What is versioned customer history for multi-location DSAR compliance — and what is the cross-system-propagation-times-45-day-response problem distinctive to this skill?

A multi-location operator runs 32 AI agents on 30+ vendor systems. Customer data flows through Salesforce + HubSpot + Pipedrive + Zoho + Dynamics 365 CRM + Klaviyo + Iterable + Braze + Customer.io + Marketo + Pardot MAP + Segment + mParticle + Tealium + Lytics + Rudderstack CDP + Salesforce Data Cloud + Adobe Real-Time CDP + Stripe + Shopify + WooCommerce + Magento commerce + GA4 + Adobe Analytics + Mixpanel + Amplitude + Heap analytics. When a consumer submits a DSAR (data subject access request) for access + correction + erasure + portability + restriction + objection, the operator has 45 calendar days to respond (per CCPA + 17-state comprehensive privacy + GDPR Article 12) with 90-day extension if warranted. Erasure must propagate through every downstream system. Access requires a complete versioned history. The four-skill bundle on the privacy-ops agent — Version, Propagate, Fulfill, Audit — sits above the warehouse + catalog + CDP + CRM + MAP + commerce + analytics substrate and writes a per-customer canonical record. The operationally distinctive anchor: GDPR Article 15 right of access + Article 16 right to rectification + Article 17 right to erasure + Article 18 right to restriction + Article 20 right to data portability + Article 21 right to object + Article 22 right not to be subject to automated decision + CCPA Section 1798.100-150 + 17-state DSAR matrix + LGPD Article 18 + DPDP Section 11/12/13 + PIPEDA Principle 9/10 + Quebec Law 25 Article 27/29 + HIPAA 45 CFR 164.524/526/522/528 + 45-day response with 90-day extension + per-state verifiable consumer request + per-state authorized agent + cross-system propagation chain.

How does Version + Propagate work across multi-system customer history?

Version runs per-portfolio per-banner per-location per-customer immutable WORM canonical record. Per-event WORM storage (AWS S3 Object Lock + Azure Blob immutable + GCS Bucket Lock + Wasabi WORM + Backblaze B2 + Cloudflare R2 + MinIO). Per-event versioned column-store via Iceberg + Hudi + Delta Lake with time-travel + schema evolution + compaction in Snowflake + BigQuery + Databricks + ClickHouse + DuckDB. Per-event catalog metadata via Apache Atlas + Collibra + Alation + data.world + Atlan + Apache Marquez + DataHub + OpenMetadata + Amundsen. Per-event lineage tracking + data classification + per-data-class (PII + PHI + PCI + CPNI + financial + biometric + child) + per-jurisdiction tag + per-AI-ML attribution. Propagate runs cross-system propagation chain via reverse-ETL (Segment + mParticle + Tealium + Lytics + Rudderstack + Hightouch + Census) + durable streaming (Vercel Queues + AWS SQS + Azure Service Bus + GCP Pub/Sub + Apache Kafka + RabbitMQ + Redis Streams + NATS) + workflow orchestration (Temporal + AWS Step Functions + Azure Durable Functions + GCP Workflows + Camunda + Zeebe + Argo Workflows + Airflow + Prefect + Dagster + Mage). Per-DSAR-event propagation: erasure flows downstream through every vendor system + rectification flows through every consumed copy + objection halts downstream automated decisioning + portability assembles complete portable export. Per-vendor connector via OneTrust + TrustArc + Securiti + WireWheel + Bigid + DataGrail + Osano + Transcend + Ketch.

What does this skill connect to on the privacy-ops agent and across the swarm?

On the privacy-ops agent: privacy-ops (parent commercial pillar) + per-jurisdiction compliance multi-state franchise (sibling build-pillar). Across the swarm: idempotent dedup CRM record creation (sibling build-pillar) + per-field conflict resolution policy (sibling build-pillar) + real-time change-event emission from master record (sibling build-pillar) + real-time customer change-event emission for multi-location AI agents (sibling build-pillar) + master-record + governance-decision-router five-destination routing + multi-stream severity routing (#578 same regulatory-clock substrate) + buyer-state-aware BANT scoring (#568 same EU AI Act Article 22) + firmographic enrichment + lead routing (#561 same GDPR Article 28/30). Build-pillar siblings: tiered pre-filter deterministic gates for AI content compliance + marketing AI autonomy profile configuration + per-vertical compliance overlay. Commercial-pillar parent: /privacy-ops.

