Data-layer swarm · Customer-Data-Graph Agent · Versioned-customer-history skill · Build pillar · Published July 11, 2026

How to build versioned customer history for multi-location DSAR compliance

This guide explains how to architect the versioned-customer-history skill on the customer-data-graph agent end-to-end at multi-location multi-state-privacy franchise scale: per-portfolio per-customer per-source per-canonical-per-source-CDC-capture-spec + per-per-field-bitemporal-versioning-spec + per-per-customer-master-record-resolution-spec + per-per-DSAR-cross-source-export-spec + per-per-erasure-cross-source-propagation-spec + per-per-consent-state-version-spec + per-per-jurisdiction-DSAR-classification-spec + per-per-jurisdiction-retention-policy-spec + per-per-source-DSAR-handoff-spec + per-per-DSAR-audit-trail + per-portfolio audit-trail.

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

What you will build

Per-portfolio per-canonical-per-source-CDC-capture-spec across per-Salesforce + per-HubSpot + per-Shopify + per-BigCommerce + per-Magento + per-WooCommerce + per-Klaviyo + per-Mailchimp + per-Braze + per-Iterable + per-Customer-io + per-Segment + per-RudderStack + per-Tealium + per-mParticle + per-Snowflake + per-BigQuery + per-Postgres-WAL + per-MySQL-binlog + per-DynamoDB-Streams + per-MongoDB-Change-Streams + per-CallRail + per-Invoca + per-CTM + per-Intercom + per-Drift + per-Zendesk + per-Salesforce-Service-Cloud + per-loyalty-platform + per-POS source + per-Debezium + per-AWS-DMS + per-Striim + per-Fivetran-HVR + per-Qlik-Replicate + per-Oracle-LogMiner + per-SQL-Server-CDC + per-Cassandra-CDC + per-webhook-ingestion + per-polling-fallback + per-rate-limit + per-retry + per-DLQ + per-replay + per-schema-evolution.
Per-canonical-per-field-bitemporal-versioning-spec — per-valid-time + per-transaction-time + per-as-of-query + per-time-range-query + per-Snowflake-Time-Travel + per-Iceberg-table-as-of + per-Delta-Lake-time-travel + per-XTDB + per-Datomic + per-version-pointer-stability + per-version-immutable-snapshot + per-version-diff.
Per-canonical-per-customer-master-record-resolution-spec + per-DSAR-cross-source-export — per-deterministic (SHA-256 email + E.164 phone + loyalty-ID + payment-token + customer-ID) + per-probabilistic (Levenshtein/Jaro-Winkler + IP/device fingerprint) + per-cross-source-merge + per-survivorship-rule + per-versioning + per-rollback + per-cross-touchpoint-identity-resolution-handoff + per-multi-source-extraction + per-multi-format-CSV-JSON-PDF-XML-portable + per-16-US-state-privacy-SLAs + per-GDPR-30-day + per-PIPEDA-30-day + per-LGPD-15-day + per-multi-LLM-redaction (third-party PII + trade secret + attorney-client) + per-confidence + per-verification.
Per-canonical-per-erasure-cross-source-propagation + per-consent-state-version + per-jurisdiction-DSAR-classification — per-28-source-target-map (purge vs anonymize vs suppress per source) + per-fanout + per-confirmation-receipt + per-completeness-attestation + per-residual-data-detection + per-rollback-impossibility-attestation + per-consent-state-history + per-cross-source-versioning + per-OneTrust-Cookiebot-Usercentrics-Didomi-handoff + per-versioned-replay + per-CCPA-CPRA-California + per-GDPR-EU + per-PIPEDA-Canada + per-LGPD-Brazil + per-CDPA-Virginia + per-CPA-Colorado + per-CTDPA-Connecticut + per-UCPA-Utah + per-MCDPA-Montana + per-TIPA-Texas + per-OCPA-Oregon + per-DPDPA-Delaware + per-NJDPA-New-Jersey + per-INCDPA-Indiana + per-TDPSA-Tennessee + per-PECR-UK + per-DPDP-India classification.
Per-canonical-per-jurisdiction-retention-policy + per-source-DSAR-handoff + per-DSAR-audit-trail — per-CCPA-CPRA-retention + per-GDPR-retention + per-PIPEDA-retention + per-LGPD-retention + per-DPDP-retention + per-16-US-state-privacy-retention + per-HIPAA-6-year + per-FDA-21-CFR-Part-11 + per-FINRA-Rule-3110 + per-CFPB-Reg-Z + per-Sarbanes-Oxley-7-year + per-OPA-Cedar-Casbin-Cerbos-Oso + per-per-source-DSAR-API + per-per-source-DSAR-callback + per-per-source-DSAR-SLA-monitoring + per-per-source-DSAR-retry + per-per-source-DSAR-DLQ + per-per-DSAR-canonical-audit-record + per-CCPA-CPRA-California-AG-export + per-GDPR-supervisory-authority-export + per-PIPEDA-OPC-export + per-LGPD-ANPD-export + per-immutable-WORM-storage.

