Data-layer swarm · Customer-Data-Graph Agent · Customer-change-event-emission skill · Build pillar · Published July 25, 2026

How to build real-time customer change-event emission for multi-location AI agents

This guide explains how to architect the customer-change-event-emission skill on the customer-data-graph agent end-to-end at multi-location real-time customer change-event scale: per-portfolio per-banner per-location per-customer per-canonical-change-event-pointer + per-canonical-capture-engine-spec + per-canonical-idempotency-and-dedup-spec + per-canonical-subscriber-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Engage the customer-data-graph agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-location per-customer per-canonical-change-event-pointer across 33 change-event types — per-PII-update + per-address-change + per-phone-change + per-email-change + per-consent-state-change + per-channel-opt-in-state-change + per-channel-opt-out-state-change + per-do-not-contact-state-change + per-DSAR-request-state-change + per-loyalty-tier-transition + per-loyalty-points-balance-crossing + per-LTV-quintile-shift + per-churn-risk-band-shift + per-RFM-bucket-shift + per-cohort-membership-add + per-cohort-membership-remove + per-customer-graph-identity-merge + per-customer-graph-identity-split + per-customer-graph-identity-deduplication + per-purchase-event + per-cart-add-event + per-cart-abandonment-event + per-quote-issued-event + per-renewal-due-event + per-grace-period-opened-event + per-grace-period-closing-event + per-tier-expiration-event + per-life-event-detected + per-foot-traffic-visit-event + per-receipt-emitted-event + per-loyalty-redemption-event + per-claim-or-complaint-filed-event + per-canonical-change-event.
Per-canonical-capture-engine-spec — per-32-source-of-record (CDP + CRM + loyalty + POS + ecommerce + ESP + helpdesk + OMS + CCaaS) + per-6-vendor-CDC-capture (Debezium + Striim + Fivetran-HVR + Qlik-Replicate + AWS-DMS + GoldenGate) + per-8-vendor-streaming-emit (Kafka + Kinesis + Pulsar + Pub-Sub + Redpanda + EventBridge + NATS + Vercel-Queues) + per-5-vendor-webhook-emit (Resend + Twilio + SendGrid + Mailgun + Postmark) + per-8-vendor-schema-registry (Confluent + AWS-Glue + Apicurio + Buf + Protobuf + Avro + JSON-schema + Pydantic) + per-payload-envelope (CloudEvents + AsyncAPI + event-version + event-timestamp + tenant-pointer + banner-pointer + location-pointer + customer-pointer + trace-ID + causation-ID + correlation-ID + source-of-record-pointer + confidence-tier + explainability).
Per-canonical-idempotency-and-dedup-spec — per-idempotency-key (natural-key + SHA-256-512 + Merkle-tree-root + content-hash + tenant-banner-location-customer-event-type-timestamp-composite-key) + per-exactly-once-semantics (Kafka-Idempotent-Producer + Kafka-Transactions + Kinesis-Producer-Idempotency + EventBridge-EventID-deduplication + NATS-JetStream-deduplication) + per-out-of-order-handling (event-time-vs-processing-time + watermark + lateness-tolerance-window + out-of-order-buffer) + per-late-arriving-handling + per-replay-vs-fresh-distinction + per-deduplication-window + per-conflict-resolution (last-write-wins + source-priority-wins + CRDT-merge + vector-clock-merge + multi-stakeholder-approval-merge) + per-dedup-confidence-tier + per-dedup-explainability.
Per-canonical-subscriber-routing-spec — per-subscriber-registry + per-23-subscriber-pointer + per-9-subscriber-filter (event-type + banner + location + vertical + jurisdiction + language + cohort-membership + LTV-quintile + churn-risk-band) + per-7-subscriber-transform (field-projection + PII-mask + PHI-mask + rename + enrich + aggregate + derive) + per-3-delivery-semantics (at-most-once + at-least-once + exactly-once) + per-delivery-SLA + per-rate-limit + per-dead-letter-queue + per-retry-policy (exponential-backoff + jittered-backoff + Fibonacci-backoff + bounded-retry-count) + per-circuit-breaker + per-fan-out + per-fan-in + per-subscriber-confidence-tier + per-subscriber-explainability.
Per-canonical-compliance-gate-spec + per-cross-skill-handoff + per-canonical-audit-trail — per-CCPA-CPRA-DSAR-deletion-propagation + per-CCPA-CPRA-Do-Not-Sell-Share-Sensitive + per-GDPR-Article-17-erasure + per-GDPR-Article-20-data-portability + per-GDPR-Article-22-automated-decision-profiling + per-LGPD-Article-18 + per-DPDP-India + per-PIPEDA + per-CASL + per-COPPA + per-FTC-Health-Breach-Notification + per-HIPAA-PHI + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-state-financial-information-law + per-EU-AI-Act-Article-5 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-FTC-substantiation-doctrine + per-FTC-AI-disclosure + per-FTC-MARS + per-FTC-endorsement-guides + per-cross-border-transfer (Schrems-II + SCC + BCR + DPF) + per-data-minimization + per-purpose-limitation + per-retention-window + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-handoff-to-25-sibling-skills + per-per-event-canonical-audit-record + per-end-to-end-replay (event log + event store + Kafka log compaction + EventStore DB + Snowflake Time Travel + Iceberg + Delta Lake + rewind from Kafka offset or event timestamp with different filter/transform) + per-SOC-2-Type-II + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-HIPAA-medical-record-retention.

