canonical-change-event-schema-CloudEvents-v1.0 — per-CloudEvents attribute (event-ID UUID + source URI + type + subject per-SKU + time RFC-3339 + data + severity tier + confidence) + per-payload (pre-event + post-event + delta + source system + CDC LSN) + per-versioning + per-backwards-compatibility.
- Per-canonical-sub-second-emission-latency-spec — 300ms target + 500ms p95 + 1000ms p99 + per-channel timeout + circuit breaker + graceful degradation + cached fallback.
- Per-canonical-per-channel-fanout-orchestration + per-format-adaptation + per-policy-validation — per-event broker (Apache Kafka + AWS Kinesis + Azure Event Hubs + Google Pub/Sub + Apache Pulsar + AWS EventBridge + Confluent Cloud + Redpanda) + per-channel subscriber (Google Merchant Center + Amazon Seller Central + Meta Catalog + Walmart Marketplace + eBay + Target Plus + Wayfair + Instacart + DoorDash + Shopify + BigCommerce + Magento + WooCommerce + own website CMS) + per-rate-limit + per-retry policy + per-circuit-breaker + per-DLQ + per-required-field + per-naming translation + per-character-limit truncation + per-image resize/format conversion + per-attribute mapping + per-MAP + per-MSRP + per-FDA 21 CFR Part 820 UDI + per-FCC + per-CPSC + per-marketplace policy (Amazon Brand Registry + Walmart Item Maintenance + eBay Item Specifics + Google Merchant Center Disapproval).
- Per-canonical-recall-FDA-CPSC-emergency-bypass — FDA 21 CFR Part 7 recall policy + CPSC Form 1 Section 15 + recall classification Class I/II/III + recall bypass quiet hours + recall bypass throttling + CCO/General Counsel approval + CTIA Best Practices public safety + per-stakeholder notification (FDA MedWatch + CPSC SaferProducts.gov + USDA FSIS + CDC MMWR).
- Per-canonical-cross-channel-event-deduplication + per-batch-debounce + per-replay + per-severity-tiering + per-acknowledgment-tracking — per-idempotency key (SKU + field + CDC LSN + event source) + per-cross-channel deduplication window (60-second + 5-min + 1-hour) + per-Bloom filter + per-RocksDB state store + per-event-type debounce (price 1-sec + attribute 5-sec + image 10-sec + recall no-debounce immediate) + per-batch rollup + per-noise-suppression LLM + per-replay from timestamp + from CDC LSN offset + schema migration + dry run + per-Tier-1 Critical recall to Tier-4 Low image metadata + per-SLA (Tier-1 immediate bypass + Tier-2 300ms + Tier-3 1-second + Tier-4 5-second) + per-acknowledgment state (emitted + delivered + acknowledged + failed + retried + DLQ) + per-channel acknowledgment timestamp + latency + error classification + SLA-violation escalation.
- Per-canonical-event-audit-trail + per-portfolio-audit-trail — per-event canonical audit record (event-ID + SKU-ID + CDC LSN + event source + event type + severity tier + emission timestamp + fanout channels + per-channel acknowledgment + format adaptation + policy validation result + recall classification + FDD-trademark attestation) + per-SOC2 Type II + per-FDA Form 2253 promotional material + per-CPSC Form 1 Section 15 recall exports + per-immutable WORM storage.
Why per-vendor-Channable-Feed-Management-single-account breaks at multi-channel multi-location catalog scale
Per-vendor-Channable-canonical-Feed-Management ships per-account per-feed per-channel-update primitive. Per-vendor-DataFeedWatch + GoDataFeed + Lengow + Productsup + Feedonomics + ChannelAdvisor + Wakeupdata + Sales & Orders + FeedArmy-canonical-single-account ship per-vendor per-native product-feed-management primitives.