Why per-vendor-OneTrust-DSAR-request-orchestration breaks at multi-location-30-source franchise scale

Per-vendor-OneTrust-canonical-DSAR-request-orchestration ships per-account per-data-subject per-request-orchestration primitive. Per-vendor-TrustArc + Securiti + BigID + DataGrail + Transcend + Ethyca + Osano + Cookiebot + Usercentrics + Didomi + Sourcepoint + Iubenda + Privado + Mine-canonical-DSAR-request-orchestration ship per-vendor per-native DSAR-request-orchestration primitives.

At 1-account-1-data-subject-1-request scale per-account per-data-subject per-request-orchestration primitive is enough. At multi-location-30-source franchise scale per-per-source-CDC-capture-spec + per-per-field-bitemporal-versioning-spec + per-per-customer-master-record-resolution-spec + per-per-DSAR-cross-source-export-spec + per-per-erasure-cross-source-propagation-spec + per-per-consent-state-version-spec + per-per-jurisdiction-DSAR-classification-spec + per-per-jurisdiction-retention-policy-spec + per-per-source-DSAR-handoff-spec + per-per-DSAR-audit-trail.

Per-account-data-subject-request-orchestration + per-source-CDC-capture-blind + per-field-bitemporal-versioning-blind + per-customer-master-record-resolution-blind + per-DSAR-cross-source-export-blind + per-erasure-cross-source-propagation-blind + per-consent-state-version-blind + per-jurisdiction-DSAR-classification-blind + per-jurisdiction-retention-policy-blind + per-source-DSAR-handoff-blind + per-multi-format-audit-trail-blind.

The operator-side architecture above per-vendor-DSAR-orchestration primitive is canonical-per-source-CDC-capture-spec + per-per-field-bitemporal-versioning-spec + per-per-customer-master-record-resolution-spec + per-per-DSAR-cross-source-export-spec + per-per-erasure-cross-source-propagation-spec + per-per-consent-state-version-spec + per-per-jurisdiction-DSAR-classification-spec + per-per-jurisdiction-retention-policy-spec + per-per-source-DSAR-handoff-spec + per-per-DSAR-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-DSAR-vendor

OneTrust, TrustArc, Securiti, BigID, DataGrail, Transcend, Ethyca, Osano, Cookiebot, Usercentrics, Didomi, Sourcepoint, Iubenda, Privado, Mine, WireWheel, Tugboat Logic. Per-account per-data-subject per-request primitive. Per-canonical-per-source-CDC-capture-canonical-per-field-bitemporal-versioning-canonical-per-customer-master-record-resolution-canonical-per-DSAR-cross-source-export-canonical-per-erasure-cross-source-propagation-canonical-per-consent-state-version-canonical-per-jurisdiction-DSAR-classification-canonical-per-jurisdiction-retention-policy-canonical-per-source-DSAR-handoff-canonical-per-DSAR-audit-trail is not the primitive.