What does the 6-workstream pre-engagement-baseline reporting cycle look like for this skill?

Every two weeks during the Tier 3 Fractional CMO with AI Swarm engagement, six workstreams report against the pre-engagement baseline. Workstream 1: per-portfolio versioned-history coverage — systems enrolled + WORM-storage hash + warehouse time-travel + catalog lineage + per-data-class classification. Workstream 2: Version + Propagate cross-system flow — reverse-ETL coverage + durable streaming + workflow orchestration + per-vendor connector status. Workstream 3: Fulfill per-DSAR distribution — per-DSAR per-state 45-day countdown + 90-day extension + appeal + verifiable-consumer-request + authorized-agent. Workstream 4: Gate-pass/gate-fail distribution — per-anchor gate-fail + GDPR Article 15/16/17/18/20/21/22 + CCPA + 17-state + per-vertical + EU AI Act. Workstream 5: Regulatory-defense audit coverage — GDPR Article 15/16/17/18/20/21/22 + CCPA + 17-state DSAR matrix + LGPD + DPDP + PIPEDA + Quebec Law 25 + HIPAA 45 CFR 164.524/526/522/528 + 45-day response + cross-system propagation + SOX. Workstream 6: FBC feedback-loop pattern-learning — per-DSAR response cycle-time + per-vendor connector reconciliation + per-jurisdiction enforcement-update + per-state authority audit.

Build pillar · privacy-ops agent

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

OneTrust + TrustArc + Securiti + WireWheel + Bigid + DataGrail + Osano + Transcend + Ketch ship per-tenant flat DSAR + privacy- platform primitives. The Version + Propagate + Fulfill + Audit skill bundle on the privacy-ops agent sits above the warehouse + catalog + CDP + CRM + MAP + commerce + analytics substrate and writes a per-customer + per-DSAR canonical record with named regulatory anchors covering GDPR Article 15 right of access + 16 rectification + 17 erasure + 18 restriction + 20 portability + 21 objection + 22 automated decision + CCPA Section 1798.100-150 + 17-state DSAR matrix + LGPD Article 18 + DPDP Section 11/12/13 + PIPEDA Principle 9/10 + Quebec Law 25 + HIPAA 45 CFR 164.524/526/522/528 + 45-day response + cross-system propagation chain.

Published December 2, 2026 · 3,200 words

The 4-skill bundle on the privacy-ops agent

One agent. Four coordinated skills. The Version + Propagate + Fulfill + Audit bundle runs above the warehouse + catalog + CDP + CRM + MAP + commerce + analytics + WORM-storage substrate and writes one canonical per-customer + per-DSAR record.

Version

Per-portfolio per-customer immutable WORM canonical record + per-event WORM storage (S3 Object Lock + Azure Blob immutable + GCS Bucket Lock + Wasabi + Backblaze B2 + Cloudflare R2 + MinIO) + versioned column-store via Iceberg + Hudi + Delta Lake with time-travel + catalog lineage via Apache Atlas + Collibra + Alation + Atlan + Marquez + DataHub + OpenMetadata + Amundsen + per-data- class classification + per-jurisdiction tag.

Propagate

Cross-system propagation via reverse-ETL (Segment + mParticle + Tealium + Lytics + Rudderstack + Hightouch + Census) + durable streaming (Vercel Queues + AWS SQS + Azure Service Bus + GCP Pub/Sub + Apache Kafka + RabbitMQ + Redis Streams + NATS) + workflow orchestration (Temporal + Step Functions + Azure Durable + Camunda + Argo + Airflow + Prefect + Dagster). Per-DSAR: erasure flows downstream + rectification flows through every copy + objection halts automated decisioning + portability assembles export.