At 1-channel-1-feed scale per-account per-feed per-channel-update primitive is enough. At multi-channel multi-location catalog scale per-catalog-change-detection-CDC + per-change-event-schema-CloudEvents-v1.0-machine-readable + per-sub-second-emission-latency-300ms + per-per-channel-fanout-orchestration-Kafka-EventBridge + per-per-channel-format-adaptation-Google-Amazon-Meta-Walmart-eBay + per-per-channel-policy-validation-MAP-MSRP-FDA-21-CFR-Part-820-UDI-FCC-CPSC + per-recall-FDA-CPSC-emergency-bypass-FDA-21-CFR-Part-7 + per-cross-channel-event-deduplication-idempotency-key + per-event-batch-debounce-per-channel + per-event-replay-from-timestamp-from-offset + per-event-severity-tiering-recall-pricing-attribute-image + per-per-channel-acknowledgment-tracking + per-event-audit-trail-SOC2-FDA-Form-2253-CPSC-Form-1-multi-format-export + per-FDD-Item-12.
Per-cross-vendor-product-feed-management-fragmentation + per-CDC-blind + per-CloudEvents-schema-blind + per-sub-second-latency-blind + per-multi-channel-fanout-blind + per-format-adaptation-blind + per-policy-validation-blind + per-recall-emergency-bypass-blind + per-deduplication-blind + per-debounce-blind + per-replay-blind + per-severity-tiering-blind + per-acknowledgment-tracking-blind + per-multi-format-audit-trail-blind.
The operator-side architecture above per-vendor-product-feed-management primitive is canonical-catalog-change-detection + per-change-event-schema-CloudEvents-v1.0 + per-sub-second-emission-latency-spec + per-per-channel-fanout-orchestration + per-per-channel-format-adaptation + per-per-channel-policy-validation + per-recall-FDA-CPSC-emergency-bypass + per-cross-channel-event-deduplication + per-event-batch-debounce + per-event-replay + per-event-severity-tiering + per-per-channel-acknowledgment-tracking + per-event-audit-trail + per-portfolio-audit-trail.
What is in market today
Per-platform per-product-feed-management-vendor
Channable, DataFeedWatch, GoDataFeed, Lengow, Productsup, Feedonomics, ChannelAdvisor (CommerceHub), Wakeupdata, Sales & Orders, FeedArmy, Adfeedlytics, Akeneo, Salsify, inriver, Pimcore, Plytix, Bluestone PIM, Contentserv. Per-account per-feed per-channel-update. Per-canonical-catalog-change-detection-canonical-CDC-canonical-CloudEvents-v1.0-canonical-sub-second-latency-canonical-multi-channel-fanout-canonical-recall-emergency-bypass is not the primitive.
Per-platform per-CDC-vendor
Debezium, AWS DMS (Database Migration Service), Striim, Fivetran HVR, Airbyte CDC, Confluent Kafka Connect, Maxwell's Daemon, Outbox Pattern, Oracle GoldenGate, IBM InfoSphere CDC, Qlik Replicate (formerly Attunity), Estuary Flow. Per-account per-source-database primitive. Per-canonical-per-SKU-field-level-change-detection-canonical-per-change-classification-create-update-delete-undelete-recall-discontinue-restock-canonical-per-confidence-scoring-canonical-per-source-attribution is not the primitive.
Per-platform per-event-broker-vendor
Apache Kafka, AWS Kinesis, Azure Event Hubs, Google Pub/Sub, Apache Pulsar, AWS EventBridge, Confluent Cloud, Redpanda, StreamNative, Aiven for Kafka, Materialize, Apache Flink, Apache Beam, Inngest, Trigger.dev, Hookdeck. Per-broker per-topic primitive. Per-canonical-CloudEvents-v1.0-canonical-per-topic-naming-canonical-per-partition-canonical-per-retention-canonical-replay-canonical-DLQ-canonical-exactly-once-at-least-once is not the primitive.