Why per-vendor-Segment-account-flat-event-emission breaks at multi-location real-time customer change-event scale

At 1-account-1-flat-event-emission scale per-account per-flat-event-emission primitive is enough. At multi-location real-time customer change-event scale per-canonical-change-event-pointer + per-canonical-capture-engine-spec + per-canonical-idempotency-and-dedup-spec + per-canonical-subscriber-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

Per-account-flat-event-emission + per-canonical-change-event-taxonomy-blind + per-capture-engine-blind + per-idempotency-and-dedup-blind + per-exactly-once-semantics-blind + per-subscriber-routing-blind + per-jurisdiction-compliance-gate-blind + per-multi-format-audit-trail-blind + per-CCPA-CPRA-DSAR-deletion-propagation-blind + per-GDPR-Article-17-erasure-blind + per-GDPR-Article-20-portability-blind + per-GDPR-Article-22-automated-decision-profiling-blind + per-LGPD-Article-18-blind + per-DPDP-India-blind + per-PIPEDA-blind + per-CASL-blind + per-COPPA-blind + per-FTC-Health-Breach-Notification-blind + per-HIPAA-PHI-blind + per-FCRA-blind + per-ECOA-Reg-B-blind + per-Fair-Housing-Act-blind + per-state-financial-information-law-blind + per-EU-AI-Act-Article-5-blind + per-EU-AI-Act-Article-13-Article-14-Article-15-blind + per-NIST-AI-RMF-blind + per-ISO-42001-blind + per-cross-border-transfer-Schrems-II-SCC-BCR-DPF-blind + per-7-year-IRS-tax-retention-blind + per-7-year-FTC-substantiation-retention-blind + per-7-year-HIPAA-medical-record-retention-blind.

The operator-side architecture above per-vendor-flat-event-emission primitive is canonical-change-event-pointer + per-capture-engine-spec + per-idempotency-and-dedup-spec + per-subscriber-routing-spec + per-compliance-gate-spec + per-cross-skill-handoff + per-audit-trail + per-end-to-end-replay + per-portfolio-audit-trail.

What is in market today

Per-platform per-CDP-event-stream-vendor

Segment, RudderStack, mParticle, Tealium AudienceStream, Treasure Data, ActionIQ, Amperity, Salesforce Data Cloud, Adobe Real-Time CDP, SAP Customer Data Platform, Oracle Unity CDP, Microsoft Customer Insights, Klaviyo CDP. Per-account per-flat-event-emission primitive (single track/identify/group/page/screen call with shared schema-per-source). Per-canonical-change-event-pointer-canonical-capture-engine-canonical-idempotency-and-dedup-canonical-subscriber-routing-canonical-compliance-gate-canonical-audit-trail is not the primitive.

Per-platform per-streaming-CDC-vendor

Debezium, Striim, Fivetran HVR, Qlik Replicate, AWS DMS, GoldenGate, Kafka, Kinesis, Pulsar, Pub-Sub, Redpanda, EventBridge, NATS, Vercel Queues. Per-account per-flat-CDC-or-streaming primitive (raw row-level change capture; typically blind to per-canonical customer-change-event taxonomy + per-jurisdiction compliance gate). Per-canonical-per-event-idempotency-key-canonical-per-event-exactly-once-semantics-canonical-per-event-out-of-order-handling-canonical-per-event-late-arriving-handling-canonical-per-event-replay-vs-fresh-distinction-canonical-per-event-deduplication-window-canonical-per-event-conflict-resolution-canonical-per-event-dedup-confidence-tier is not the primitive.