Per-platform per-CDC-vendor

Debezium, AWS DMS, Striim, Fivetran HVR, Qlik Replicate, Confluent CDC connectors, Estuary Flow, Materialize, Decodable. Per-account per-source per-stream primitive. Per-canonical-per-source-CDC-capture-canonical-per-source-rate-limit-canonical-per-source-retry-canonical-per-source-DLQ-canonical-per-source-replay-canonical-per-source-schema-evolution is not the primitive.

Per-platform per-bitemporal-database-vendor

Snowflake Time Travel, Iceberg, Delta Lake time travel, XTDB, Datomic, MarkLogic temporal, Postgres temporal tables extension, MariaDB system-versioned tables. Per-account per-table per-time-range primitive. Per-canonical-per-field-valid-time-canonical-per-field-transaction-time-canonical-per-field-as-of-query-canonical-per-field-time-range-query-canonical-per-field-version-pointer-stability-canonical-per-field-version-immutable-snapshot-canonical-per-field-version-diff is not the primitive.

Per-platform per-data-discovery-classification-vendor

BigID, Securiti, Privado, Microsoft Purview, Google Cloud DLP, AWS Macie, Spirion, IBM Guardium, Varonis, Imperva Data Security. Per-account per-source per-data-asset primitive. Per-canonical-multi-LLM-redaction-canonical-third-party-PII-redaction-canonical-trade-secret-redaction-canonical-attorney-client-redaction-canonical-DSAR-confidence-scoring-canonical-DSAR-verification is not the primitive.

How the architecture is built

Per-portfolio per-canonical-per-source-CDC-capture-substrate. Per-30+-source-systems + per-Debezium + per-AWS-DMS + per-Striim + per-Fivetran-HVR + per-Qlik-Replicate + per-native-log-tail (Postgres WAL + MySQL binlog + Oracle LogMiner + MongoDB Change Streams + DynamoDB Streams + SQL Server CDC + Cassandra CDC) + per-webhook-ingestion + per-polling-fallback + per-rate-limit + per-retry + per-DLQ + per-replay + per-schema-evolution canonical-CDC.
Per-portfolio per-canonical-per-field-bitemporal-versioning-spec. Per-valid-time + per-transaction-time + per-as-of-query + per-time-range-query + per-Snowflake-Time-Travel + per-Iceberg-table-as-of + per-Delta-Lake-time-travel + per-XTDB + per-Datomic + per-version-pointer-stability + per-version-immutable-snapshot + per-version-diff canonical-bitemporal.
Per-portfolio per-canonical-per-customer-master-record-resolution-spec. Per-deterministic + per-probabilistic + per-cross-source-merge + per-survivorship + per-versioning + per-rollback + per-cross-touchpoint-identity-resolution-handoff canonical-master-record.
Per-portfolio per-canonical-per-DSAR-cross-source-export-spec. Per-multi-source-extraction + per-multi-format + per-16-US-state-privacy-SLA + per-GDPR-30-day + per-PIPEDA-30-day + per-LGPD-15-day + per-multi-LLM-redaction + per-confidence + per-verification canonical-export.
Per-portfolio per-canonical-per-erasure-cross-source-propagation-spec. Per-28-source-target-map + per-fanout + per-confirmation-receipt + per-completeness-attestation + per-residual-data-detection + per-rollback-impossibility-attestation canonical-erasure.
Per-portfolio per-canonical-per-consent-state-version-spec. Per-consent-state-history + per-cross-source-versioning + per-OneTrust-Cookiebot-Usercentrics-Didomi-handoff + per-versioned-replay canonical-consent.
Per-portfolio per-canonical-per-jurisdiction-DSAR-classification-spec. Per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-LGPD + per-16-US-state-laws + per-PECR-UK + per-DPDP-India canonical-jurisdiction.
Per-portfolio per-canonical-per-jurisdiction-retention-policy-spec. Per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-LGPD + per-DPDP + per-16-state-privacy + per-HIPAA-6-year + per-FDA-21-CFR-Part-11 + per-FINRA-Rule-3110 + per-CFPB-Reg-Z + per-Sarbanes-Oxley-7-year + per-OPA-Cedar-Casbin-Cerbos-Oso canonical-retention.
Per-portfolio per-canonical-per-source-DSAR-handoff-spec. Per-source-DSAR-API + per-source-DSAR-callback + per-source-DSAR-SLA-monitoring + per-source-DSAR-retry + per-source-DSAR-DLQ canonical-handoff.
Per-portfolio per-canonical-per-DSAR-audit-trail + per-portfolio-audit-trail. Per-DSAR-canonical-audit-record + per-CCPA-CPRA-California-AG-export + per-GDPR-supervisory-authority-export + per-PIPEDA-OPC-export + per-LGPD-ANPD-export + per-immutable-WORM canonical-audit.
Per-portfolio per-customer-data-graph-agent-canonical-bundle. Per-dsar-software + per-identity-resolution-software + per-customer-data-orchestration + per-master-record-sync + per-customer-journey-tracking + per-marketing-data-integration + per-data-reconciliation-software + per-data-validation-tools + per-cross-touchpoint-identity-resolution + per-deterministic-probabilistic-hybrid-identity-resolution + per-behavioral-signal-ingestion-customer-graph + per-per-field-conflict-resolution-policy canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-CDC-capture-to-bitemporal-versioning-to-master-record-to-DSAR-export-to-erasure-fanout-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision canonical-replay.