Per-platform per-recall-management-vendor
Stericycle ExpertSOLUTIONS, Steritech, Sedgwick Brand Protection, IPS Specialty Pharmacy, Inmar, Genpact, ResilientX, RGA Reinsurance, FDA Recalls API, CPSC SaferProducts.gov, USDA FSIS Recall API, CDC MMWR, ProMED. Per-account per-recall per-stakeholder-notification primitive. Per-canonical-FDA-21-CFR-Part-7-recall-policy-canonical-CPSC-Form-1-Section-15-canonical-recall-Class-I-II-III-canonical-recall-bypass-quiet-hours-canonical-bypass-throttling-canonical-CCO-General-Counsel-approval-canonical-multi-stakeholder-notification is not the primitive.
How the architecture is built
- Per-portfolio per-canonical-per-SKU-CDC-substrate. Per-Debezium + per-AWS-DMS + per-Striim + per-Fivetran-HVR + per-Airbyte-CDC + per-Confluent-Kafka-Connect canonical-CDC.
- Per-portfolio per-canonical-per-SKU-field-level-change-detection. Per-price + per-inventory + per-availability + per-description + per-image + per-attribute + per-variant + per-compliance-flag + per-recall-flag canonical-field-change.
- Per-portfolio per-canonical-per-SKU-change-classification. Per-create + per-update + per-delete + per-undelete + per-recall + per-discontinue + per-restock canonical-change-type.
- Per-portfolio per-canonical-CloudEvents-v1.0-event-schema. Per-event-ID-UUID + per-source-URI + per-type + per-subject + per-time-RFC-3339 + per-data + per-severity-tier + per-confidence canonical-schema.
- Per-portfolio per-canonical-sub-second-emission-latency. Per-300ms + per-500ms-p95 + per-1000ms-p99 + per-timeout + per-circuit-breaker + per-graceful-degradation + per-cached-fallback canonical-latency.
- Per-portfolio per-canonical-event-broker. Per-Apache-Kafka + per-AWS-Kinesis + per-Azure-Event-Hubs + per-Google-Pub-Sub + per-Apache-Pulsar + per-AWS-EventBridge + per-Confluent + per-Redpanda canonical-broker.
- Per-portfolio per-canonical-per-channel-fanout-orchestration. Per-Google-Merchant + per-Amazon-Seller-Central + per-Meta-Catalog + per-Walmart-Marketplace + per-eBay + per-Target-Plus + per-Wayfair + per-Instacart + per-DoorDash + per-Shopify + per-BigCommerce + per-Magento + per-WooCommerce + per-own-website canonical-fanout.
- Per-portfolio per-canonical-per-channel-format-adaptation + per-policy-validation. Per-required-field + per-naming-translation + per-character-limit + per-image-resize + per-attribute-mapping + per-MAP + per-MSRP + per-FDA-21-CFR-Part-820-UDI + per-FCC + per-CPSC + per-marketplace-policy canonical-policy.
- Per-portfolio per-canonical-recall-FDA-CPSC-emergency-bypass. Per-FDA-21-CFR-Part-7 + per-CPSC-Form-1-Section-15 + per-Class-I-II-III + per-bypass-quiet-hours + per-bypass-throttling + per-CCO-General-Counsel-approval + per-CTIA-public-safety + per-FDA-MedWatch + per-CPSC-SaferProducts.gov + per-USDA-FSIS + per-CDC-MMWR canonical-recall.
- Per-portfolio per-canonical-cross-channel-event-deduplication. Per-idempotency-key + per-60-second-5-min-1-hour-window + per-Bloom-filter + per-RocksDB-state-store canonical-deduplication.
- Per-portfolio per-canonical-event-batch-debounce + per-replay. Per-price-1-sec + per-attribute-5-sec + per-image-10-sec + per-recall-no-debounce-immediate + per-noise-suppression-LLM + per-replay-from-timestamp + per-replay-from-CDC-LSN-offset + per-schema-migration + per-dry-run canonical-debounce-replay.