Per-platform per-reverse-ETL-vendor

Hightouch, Census, Rivery, Polytomic, Grouparoo (Airbyte), Workato Reverse ETL, Tray.io Reverse ETL. Per-account per-flat-Reverse-ETL primitive (warehouse-to-SaaS sync; typically blind to per-event subscriber routing + per-event delivery semantics). Per-canonical-per-event-subscriber-registry-canonical-per-event-subscriber-pointer-canonical-per-event-subscriber-filter-canonical-per-event-subscriber-transform-canonical-per-event-subscriber-delivery-semantics-canonical-per-event-subscriber-delivery-SLA-canonical-per-event-subscriber-rate-limit-canonical-per-event-subscriber-dead-letter-queue-canonical-per-event-subscriber-retry-policy-canonical-per-event-subscriber-circuit-breaker-canonical-per-event-subscriber-fan-out-canonical-per-event-subscriber-fan-in is not the primitive.

Per-platform per-privacy-consent-DSAR-vendor

OneTrust, TrustArc, Ketch, Securiti, Privacera, Skyflow, BigID, DataGrail, Transcend, Osano, Cookiebot, Didomi, Sourcepoint, Iubenda. Per-account per-flat-consent-or-DSAR primitive (typically blind to per-event-real-time-deletion-propagation + per-cross-border-transfer-Schrems-II-SCC-BCR-DPF semantics for streaming customer change events). Per-canonical-per-event-CCPA-CPRA-DSAR-deletion-propagation-canonical-per-event-GDPR-Article-17-erasure-propagation-canonical-per-event-GDPR-Article-20-data-portability-canonical-per-event-GDPR-Article-22-automated-decision-profiling-canonical-per-event-LGPD-Article-18-canonical-per-event-DPDP-India-canonical-per-event-PIPEDA-canonical-per-event-CASL-canonical-per-event-COPPA-canonical-per-event-FTC-Health-Breach-Notification-canonical-per-event-HIPAA-PHI-canonical-per-event-FCRA-canonical-per-event-ECOA-Reg-B-canonical-per-event-Fair-Housing-Act-canonical-per-event-state-financial-information-law-canonical-per-event-EU-AI-Act-Article-5-canonical-per-event-EU-AI-Act-Article-13-Article-14-Article-15-canonical-per-event-NIST-AI-RMF-canonical-per-event-ISO-42001-canonical-per-event-cross-border-transfer-Schrems-II-SCC-BCR-DPF is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-customer per-canonical-change-event-pointer-substrate. Per-33-canonical-change-event canonical-event.
Per-portfolio per-canonical-capture-engine-spec. Per-32-source-of-record + per-6-vendor-CDC-capture + per-8-vendor-streaming-emit + per-5-vendor-webhook-emit + per-8-vendor-schema-registry + per-payload-envelope-CloudEvents-AsyncAPI canonical-capture.
Per-portfolio per-canonical-idempotency-and-dedup-spec. Per-idempotency-key + per-exactly-once-semantics + per-out-of-order-handling + per-late-arriving-handling + per-replay-vs-fresh-distinction + per-deduplication-window + per-conflict-resolution + per-dedup-confidence-tier canonical-dedup.
Per-portfolio per-canonical-subscriber-routing-spec. Per-subscriber-registry + per-23-subscriber-pointer + per-9-subscriber-filter + per-7-subscriber-transform + per-3-delivery-semantics + per-delivery-SLA + per-rate-limit + per-dead-letter-queue + per-retry-policy + per-circuit-breaker + per-fan-out + per-fan-in canonical-subscriber.
Per-portfolio per-canonical-compliance-gate-spec. Per-CCPA-CPRA-DSAR-deletion-propagation + per-CCPA-CPRA-Do-Not-Sell-Share-Sensitive + per-GDPR-Article-17-erasure + per-GDPR-Article-20-portability + per-GDPR-Article-22-automated-decision-profiling + per-LGPD-Article-18 + per-DPDP-India + per-PIPEDA + per-CASL + per-COPPA + per-FTC-Health-Breach-Notification + per-HIPAA-PHI + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-state-financial-information-law + per-EU-AI-Act-Article-5 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-FTC-substantiation-doctrine + per-FTC-AI-disclosure + per-FTC-MARS + per-FTC-endorsement-guides + per-cross-border-transfer-Schrems-II-SCC-BCR-DPF + per-data-minimization + per-purpose-limitation + per-retention-window + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-25-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-event-canonical-audit-record + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-COPPA + per-HIPAA-PHI + per-FTC-Health-Breach-Notification + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-state-financial-information-law + per-EU-AI-Act-Article-5 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-FTC-substantiation + per-FTC-AI-disclosure + per-FTC-MARS + per-FTC-endorsement-guides + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-HIPAA-medical-record-retention canonical-audit.
Per-portfolio per-canonical-end-to-end-replay. Per-event-log + per-event-store + per-Kafka-log-compaction + per-EventStore-DB + per-Snowflake-Time-Travel + per-Iceberg + per-Delta-Lake + per-rewind-from-Kafka-offset + per-rewind-from-event-timestamp + per-rewind-with-different-subscriber-filter + per-rewind-with-different-subscriber-transform + per-replay-confidence-tier + per-replay-explainability canonical-replay.
Per-portfolio per-customer-data-graph-agent-canonical-bundle. Per-customer-change-event-emission + per-behavioral-cohort-computation + per-behavioral-signal-ingestion + per-cross-touchpoint-identity-resolution + per-deterministic-probabilistic-hybrid-identity-resolution + per-per-location-per-channel-per-brand-clv + per-per-location-signal-aware-churn-model + per-ltv-math-primitives + per-customer-journey-tracking + per-customer-data-orchestration canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-event-source-of-record-resolve-to-CDC-capture-to-streaming-emit-to-schema-registry-validate-to-payload-envelope-construct-to-idempotency-and-dedup-resolve-to-subscriber-routing-to-compliance-gate-to-DSAR-erasure-propagation-SLA canonical-end-to-end-SLA.