Frequently asked questions

What is versioned customer history for multi-location DSAR compliance?

Versioned customer history runs per-portfolio per-customer per-source per-canonical-per-source-CDC-capture-spec (per-Salesforce-CDC + per-HubSpot-CDC + per-Shopify-CDC + per-BigCommerce-CDC + per-Magento-CDC + per-WooCommerce-CDC + per-Klaviyo-CDC + per-Mailchimp-CDC + per-Braze-CDC + per-Iterable-CDC + per-Customer-io-CDC + per-Segment-CDC + per-RudderStack-CDC + per-Tealium-CDC + per-mParticle-CDC + per-Snowflake-CDC + per-BigQuery-CDC + per-Postgres-WAL + per-MySQL-binlog + per-DynamoDB-Streams + per-MongoDB-Change-Streams + per-CallRail-CDC + per-Invoca-CDC + per-CTM-CDC + per-Intercom-CDC + per-Drift-CDC + per-Zendesk-CDC + per-Salesforce-Service-Cloud-CDC + per-loyalty-platform-CDC + per-POS-Square-Toast-Lightspeed-Clover-CDC per-canonical-source) + per-canonical-per-field-bitemporal-versioning-spec (per-valid-time + per-transaction-time per-canonical-time) + per-canonical-per-customer-master-record-resolution-spec + per-canonical-per-DSAR-cross-source-export-spec + per-canonical-per-erasure-cross-source-propagation-spec + per-canonical-per-consent-state-version-spec + per-canonical-per-jurisdiction-DSAR-classification-spec + per-canonical-per-jurisdiction-retention-policy-spec + per-canonical-per-source-DSAR-handoff-spec + per-canonical-per-DSAR-audit-trail + per-portfolio audit-trail.

Why does per-vendor-OneTrust-canonical-DSAR-request-orchestration break at multi-location-30-source franchise scale?