- Per-portfolio per-canonical-event-severity-tiering + per-SLA + per-acknowledgment-tracking. Per-Tier-1-recall + per-Tier-2-pricing + per-Tier-3-attribute + per-Tier-4-image + per-immediate-bypass + per-300ms + per-1-sec + per-5-sec + per-emitted-delivered-acknowledged-failed-retried-DLQ + per-latency + per-error-classification + per-SLA-violation-escalation canonical-severity-ack.
- Per-portfolio per-canonical-event-audit-trail + per-portfolio-audit-trail. Per-event-canonical-audit-record + per-SOC2-Type-II + per-FDA-Form-2253 + per-CPSC-Form-1-Section-15 + per-immutable-WORM canonical-audit.
Frequently asked questions
What is real-time catalog change event emission?
Real-time catalog change event emission is the discipline of detecting any field-level change to any SKU in the operator master record and pushing a machine-readable event into every commerce channel the operator sells through fast enough for the channel to react before stale data accumulates customer-side. The discipline has thirteen components and one cross-cutting requirement. Component 1 is field-level change-data-capture (CDC) against the master record using Debezium, AWS DMS, Striim, Fivetran HVR, Airbyte CDC, or Confluent Kafka Connect — emitting changes against price, inventory, availability, description, image, attribute, variant, compliance flag, and recall flag fields. Component 2 is per-SKU change classification (create + update + delete + undelete + recall + discontinue + restock) with change confidence scoring + source attribution. Component 3 is CloudEvents v1.0 event schema with event-ID (UUID) + event-source URI + event-type + event-subject (SKU) + event-time (RFC 3339) + event-data + severity tier + confidence score, with pre-event-state + post-event-state + delta + source-system + CDC log sequence number, with explicit schema versioning + backwards-compatibility spec. Component 4 is per-channel fanout orchestration through an event broker (Apache Kafka + AWS Kinesis + Azure Event Hubs + Google Pub/Sub + Apache Pulsar + AWS EventBridge + Confluent Cloud + Redpanda) into a 14-channel subscriber set (Google Merchant Center + Amazon Seller Central + Meta Catalog + Walmart Marketplace + eBay + Target Plus + Wayfair + Instacart + DoorDash + Shopify + BigCommerce + Magento + WooCommerce + own-website CMS). Component 5 is per-channel format adaptation (required-field spec + field naming translation + character-limit truncation + image resize and format conversion + attribute mapping). Component 6 is per-channel policy validation against MAP + MSRP + FDA 21 CFR Part 820 UDI + FCC equipment authorization + CPSC + per-marketplace policy (Amazon Brand Registry + Walmart Item Maintenance + eBay Item Specifics + Google Merchant Center Disapproval). Component 7 is recall emergency-bypass workflow against FDA 21 CFR Part 7 + CPSC Form 1 Section 15 + Class I/II/III classification + bypass quiet-hours + bypass throttling + CCO and General Counsel approval + CTIA Best Practices public-safety + stakeholder notification across FDA MedWatch + CPSC SaferProducts.gov + USDA FSIS + CDC MMWR. Component 8 is cross-channel idempotency-key deduplication via Bloom filter + RocksDB state store. Component 9 is per-event-type debounce (price + attribute + image + recall on different windows). Component 10 is event replay from timestamp or CDC LSN offset with schema migration + dry-run. Component 11 is 4-tier event severity (recall + price/availability + attribute/description + image/metadata). Component 12 is per-channel acknowledgment tracking with emitted + delivered + acknowledged + failed + retried + DLQ states. Component 13 is per-channel SLA-violation escalation. The cross-cutting requirement is WORM audit trail with SOC2 Type II + FDA Form 2253 + CPSC Form 1 Section 15 export. The product-feed-management market (Channable + DataFeedWatch + GoDataFeed + Lengow + Productsup + Feedonomics + ChannelAdvisor + Wakeupdata + Sales & Orders + FeedArmy + Adfeedlytics) and the PIM market (Akeneo + Salsify + inriver + Pimcore + Plytix + Bluestone PIM + Contentserv) ship excellent primitives at the feed-management and master-record layers. The operator-side architecture sits above both. Completions operates this as the catalog-change-event-emission skill on the product-catalog-canonicalization agent, sibling to product-feed-management + catalog-conflict-resolution + multi-pim-catalog-ingestion + product-compliance + product-traceability-software + bulk-sku-description-generation skills.