Frequently asked questions

What is real-time customer change-event emission for multi-location AI agents?

Real-time customer change-event emission runs per-portfolio per-banner per-location per-customer per-canonical-change-event-pointer (per-PII-update + per-address-change + per-phone-change + per-email-change + per-consent-state-change + per-channel-opt-in-state-change + per-channel-opt-out-state-change + per-do-not-contact-state-change + per-DSAR-request-state-change + per-loyalty-tier-transition + per-loyalty-points-balance-crossing + per-LTV-quintile-shift + per-churn-risk-band-shift + per-RFM-bucket-shift + per-cohort-membership-add + per-cohort-membership-remove + per-customer-graph-identity-merge + per-customer-graph-identity-split + per-customer-graph-identity-deduplication + per-purchase-event + per-cart-add-event + per-cart-abandonment-event + per-quote-issued-event + per-renewal-due-event + per-grace-period-opened-event + per-grace-period-closing-event + per-tier-expiration-event + per-life-event-detected + per-foot-traffic-visit-event + per-receipt-emitted-event + per-loyalty-redemption-event + per-claim-or-complaint-filed-event + per-canonical-change-event) + per-canonical-capture-engine-spec + per-canonical-idempotency-and-dedup-spec + per-canonical-subscriber-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Segment-canonical-account-flat-event-emission break at multi-location real-time customer change-event scale?

Per-vendor-Segment-canonical-account-flat-event-emission ships per-account per-flat-event-emission primitive — typically a single track/identify/group/page/screen primitive emitted at the SDK level with shared schema-per-source. No per-canonical-customer-change-event taxonomy, no per-event idempotency-and-dedup engine, no per-event subscriber routing with per-jurisdiction compliance gate, no per-event audit trail with regulatory-defense retention. Per-vendor-RudderStack-canonical + per-mParticle-canonical + per-Tealium-canonical + per-Treasure-Data-canonical + per-ActionIQ-canonical + per-Amperity-canonical + per-Salesforce-Data-Cloud-canonical + per-Adobe-Real-Time-CDP-canonical + per-Klaviyo-canonical + per-Hightouch-canonical + per-Census-canonical + per-Rivery-canonical + per-Debezium-canonical + per-Striim-canonical + per-Fivetran-HVR-canonical + per-Qlik-Replicate-canonical-account-flat-event-emission ship per-vendor per-native account-flat-event-emission primitives. At 1-account-1-flat-event-emission scale per-account per-flat-event-emission primitive is enough. At multi-location real-time customer change-event scale per-canonical-change-event-pointer + per-canonical-capture-engine-spec + per-canonical-idempotency-and-dedup-spec + per-canonical-subscriber-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

How does per-event capture-engine + per-event idempotency-and-dedup work?