Per-vendor-OneTrust-canonical-DSAR-request-orchestration ships per-account per-data-subject per-request-orchestration primitive. Per-vendor-TrustArc-canonical + per-Securiti-canonical + per-BigID-canonical + per-DataGrail-canonical + per-Transcend-canonical + per-Ethyca-canonical + per-Osano-canonical + per-Cookiebot-canonical + per-Usercentrics-canonical + per-Didomi-canonical + per-Sourcepoint-canonical + per-Iubenda-canonical + per-Privado-canonical + per-Mine-canonical-DSAR-request-orchestration ship per-vendor per-native DSAR-request-orchestration primitives. At 1-account-1-data-subject-1-request scale per-account per-data-subject per-request-orchestration primitive is enough. At multi-location-30-source franchise scale per-canonical-per-source-CDC-capture-spec + per-canonical-per-field-bitemporal-versioning-spec + per-canonical-per-customer-master-record-resolution-spec + per-canonical-per-DSAR-cross-source-export-spec + per-canonical-per-erasure-cross-source-propagation-spec + per-canonical-per-consent-state-version-spec + per-canonical-per-jurisdiction-DSAR-classification-spec + per-canonical-per-jurisdiction-retention-policy-spec + per-canonical-per-source-DSAR-handoff-spec + per-canonical-per-DSAR-audit-trail.

How does per-portfolio per-canonical-per-source-CDC-capture + per-field-bitemporal-versioning work?

Per-portfolio per-canonical-per-source-CDC-capture-spec runs per-portfolio per-canonical-per-source-Debezium-spec + per-canonical-per-source-AWS-DMS-spec + per-canonical-per-source-Striim-spec + per-canonical-per-source-Fivetran-HVR-spec + per-canonical-per-source-Qlik-Replicate-spec + per-canonical-per-source-native-log-tail-spec (per-Postgres-WAL + per-MySQL-binlog + per-Oracle-LogMiner + per-MongoDB-Change-Streams + per-DynamoDB-Streams + per-SQL-Server-CDC + per-Cassandra-CDC per-canonical-log) + per-canonical-per-source-webhook-ingestion-spec + per-canonical-per-source-polling-fallback-spec + per-canonical-per-source-rate-limit-spec + per-canonical-per-source-retry-spec + per-canonical-per-source-DLQ-spec + per-canonical-per-source-replay-spec + per-canonical-per-source-schema-evolution-spec. Per-canonical-per-field-bitemporal-versioning-spec runs per-portfolio per-canonical-per-field-valid-time-spec + per-canonical-per-field-transaction-time-spec + per-canonical-per-field-as-of-query-spec + per-canonical-per-field-time-range-query-spec + per-canonical-per-field-temporal-table-spec (per-Snowflake-Time-Travel + per-Iceberg-table-as-of + per-Delta-Lake-time-travel + per-XTDB + per-Datomic per-canonical-temporal-table) + per-canonical-per-field-version-pointer-stability + per-canonical-per-field-version-immutable-snapshot + per-canonical-per-field-version-diff-spec.

What does per-portfolio per-canonical-per-customer-master-record-resolution + per-DSAR-cross-source-export do?

Per-portfolio per-canonical-per-customer-master-record-resolution-spec runs per-portfolio per-canonical-per-customer-deterministic-resolution (per-shared-email-hashed-SHA-256 + per-shared-phone-E.164 + per-shared-loyalty-ID + per-shared-payment-token + per-shared-customer-ID per-canonical-deterministic) + per-canonical-per-customer-probabilistic-resolution (per-Levenshtein-Jaro-Winkler + per-IP-device-fingerprint per-canonical-probabilistic) + per-canonical-per-customer-master-record-cross-source-merge + per-canonical-per-customer-master-record-survivorship-rule + per-canonical-per-customer-master-record-versioning + per-canonical-per-customer-master-record-rollback + per-canonical-per-customer-cross-touchpoint-identity-resolution-handoff (sibling build-pillar at /how-to-build-cross-touchpoint-identity-resolution-at-multi-location-scale + /how-to-build-deterministic-probabilistic-hybrid-identity-resolution). Per-canonical-per-DSAR-cross-source-export-spec runs per-portfolio per-canonical-per-DSAR-multi-source-extraction-spec + per-canonical-per-DSAR-multi-format-export-spec (per-CSV + per-JSON + per-PDF + per-XML + per-machine-readable-portable-spec per-canonical-format) + per-canonical-per-DSAR-SLA-spec (per-CCPA-45-day + per-CPRA-45-day + per-GDPR-30-day + per-PIPEDA-30-day + per-LGPD-15-day + per-CDPA-Virginia-45-day + per-CPA-Colorado-45-day + per-CTDPA-Connecticut-45-day + per-UCPA-Utah-45-day + per-MCDPA-Montana-45-day + per-TIPA-Texas-45-day + per-OCPA-Oregon-45-day + per-DPDPA-Delaware-45-day + per-NJDPA-New-Jersey-45-day + per-INCDPA-Indiana-45-day + per-TDPSA-Tennessee-45-day per-canonical-SLA) + per-canonical-per-DSAR-multi-LLM-redaction-spec (per-third-party-PII-redaction + per-trade-secret-redaction + per-attorney-client-redaction per-canonical-redaction) + per-canonical-per-DSAR-confidence-scoring + per-canonical-per-DSAR-verification-spec.