Why does nightly feed re-upload break at multi-channel multi-location catalog scale?
Nightly feed re-upload works at single-channel-1,000-SKU scale where the operator pushes one feed file to one channel each night and the channel re-indexes the file. It breaks at multi-channel multi-location catalog scale on three dimensions. First, latency: a recall flag set at 9:14 AM that ships to Amazon at 2:00 AM the next night means 17 hours of continued ad impressions, organic search ranking, and add-to-cart activity on a product the operator is legally required to stop selling. FDA 21 CFR Part 7 and CPSC Form 1 Section 15 do not accept nightly-feed latency as a defense; nor does the state-AG that follows up after a recall. Second, channel divergence: a single nightly feed file does not encode per-channel format adaptation (Google Merchant required-field spec differs from Amazon Brand Registry which differs from Walmart Item Maintenance which differs from eBay Item Specifics), per-channel policy validation (MAP and MSRP rules differ per marketplace), per-channel character-limit truncation, per-channel image resize and format conversion, or per-channel attribute mapping. The operator pushes the same payload to fourteen channels and absorbs the rejection rate. Third, observability: a single nightly feed has no per-channel acknowledgment tracking, no event-replay from a known offset, no cross-channel idempotency-key deduplication, no per-event-type debounce, and no severity-tiered SLA. When something goes wrong the operator cannot tell which channel acknowledged what, replay only what failed, or escalate the failure. The Channable + DataFeedWatch + GoDataFeed + Lengow + Productsup + Feedonomics + ChannelAdvisor + Wakeupdata + Sales & Orders + FeedArmy + Adfeedlytics vendors do not ship the missing layer — they ship excellent feed-management primitives, but the operator is accountable for whether 1,000-100,000 SKUs × 14+ channels stay synchronized in real time with audit-defensible recall behavior. The fix is a 13-component event-emission architecture above the feed-management primitive.
How does per-portfolio per-canonical-catalog-change-detection + per-change-event-schema + per-sub-second-emission work?
Per-portfolio per-canonical-catalog-change-detection runs per-portfolio per-canonical-per-SKU-CDC-spec (per-Debezium + per-AWS-DMS + per-Striim + per-Fivetran-HVR + per-Airbyte-CDC + per-Confluent-Kafka-Connect per-canonical-CDC) + per-canonical-per-SKU-field-level-change-detection + per-canonical-per-SKU-change-classification (per-create + per-update + per-delete + per-undelete + per-recall + per-discontinue + per-restock per-canonical-change-type) + per-canonical-per-SKU-change-confidence-scoring + per-canonical-per-SKU-change-source-attribution. Per-canonical-change-event-schema-CloudEvents-v1.0 runs per-portfolio per-canonical-CloudEvents-attribute (per-event-ID-UUID + per-event-source-URI + per-event-type + per-event-subject-per-SKU + per-event-time-RFC-3339 + per-event-data + per-event-severity-tier + per-event-confidence-score per-canonical-attribute) + per-canonical-event-payload (per-pre-event-state + per-post-event-state + per-delta + per-source-system + per-CDC-LSN-log-sequence-number per-canonical-payload) + per-canonical-event-versioning + per-canonical-event-backwards-compatibility-spec. Per-canonical-sub-second-emission-latency-spec runs per-portfolio per-canonical-target-300ms-emission-latency + per-canonical-target-500ms-95th-percentile + per-canonical-target-1000ms-99th-percentile + per-canonical-per-channel-timeout-spec + per-canonical-per-channel-circuit-breaker + per-canonical-per-channel-graceful-degradation-on-timeout + per-canonical-per-channel-cached-fallback.