Per-portfolio per-banner per-location per-canonical-capture-engine-spec runs per-portfolio per-canonical-per-event-source-of-record (per-CDP-Segment + per-CDP-RudderStack + per-CDP-mParticle + per-CDP-Tealium + per-CDP-Treasure-Data + per-CDP-ActionIQ + per-CDP-Amperity + per-Salesforce-Data-Cloud + per-Adobe-Real-Time-CDP + per-Klaviyo-CDP + per-CRM-Salesforce + per-CRM-HubSpot + per-CRM-Microsoft-Dynamics + per-loyalty-platform + per-POS + per-ecommerce-Shopify + per-ecommerce-WooCommerce + per-ecommerce-BigCommerce + per-ecommerce-Magento + per-ecommerce-Salesforce-Commerce + per-ESP-Klaviyo + per-ESP-Customer.io + per-ESP-Iterable + per-ESP-Braze + per-helpdesk-Zendesk + per-helpdesk-Intercom + per-helpdesk-Freshdesk + per-OMS-Manhattan + per-OMS-Brightpearl + per-CCaaS-Five9 + per-CCaaS-NICE + per-CCaaS-Genesys) + per-canonical-per-event-CDC-capture (per-Debezium + per-Striim + per-Fivetran-HVR + per-Qlik-Replicate + per-AWS-DMS + per-GoldenGate) + per-canonical-per-event-streaming-emit (per-Kafka + per-Kinesis + per-Pulsar + per-Pub-Sub + per-Redpanda + per-EventBridge + per-NATS + per-Vercel-Queues) + per-canonical-per-event-webhook-emit (per-Resend + per-Twilio + per-SendGrid + per-Mailgun + per-Postmark) + per-canonical-per-event-schema-registry (per-Confluent-Schema-Registry + per-AWS-Glue-Schema-Registry + per-Apicurio + per-Buf-Schema-Registry + per-Protobuf + per-Avro + per-JSON-schema + per-Pydantic) + per-canonical-per-event-payload-envelope (per-CloudEvents-spec + per-AsyncAPI-spec + per-event-version + per-event-timestamp + per-event-tenant-pointer + per-event-banner-pointer + per-event-location-pointer + per-event-customer-pointer + per-event-trace-ID + per-event-causation-ID + per-event-correlation-ID + per-event-source-of-record-pointer + per-event-confidence-tier + per-event-explainability) + per-canonical-per-event-capture-confidence-tier + per-canonical-per-event-capture-explainability. Per-canonical-idempotency-and-dedup-spec runs per-portfolio per-canonical-per-event-idempotency-key (per-event-natural-key + per-event-hash-SHA-256-512 + per-event-Merkle-tree-root + per-event-content-hash + per-event-tenant-banner-location-customer-event-type-timestamp-composite-key) + per-canonical-per-event-exactly-once-semantics (per-Kafka-Idempotent-Producer + per-Kafka-Transactions + per-Kinesis-Producer-Idempotency + per-EventBridge-EventID-deduplication + per-NATS-JetStream-deduplication) + per-canonical-per-event-out-of-order-handling (per-event-time-vs-processing-time + per-watermark + per-lateness-tolerance-window + per-out-of-order-buffer) + per-canonical-per-event-late-arriving-handling + per-canonical-per-event-replay-vs-fresh-distinction + per-canonical-per-event-deduplication-window + per-canonical-per-event-conflict-resolution (per-last-write-wins + per-source-priority-wins + per-CRDT-merge + per-vector-clock-merge + per-multi-stakeholder-approval-merge) + per-canonical-per-event-dedup-confidence-tier + per-canonical-per-event-dedup-explainability.

What does per-event subscriber-routing + per-event compliance-gate work?