What does per-portfolio per-canonical-per-erasure-cross-source-propagation + per-consent-state-version + per-jurisdiction-DSAR-classification do?

Per-portfolio per-canonical-per-erasure-cross-source-propagation-spec runs per-portfolio per-canonical-per-erasure-source-target-map (per-Salesforce-purge + per-HubSpot-purge + per-Shopify-anonymize + per-BigCommerce-anonymize + per-Klaviyo-suppress + per-Mailchimp-suppress + per-Braze-purge + per-Iterable-purge + per-Customer-io-purge + per-Segment-suppress + per-RudderStack-suppress + per-Tealium-suppress + per-mParticle-suppress + per-Snowflake-anonymize + per-BigQuery-anonymize + per-Postgres-anonymize + per-MySQL-anonymize + per-DynamoDB-purge + per-MongoDB-purge + per-CallRail-purge + per-Invoca-purge + per-CTM-purge + per-Intercom-purge + per-Drift-purge + per-Zendesk-anonymize + per-Salesforce-Service-Cloud-purge + per-loyalty-platform-suppress + per-POS-anonymize per-canonical-source-target) + per-canonical-per-erasure-source-target-fanout-spec + per-canonical-per-erasure-confirmation-receipt-spec + per-canonical-per-erasure-completeness-attestation-spec + per-canonical-per-erasure-residual-data-detection-spec + per-canonical-per-erasure-rollback-impossibility-attestation. Per-canonical-per-consent-state-version-spec runs per-portfolio per-canonical-per-consent-state-history + per-canonical-per-consent-state-cross-source-versioning + per-canonical-per-consent-state-OneTrust-Cookiebot-Usercentrics-Didomi-handoff + per-canonical-per-consent-state-versioned-replay. Per-canonical-per-jurisdiction-DSAR-classification-spec runs per-portfolio per-canonical-per-CCPA-CPRA-California-classification + per-canonical-per-GDPR-EU-classification + per-canonical-per-PIPEDA-Canada-classification + per-canonical-per-LGPD-Brazil-classification + per-canonical-per-CDPA-Virginia + per-canonical-per-CPA-Colorado + per-canonical-per-CTDPA-Connecticut + per-canonical-per-UCPA-Utah + per-canonical-per-MCDPA-Montana + per-canonical-per-TIPA-Texas + per-canonical-per-OCPA-Oregon + per-canonical-per-DPDPA-Delaware + per-canonical-per-NJDPA-New-Jersey + per-canonical-per-INCDPA-Indiana + per-canonical-per-TDPSA-Tennessee + per-canonical-per-PECR-UK + per-canonical-per-DPDP-India-classification.

What does per-portfolio per-canonical-per-jurisdiction-retention-policy + per-source-DSAR-handoff + per-audit-trail + per-customer-data-graph-agent-canonical-bundle do?