Fulfill

Per-DSAR per-state 45-day response + 90-day extension + appeal process + authorized-agent + verifiable-consumer- request + per-state response template. Per-DSAR per- vertical: HIPAA 45 CFR 164.524/526/522/528 when MedicalBusiness + ABA Model Rule + FINRA + SEC Reg FD. 5-anchor gate before response commits.

Audit

Per-DSAR WORM record: request + verifiable-consumer- request + authorized-agent validation + 45-day countdown + cross-system propagation log + per-vendor connector status + per-data-class fulfillment + per-anchor gate- pass + response delivery + appeal tracking + per-vertical. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 6-year SEC + 3-year FINRA + 7-year SOX + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.

The real ecosystem this sits above

Version + Propagate + Fulfill + Audit does not replace the privacy platforms or the warehouse. It sits above them, coordinates them, and writes one canonical per-DSAR record with cross-system propagation chain.

Privacy + DSAR platform

OneTrust + TrustArc + Securiti + WireWheel + Bigid
DataGrail + Osano + Transcend + Ketch + Privacy1
Per-state DSAR workflow + verifiable-consumer-request
Authorized-agent + appeal process tracking
Per-vendor connector + cross-system propagation

Warehouse + catalog + WORM

Snowflake + BigQuery + Databricks + Redshift + ClickHouse
DuckDB + Iceberg + Hudi + Delta Lake time-travel
Apache Atlas + Collibra + Alation + data.world + Atlan
Apache Marquez + DataHub + OpenMetadata + Amundsen
S3 Object Lock + Azure Blob immutable + GCS + Wasabi

Reverse-ETL + streaming + orchestration

Segment + mParticle + Tealium + Lytics + Rudderstack
Hightouch + Census reverse-ETL
Vercel Queues + AWS SQS + Azure Service Bus + GCP Pub/Sub
Apache Kafka + RabbitMQ + Redis Streams + NATS streaming
Temporal + Step Functions + Camunda + Argo + Airflow

Compliance overlay

Five anchors run per-DSAR before any response commits. The first anchor is operationally distinctive: GDPR Article 15/16/17/18/20/21/22 + CCPA + 17-state DSAR matrix + 45-day response with 90-day extension intersect cross-system propagation chain across 30+ vendor systems.

Anchor 1: GDPR Article 15-22 + CCPA + 17-state DSAR + 45- day (operationally distinctive)

GDPR Article 15 right of access + Article 16 right to rectification + Article 17 right to erasure + Article 18 right to restriction + Article 20 right to data portability + Article 21 right to object + Article 22 right not to be subject to automated decision + Article 6 lawful basis + Article 7 consent + Article 28 data processor obligations + Article 30 records of processing + Article 32 security + Article 33 72-hour breach + Article 35 DPIA + Article 44-49 international transfers + EU-US Data Privacy Framework + SCCs + UK IDTA + Swiss- US DPF. CCPA Section 1798.100-1798.150 + CPRA contractor + service-provider. 17-state comprehensive privacy DSAR (Connecticut + Virginia + Colorado + Utah + Nevada + Florida + Texas + Tennessee + Oregon + Montana + Iowa + Indiana + NJ + Delaware + NH + Kentucky + Maryland + Minnesota + Rhode Island). Per-state 45-day response + 90-day extension + appeal + authorized agent + verifiable consumer request. LGPD Article 18 + DPDP Section 11/12/13 + PIPEDA Principle 9/10 + Quebec Law 25 Article 27/29 + COPPA + Washington MHMDA + Texas SCOPE + state biometric.

Anchor 2: HIPAA + per-vertical

HIPAA 45 CFR 164.524 right to access + 164.526 right to amendment + 164.522 right to restriction + 164.528 right to accounting of disclosures when MedicalBusiness. GLBA Safeguards Rule. FCRA Section 611 dispute. ABA Model Rule 7.1-7.5 when LegalService + state bar 50-state. FINRA Rule 2210 when FinancialService + SEC Regulation FD + Illinois BIPA + Texas CUBI + Washington biometric.