Per-portfolio per-banner per-location per-canonical-subscriber-routing-spec runs per-portfolio per-canonical-per-event-subscriber-registry + per-canonical-per-event-subscriber-pointer (per-decisioning-engine + per-paid-social-creative + per-paid-search-bidding + per-email + per-SMS + per-push + per-direct-mail + per-on-site-personalization + per-in-store-clienteling + per-AI-receptionist + per-CS-agent-assist + per-loyalty-tier-router + per-LTV-router + per-churn-router + per-attribution-router + per-tier-transition-timing + per-predictive-tier-transition + per-runtime-readable-behavioral-cohorts + per-marketing-forecasting + per-anomaly-detection + per-multi-stream-severity-routing + per-multi-LLM-ensemble + per-AI-agent-canonical-consumer) + per-canonical-per-event-subscriber-filter (per-event-type-filter + per-banner-filter + per-location-filter + per-vertical-filter + per-jurisdiction-filter + per-language-filter + per-cohort-membership-filter + per-LTV-quintile-filter + per-churn-risk-band-filter) + per-canonical-per-event-subscriber-transform (per-field-projection + per-field-mask-PII + per-field-mask-PHI + per-field-rename + per-field-enrich + per-field-aggregate + per-field-derive) + per-canonical-per-event-subscriber-delivery-semantics (per-at-most-once + per-at-least-once + per-exactly-once) + per-canonical-per-event-subscriber-delivery-SLA + per-canonical-per-event-subscriber-rate-limit + per-canonical-per-event-subscriber-dead-letter-queue + per-canonical-per-event-subscriber-retry-policy (per-exponential-backoff + per-jittered-backoff + per-Fibonacci-backoff + per-bounded-retry-count) + per-canonical-per-event-subscriber-circuit-breaker + per-canonical-per-event-subscriber-fan-out + per-canonical-per-event-subscriber-fan-in + per-canonical-per-event-subscriber-confidence-tier + per-canonical-per-event-subscriber-explainability. Per-canonical-compliance-gate-spec runs per-portfolio per-canonical-per-event-CCPA-CPRA-DSAR-deletion-propagation + per-canonical-per-event-CCPA-CPRA-Do-Not-Sell-Share-Sensitive + per-canonical-per-event-GDPR-Article-17-erasure-propagation + per-canonical-per-event-GDPR-Article-20-data-portability + per-canonical-per-event-GDPR-Article-22-automated-decision-profiling + per-canonical-per-event-LGPD-Article-18-data-subject-rights + per-canonical-per-event-DPDP-India-data-principal-rights + per-canonical-per-event-PIPEDA-access-right + per-canonical-per-event-CASL-consent-state-propagation + per-canonical-per-event-COPPA-under-13 + per-canonical-per-event-FTC-Health-Breach-Notification + per-canonical-per-event-HIPAA-PHI + per-canonical-per-event-FCRA-prescreen-firm-offer + per-canonical-per-event-ECOA-Reg-B-prohibited-basis + per-canonical-per-event-Fair-Housing-Act + per-canonical-per-event-state-financial-information-law + per-canonical-per-event-EU-AI-Act-Article-5-prohibited-practices + per-canonical-per-event-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-event-NIST-AI-RMF + per-canonical-per-event-ISO-42001 + per-canonical-per-event-FTC-substantiation-doctrine + per-canonical-per-event-FTC-AI-disclosure + per-canonical-per-event-FTC-MARS + per-canonical-per-event-FTC-endorsement-guides + per-canonical-per-event-cross-border-transfer (per-Schrems-II + per-Standard-Contractual-Clauses + per-Binding-Corporate-Rules + per-Data-Privacy-Framework) + per-canonical-per-event-data-minimization + per-canonical-per-event-purpose-limitation + per-canonical-per-event-retention-window + per-canonical-per-event-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-event-compliance-confidence-tier + per-canonical-per-event-compliance-explainability.

What does per-event cross-skill-handoff + per-customer-data-graph-agent-canonical-bundle do?