What does per-portfolio per-canonical-per-channel-fanout + per-format-adaptation + per-policy-validation + per-recall-emergency-bypass do?
Per-portfolio per-canonical-per-channel-fanout-orchestration runs per-portfolio per-canonical-event-broker (per-Apache-Kafka + per-AWS-Kinesis + per-Azure-Event-Hubs + per-Google-Pub-Sub + per-Apache-Pulsar + per-AWS-EventBridge + per-Confluent-Cloud + per-Redpanda per-canonical-broker) + per-canonical-per-channel-subscriber (per-Google-Merchant-Center + per-Amazon-Seller-Central + per-Meta-Catalog + per-Walmart-Marketplace + per-eBay + per-Target-Plus + per-Wayfair + per-Instacart + per-DoorDash + per-Shopify + per-BigCommerce + per-Magento + per-WooCommerce + per-own-website-CMS per-canonical-channel-subscriber) + per-canonical-per-channel-rate-limit + per-canonical-per-channel-retry-policy + per-canonical-per-channel-circuit-breaker + per-canonical-per-channel-dead-letter-queue. Per-canonical-per-channel-format-adaptation runs per-portfolio per-canonical-per-channel-required-field-spec + per-canonical-per-channel-field-naming-translation + per-canonical-per-channel-character-limit-truncation + per-canonical-per-channel-image-resize-format-conversion + per-canonical-per-channel-attribute-mapping. Per-canonical-per-channel-policy-validation runs per-portfolio per-canonical-MAP-Minimum-Advertised-Price + per-canonical-MSRP-Manufacturer-Suggested-Retail-Price + per-canonical-FDA-21-CFR-Part-820-UDI + per-canonical-FCC-equipment-authorization + per-canonical-CPSC-Consumer-Product-Safety-Commission + per-canonical-per-marketplace-policy (per-Amazon-Brand-Registry + per-Walmart-Item-Maintenance + per-eBay-Item-Specifics + per-Google-Merchant-Center-Disapproval per-canonical-marketplace). Per-canonical-recall-FDA-CPSC-emergency-bypass runs per-portfolio per-canonical-FDA-21-CFR-Part-7-recall-policy-spec + per-canonical-CPSC-Form-1-section-15-recall-spec + per-canonical-recall-event-classification-Class-I-II-III + per-canonical-recall-bypass-quiet-hours + per-canonical-recall-bypass-throttling + per-canonical-recall-bypass-CCO-General-Counsel-approval + per-canonical-recall-CTIA-Best-Practices-public-safety + per-canonical-recall-stakeholder-notification (per-FDA-MedWatch + per-CPSC-SaferProducts.gov + per-USDA-FSIS + per-CDC-MMWR per-canonical-stakeholder).
What does per-portfolio per-canonical-cross-channel-event-deduplication + per-batch-debounce + per-replay + per-severity-tiering do?
Per-portfolio per-canonical-cross-channel-event-deduplication runs per-portfolio per-canonical-idempotency-key-generation (per-SKU + per-field + per-CDC-LSN + per-event-source per-canonical-idempotency) + per-canonical-cross-channel-deduplication-window-spec (per-60-second + per-5-minute + per-1-hour per-canonical-window) + per-canonical-Bloom-filter-deduplication + per-canonical-RocksDB-state-store-deduplication. Per-canonical-event-batch-debounce runs per-portfolio per-canonical-per-event-type-debounce-spec (per-price-change-1-second-debounce + per-attribute-change-5-second-debounce + per-image-change-10-second-debounce + per-recall-no-debounce-immediate per-canonical-debounce) + per-canonical-event-batch-rollup-spec + per-canonical-event-noise-suppression-LLM-evaluation. Per-canonical-event-replay runs per-portfolio per-canonical-replay-from-timestamp + per-canonical-replay-from-CDC-LSN-offset + per-canonical-replay-with-schema-migration + per-canonical-replay-dry-run + per-canonical-replay-audit-trail. Per-canonical-event-severity-tiering runs per-portfolio per-canonical-per-event-severity-spec (per-Tier-1-Critical-recall-FDA-CPSC-safety + per-Tier-2-High-price-availability-change + per-Tier-3-Medium-attribute-description-change + per-Tier-4-Low-image-metadata-change per-canonical-severity) + per-canonical-per-severity-SLA-spec (per-Tier-1-recall-immediate-bypass-all + per-Tier-2-300ms + per-Tier-3-1-second + per-Tier-4-5-second per-canonical-SLA).