Anchor 3: EU AI Act Article 22 + DSA + AI-ML DSAR

EU AI Act Article 22 + Article 26 + Article 50 + Article 13 + 14 + 15 + Annex III when AI-ML DSAR-processing routes data + Article 6 + 27 FRIA. Digital Services Act + DMA. Per-vendor LLM zero-retention + per-source DPA. NIST AI RMF + ISO 42001.

Anchor 4: SOX + SEC + FTC

Sarbanes-Oxley 302/404/906 when public-company DSAR- fulfillment + COSO + Exchange Act 13(b)(2) + FASB ASC 606 + SEC Reg S-K. FTC Endorsement Guides + FTC Act Section 5 + Pfizer 1972 + CFPB UDAAP + state UDTPA + FDD Item 12. 18 USC 1030 CFAA + DMCA 17 USC 1201.

Anchor 5: Security + WORM retention

ISO 27001 + ISO 27701 privacy information management + SOC 2 Type II. Policy-as-code via OPA Rego + AWS Cedar + Casbin + Cerbos + Oso + Styra DAS + Permit.io. Storage: AWS S3 Object Lock + Azure Blob immutable + Google Cloud Storage Bucket Lock + Wasabi WORM + Backblaze B2 + Cloudflare R2 + MinIO. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 6-year SEC + 3-year FINRA + 7-year SOX + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.

6-workstream reporting cycle

Every two weeks during a Tier 3 Fractional CMO engagement, six workstreams report against the pre-engagement baseline. No forecast accuracy claims. Process commitments only.

1. Per-portfolio versioned-history coverage. Systems enrolled + WORM-storage + warehouse time-travel + catalog lineage + per-data-class classification.
2. Version + Propagate cross-system flow. Reverse-ETL coverage + durable streaming + workflow + per- vendor connector status.
3. Fulfill per-DSAR distribution. Per-DSAR per-state 45-day countdown + 90-day extension + appeal + verifiable-consumer-request + authorized-agent.
4. Gate-pass/gate-fail distribution. Per-anchor gate-fail + GDPR + CCPA + 17-state + per- vertical + EU AI Act.
5. Regulatory-defense audit coverage. GDPR Article 15/16/17/18/20/21/22 + CCPA + 17-state DSAR + LGPD + DPDP + PIPEDA + Quebec Law 25 + HIPAA 45 CFR 164.524/526/522/528 + 45-day + cross-system + SOX.
6. FBC feedback-loop pattern-learning. Per-DSAR response cycle-time + per-vendor connector reconciliation + per-jurisdiction enforcement-update.