Per-portfolio per-event per-canonical-per-event-cross-skill-handoff runs per-portfolio per-canonical-per-event-handoff-to-customer-data-orchestration (parent commercial pillar at /customer-data-orchestration) + per-canonical-per-event-handoff-to-customer-data-graph (parent agent) + per-canonical-per-event-handoff-to-behavioral-cohort-computation (sibling commercial at /behavioral-cohort-computation) + per-canonical-per-event-handoff-to-behavioral-signal-ingestion-build-pillar (sibling build-pillar at /how-to-build-behavioral-signal-ingestion-customer-graph) + per-canonical-per-event-handoff-to-runtime-readable-behavioral-cohorts-build-pillar (sibling build-pillar at /how-to-build-runtime-readable-behavioral-cohorts-for-multi-location-ai-agents) + per-canonical-per-event-handoff-to-cross-touchpoint-identity-resolution-build-pillar (sibling build-pillar at /how-to-build-cross-touchpoint-identity-resolution-at-multi-location-scale) + per-canonical-per-event-handoff-to-deterministic-probabilistic-hybrid-identity-resolution-build-pillar (sibling build-pillar at /how-to-build-deterministic-probabilistic-hybrid-identity-resolution) + per-canonical-per-event-handoff-to-per-location-per-channel-per-brand-clv-build-pillar (sibling build-pillar at /how-to-build-per-location-per-channel-per-brand-clv-at-runtime) + per-canonical-per-event-handoff-to-per-location-signal-aware-churn-model-build-pillar (sibling build-pillar at /how-to-build-per-location-signal-aware-churn-model) + per-canonical-per-event-handoff-to-per-member-multi-location-decisioning-build-pillar (sibling build-pillar at /how-to-build-per-member-multi-location-decisioning-for-franchise-loyalty-operations) + per-canonical-per-event-handoff-to-tier-transition-timing-build-pillar (sibling build-pillar at /how-to-build-signal-driven-tier-transition-timing-for-multi-location-loyalty-programs) + per-canonical-per-event-handoff-to-predictive-tier-transition-build-pillar (sibling build-pillar at /how-to-build-predictive-tier-transition-forecasting-for-multi-location-loyalty) + per-canonical-per-event-handoff-to-marketing-forecasting-build-pillar (sibling build-pillar at /how-to-architect-marketing-forecasting-across-9-streams) + per-canonical-per-event-handoff-to-cross-stream-correlation-build-pillar (sibling build-pillar at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis) + per-canonical-per-event-handoff-to-multi-stream-severity-routing-build-pillar (sibling build-pillar at /how-to-build-multi-stream-severity-routing-for-anomaly-detection-and-compliance-ops) + per-canonical-per-event-handoff-to-multi-source-attribution-preserving-lead-ingestion-build-pillar (sibling build-pillar at /how-to-build-multi-source-attribution-preserving-lead-ingestion) + per-canonical-per-event-handoff-to-versioned-customer-history-DSAR-build-pillar (sibling build-pillar at /how-to-build-versioned-customer-history-for-multi-location-dsar-compliance) + per-canonical-per-event-handoff-to-versioned-history-regulatory-defense-build-pillar (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-event-handoff-to-routing-audit-trail-build-pillar (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-event-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-event-handoff-to-fbc-override-learning-build-pillar (sibling build-pillar at /how-to-build-override-learning-ai-guardrails-for-multi-location-agents) + per-canonical-per-event-handoff-to-dsar-software (sibling commercial at /dsar-software) + per-canonical-per-event-handoff-to-identity-resolution-software (sibling commercial at /identity-resolution-software) + per-canonical-per-event-handoff-to-customer-engagement-analytics (sibling commercial at /customer-engagement-analytics) + per-canonical-per-event-handoff-to-customer-journey-tracking (sibling commercial at /customer-journey-tracking) + per-canonical-per-event-handoff-to-per-member-next-best-action (sibling commercial at /per-member-next-best-action) + per-canonical-per-event-handoff-to-ltv-math-primitives (sibling commercial at /ltv-math-primitives). Per-customer-data-graph-agent-canonical-bundle integrates the customer-change-event-emission skill with sibling skills on the same customer-data-graph agent: per-canonical-customer-change-event-emission (this skill) + per-canonical-behavioral-cohort-computation + per-canonical-behavioral-signal-ingestion + per-canonical-cross-touchpoint-identity-resolution + per-canonical-deterministic-probabilistic-hybrid-identity-resolution + per-canonical-per-location-per-channel-per-brand-clv-at-runtime + per-canonical-per-location-signal-aware-churn-model + per-canonical-ltv-math-primitives + per-canonical-customer-journey-tracking + per-canonical-customer-data-orchestration. Per-canonical-end-to-end-SLA runs per-canonical-per-event-source-of-record-resolve-to-CDC-capture-to-streaming-emit-to-schema-registry-validate-to-payload-envelope-construct-to-idempotency-and-dedup-resolve-to-subscriber-routing-to-compliance-gate-to-DSAR-erasure-propagation-SLA canonical-SLA.

What does per-event audit-trail + per-canonical-replay do?