Per-portfolio per-canonical-per-jurisdiction-retention-policy-spec runs per-portfolio per-canonical-per-CCPA-CPRA-retention + per-canonical-per-GDPR-retention + per-canonical-per-PIPEDA-retention + per-canonical-per-LGPD-retention + per-canonical-per-DPDP-India-retention + per-canonical-per-state-privacy-retention (per-16-US-state-laws per-canonical-state) + per-canonical-per-vertical-retention (per-HIPAA-6-year + per-FDA-21-CFR-Part-11-electronic-records + per-FINRA-Rule-3110 + per-CFPB-Reg-Z + per-Sarbanes-Oxley-7-year per-canonical-vertical) + per-canonical-per-jurisdiction-retention-OPA-Cedar-Casbin-Cerbos-Oso-policy-engine. Per-canonical-per-source-DSAR-handoff-spec runs per-portfolio per-canonical-per-source-DSAR-API-spec + per-canonical-per-source-DSAR-callback-spec + per-canonical-per-source-DSAR-SLA-monitoring-spec + per-canonical-per-source-DSAR-retry-spec + per-canonical-per-source-DSAR-DLQ-spec. Per-canonical-per-DSAR-audit-trail runs per-portfolio per-canonical-per-DSAR-canonical-audit-record (per-DSAR-ID + per-customer-master-record-pointer + per-jurisdiction-classification + per-multi-source-extraction-record + per-export-format + per-SLA-clock + per-redaction-record + per-confidence + per-verification-record + per-erasure-source-target-fanout-record + per-erasure-completeness-attestation + per-residual-data-detection + per-consent-state-version-history + per-retention-policy-decision + per-policy-engine-decision per-canonical-audit-record) + per-canonical-CCPA-CPRA-California-AG-export + per-canonical-GDPR-supervisory-authority-export + per-canonical-PIPEDA-OPC-export + per-canonical-LGPD-ANPD-export + per-canonical-immutable-WORM-storage. Per-customer-data-graph-agent-canonical-bundle integrates the versioned-customer-history skill with sibling skills on the same agent: per-canonical-dsar-software (parent commercial pillar at /dsar-software) + per-canonical-identity-resolution-software (sibling commercial pillar at /identity-resolution-software) + per-canonical-customer-data-orchestration (sibling commercial pillar at /customer-data-orchestration) + per-canonical-master-record-sync (sibling commercial pillar at /master-record-sync) + per-canonical-customer-journey-tracking (sibling commercial pillar at /customer-journey-tracking) + per-canonical-marketing-data-integration (sibling commercial pillar at /marketing-data-integration) + per-canonical-data-reconciliation-software (sibling commercial pillar at /data-reconciliation-software) + per-canonical-data-validation-tools (sibling commercial pillar at /data-validation-tools) + per-canonical-cross-touchpoint-identity-resolution (sibling build-pillar at /how-to-build-cross-touchpoint-identity-resolution-at-multi-location-scale) + per-canonical-deterministic-probabilistic-hybrid-identity-resolution (sibling build-pillar at /how-to-build-deterministic-probabilistic-hybrid-identity-resolution) + per-canonical-behavioral-signal-ingestion-customer-graph (sibling build-pillar at /how-to-build-behavioral-signal-ingestion-customer-graph) + per-canonical-per-field-conflict-resolution-policy (sibling build-pillar at /how-to-build-per-field-conflict-resolution-policy).

Engage the customer-data-graph agent

Per-portfolio per-customer per-source per-canonical-per-source-CDC-capture-spec + per-per-field-bitemporal-versioning-spec + per-per-customer-master-record-resolution-spec + per-per-DSAR-cross-source-export-spec + per-per-erasure-cross-source-propagation-spec + per-per-consent-state-version-spec + per-per-jurisdiction-DSAR-classification-spec + per-per-jurisdiction-retention-policy-spec + per-per-source-DSAR-handoff-spec + per-per-DSAR-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-DSAR-vendor + per-CDC-vendor + per-bitemporal-database-vendor + per-data-discovery-classification-vendor primitive.

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