What does per-portfolio per-canonical-per-channel-acknowledgment-tracking + per-event-audit-trail + per-product-catalog-canonicalization-agent-canonical-bundle do?
Per-portfolio per-canonical-per-channel-acknowledgment-tracking runs per-portfolio per-canonical-per-channel-acknowledgment-state (per-emitted + per-delivered + per-acknowledged + per-failed + per-retried + per-DLQ per-canonical-state) + per-canonical-per-channel-acknowledgment-timestamp + per-canonical-per-channel-acknowledgment-latency + per-canonical-per-channel-acknowledgment-error-classification + per-canonical-per-channel-acknowledgment-SLA-violation-escalation. Per-canonical-event-audit-trail runs per-portfolio per-canonical-per-event-canonical-audit-record (per-event-ID + per-SKU-ID + per-CDC-LSN + per-event-source + per-event-type + per-severity-tier + per-emission-timestamp + per-fanout-channels + per-per-channel-acknowledgment + per-format-adaptation-applied + per-policy-validation-result + per-recall-classification + per-FDD-trademark-attestation per-canonical-audit-record) + per-canonical-audit-trail-SOC2-Type-II-export + per-canonical-audit-trail-FDA-Form-2253-promotional-material-export + per-canonical-audit-trail-CPSC-Form-1-Section-15-recall-export + per-canonical-audit-trail-immutable-WORM-storage. Per-product-catalog-canonicalization-agent-canonical-bundle integrates the catalog-change-event-emission skill with sibling skills on the same agent: per-canonical-product-feed-management (sibling, parent commercial pillar at /product-feed-management) + per-canonical-catalog-conflict-resolution (sibling, build-pillar shipped at /how-to-architect-catalog-conflict-resolution-golden-record-emission — provides golden-record substrate for change events) + per-canonical-multi-pim-catalog-ingestion (sibling, complementary multi-PIM ingestion) + per-canonical-product-compliance (sibling, downstream consumer of recall events) + per-canonical-product-traceability-software (sibling, complementary product-traceability on change events) + per-canonical-bulk-sku-description-generation (sibling, complementary bulk-SKU generation on golden-record substrate).
Engage the product-catalog-canonicalization agent
Per-portfolio per-SKU per-channel per-canonical-catalog-change-detection + per-change-event-schema-CloudEvents-v1.0 + per-sub-second-emission-latency-spec + per-per-channel-fanout-orchestration + per-per-channel-format-adaptation + per-per-channel-policy-validation + per-recall-FDA-CPSC-emergency-bypass + per-cross-channel-event-deduplication + per-event-batch-debounce + per-event-replay + per-event-severity-tiering + per-per-channel-acknowledgment-tracking + per-event-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-product-feed-management-vendor + per-CDC-vendor + per-event-broker-vendor + per-recall-management-vendor primitive.
Or take the 3-question shape diagnostic first — no email required.
Related reading
- Product feed management (parent commercial pillar — buyer-outcome framing)
- Catalog conflict resolution + golden-record emission (sibling build-pillar on product-catalog-canonicalization agent — provides golden-record substrate for change events)
- Product traceability software (sibling skill — complementary product traceability on change events)