Per-portfolio per-event per-canonical-audit-trail runs per-portfolio per-canonical-per-event-canonical-audit-record (per-event-ID + per-event-version + per-event-timestamp + per-banner-pointer + per-location-pointer + per-customer-pointer + per-33-canonical-change-event-type-snapshot + per-32-source-of-record-snapshot + per-CDC-capture-snapshot (Debezium + Striim + Fivetran-HVR + Qlik-Replicate + AWS-DMS + GoldenGate) + per-streaming-emit-snapshot (Kafka + Kinesis + Pulsar + Pub-Sub + Redpanda + EventBridge + NATS + Vercel-Queues) + per-webhook-emit-snapshot + per-schema-registry-snapshot (Confluent + AWS-Glue + Apicurio + Buf + Protobuf + Avro + JSON-schema + Pydantic) + per-payload-envelope-snapshot (CloudEvents + AsyncAPI + version + timestamp + tenant-pointer + banner-pointer + location-pointer + customer-pointer + trace-ID + causation-ID + correlation-ID + source-of-record-pointer + confidence-tier) + per-idempotency-key-snapshot (natural-key + SHA-256-512 + Merkle-tree-root + content-hash + composite-key) + per-exactly-once-semantics-snapshot (Kafka-Idempotent-Producer + Kafka-Transactions + Kinesis-Producer-Idempotency + EventBridge-EventID-deduplication + NATS-JetStream-deduplication) + per-out-of-order-handling-snapshot + per-late-arriving-handling-snapshot + per-replay-vs-fresh-distinction-snapshot + per-deduplication-window-snapshot + per-conflict-resolution-snapshot (last-write-wins + source-priority-wins + CRDT-merge + vector-clock-merge + multi-stakeholder-approval-merge) + per-subscriber-pointer-snapshot + per-subscriber-filter-snapshot + per-subscriber-transform-snapshot + per-subscriber-delivery-semantics-snapshot (at-most-once + at-least-once + exactly-once) + per-subscriber-delivery-SLA-snapshot + per-subscriber-rate-limit-snapshot + per-subscriber-dead-letter-queue-snapshot + per-subscriber-retry-policy-snapshot + per-subscriber-circuit-breaker-snapshot + per-subscriber-fan-out-fan-in-snapshot + per-CCPA-CPRA-DSAR-deletion-propagation-snapshot + per-CCPA-CPRA-Do-Not-Sell-Share-Sensitive-snapshot + per-GDPR-Article-17-erasure-snapshot + per-GDPR-Article-20-data-portability-snapshot + per-GDPR-Article-22-automated-decision-profiling-snapshot + per-LGPD-Article-18-snapshot + per-DPDP-India-snapshot + per-PIPEDA-snapshot + per-CASL-snapshot + per-COPPA-snapshot + per-FTC-Health-Breach-Notification-snapshot + per-HIPAA-PHI-snapshot + per-FCRA-snapshot + per-ECOA-Reg-B-snapshot + per-Fair-Housing-Act-snapshot + per-state-financial-information-law-snapshot + per-EU-AI-Act-Article-5-snapshot + per-EU-AI-Act-Article-13-Article-14-Article-15-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-snapshot + per-FTC-substantiation-doctrine-snapshot + per-FTC-AI-disclosure-snapshot + per-FTC-MARS-snapshot + per-FTC-endorsement-guides-snapshot + per-cross-border-transfer-snapshot (Schrems-II + SCC + BCR + DPF) + per-data-minimization-snapshot + per-purpose-limitation-snapshot + per-retention-window-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + 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-COPPA + per-canonical-HIPAA-PHI + per-canonical-FTC-Health-Breach-Notification + per-canonical-FCRA + per-canonical-ECOA-Reg-B + per-canonical-Fair-Housing-Act + per-canonical-state-financial-information-law + per-canonical-EU-AI-Act-Article-5 + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF + per-canonical-ISO-42001 + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-AI-disclosure + per-canonical-FTC-MARS + per-canonical-FTC-endorsement-guides + per-canonical-SOC-2-Type-II + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-HIPAA-medical-record-retention. Per-canonical-end-to-end-replay runs per-portfolio per-canonical-per-event-event-log + per-canonical-per-event-event-store + per-canonical-per-event-Kafka-log-compaction + per-canonical-per-event-EventStore-DB + per-canonical-per-event-replay-spec + per-canonical-per-event-replay-trace + per-canonical-per-event-replay-decision + per-canonical-per-event-time-travel-replay-Snowflake-Time-Travel-Iceberg-Delta-Lake + per-canonical-per-event-rewind-from-Kafka-offset-from-event-timestamp + per-canonical-per-event-rewind-with-different-subscriber-filter + per-canonical-per-event-rewind-with-different-subscriber-transform + per-canonical-per-event-replay-confidence-tier + per-canonical-per-event-replay-explainability.

Engage the customer-data-graph agent

Per-portfolio per-banner per-location per-customer per-canonical-change-event-pointer + per-canonical-capture-engine-spec + per-canonical-idempotency-and-dedup-spec + per-canonical-subscriber-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-end-to-end-replay + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-CDP-event-stream-vendor + per-streaming-CDC-vendor + per-reverse-ETL-vendor + per-privacy-consent-DSAR-vendor primitive.

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