FAQ

What is versioned customer history for multi-location DSAR compliance — and what is the cross-system-propagation-times-45-day-response problem distinctive to this skill?: A multi-location operator runs 32 AI agents on 30+ vendor systems. Customer data flows through Salesforce + HubSpot + Pipedrive + Zoho + Dynamics 365 CRM + Klaviyo + Iterable + Braze + Customer.io + Marketo + Pardot MAP + Segment + mParticle + Tealium + Lytics + Rudderstack CDP + Salesforce Data Cloud + Adobe Real-Time CDP + Stripe + Shopify + WooCommerce + Magento commerce + GA4 + Adobe Analytics + Mixpanel + Amplitude + Heap analytics. When a consumer submits a DSAR (data subject access request) for access + correction + erasure + portability + restriction + objection, the operator has 45 calendar days to respond (per CCPA + 17-state comprehensive privacy + GDPR Article 12) with 90-day extension if warranted. Erasure must propagate through every downstream system. Access requires a complete versioned history. The four-skill bundle on the privacy-ops agent — Version, Propagate, Fulfill, Audit — sits above the warehouse + catalog + CDP + CRM + MAP + commerce + analytics substrate and writes a per-customer canonical record. The operationally distinctive anchor: GDPR Article 15 right of access + Article 16 right to rectification + Article 17 right to erasure + Article 18 right to restriction + Article 20 right to data portability + Article 21 right to object + Article 22 right not to be subject to automated decision + CCPA Section 1798.100-150 + 17-state DSAR matrix + LGPD Article 18 + DPDP Section 11/12/13 + PIPEDA Principle 9/10 + Quebec Law 25 Article 27/29 + HIPAA 45 CFR 164.524/526/522/528 + 45-day response with 90-day extension + per-state verifiable consumer request + per-state authorized agent + cross-system propagation chain.
Why do OneTrust + TrustArc + Securiti + WireWheel + Bigid + DataGrail + Osano + Transcend + Ketch break at multi-location-system-times-DSAR-clock scale?: Each privacy-platform vendor ships per-tenant flat DSAR primitives + workflow + vendor-connector. None coordinates versioned customer history with point-in-time replay through immutable WORM-storage (AWS S3 Object Lock + Azure Blob immutable + GCS Bucket Lock + Wasabi WORM + Backblaze B2 + Cloudflare R2 + MinIO) + warehouse time-travel (Snowflake + BigQuery + Databricks + Iceberg + Hudi + Delta Lake). None propagates erasure across every vendor system through reverse-ETL (Segment + mParticle + Tealium + Lytics + Rudderstack + Hightouch + Census) + durable streaming (Vercel Queues + AWS SQS + Azure Service Bus + GCP Pub/Sub + Apache Kafka + RabbitMQ + Redis Streams + NATS) + workflow orchestration (Temporal + AWS Step Functions + Argo + Airflow + Prefect + Dagster). None fulfills per-state 45-day response window + 90-day extension + appeal process + authorized agent + verifiable consumer request. None gates per-DSAR against GDPR Article 15/16/17/18/20/21/22 + CCPA + 17-state DSAR matrix + LGPD + DPDP + PIPEDA + Quebec Law 25 + HIPAA 45 CFR 164.524/526/522/528 + EU AI Act Article 22 + SOX when public-company. None writes a per-DSAR audit trail with regulatory-defense retention. The four-skill bundle Version + Propagate + Fulfill + Audit sits above the warehouse + catalog + CDP + CRM + privacy-platform substrate — it does not replace it.
How does Version + Propagate work across multi-system customer history?: Version runs per-portfolio per-banner per-location per-customer immutable WORM canonical record. Per-event WORM storage (AWS S3 Object Lock + Azure Blob immutable + GCS Bucket Lock + Wasabi WORM + Backblaze B2 + Cloudflare R2 + MinIO). Per-event versioned column-store via Iceberg + Hudi + Delta Lake with time-travel + schema evolution + compaction in Snowflake + BigQuery + Databricks + ClickHouse + DuckDB. Per-event catalog metadata via Apache Atlas + Collibra + Alation + data.world + Atlan + Apache Marquez + DataHub + OpenMetadata + Amundsen. Per-event lineage tracking + data classification + per-data-class (PII + PHI + PCI + CPNI + financial + biometric + child) + per-jurisdiction tag + per-AI-ML attribution. Propagate runs cross-system propagation chain via reverse-ETL (Segment + mParticle + Tealium + Lytics + Rudderstack + Hightouch + Census) + durable streaming (Vercel Queues + AWS SQS + Azure Service Bus + GCP Pub/Sub + Apache Kafka + RabbitMQ + Redis Streams + NATS) + workflow orchestration (Temporal + AWS Step Functions + Azure Durable Functions + GCP Workflows + Camunda + Zeebe + Argo Workflows + Airflow + Prefect + Dagster + Mage). Per-DSAR-event propagation: erasure flows downstream through every vendor system + rectification flows through every consumed copy + objection halts downstream automated decisioning + portability assembles complete portable export. Per-vendor connector via OneTrust + TrustArc + Securiti + WireWheel + Bigid + DataGrail + Osano + Transcend + Ketch.
What does Fulfill + Audit do?: Fulfill runs per-DSAR per-state 45-day response window + 90-day extension countdown + per-state appeal process + per-state authorized agent + per-state verifiable consumer request validation + per-state response template. Per-DSAR per-vertical fulfillment: HIPAA 45 CFR 164.524 right to access + 164.526 right to amendment + 164.522 right to restriction + 164.528 right to accounting of disclosures when MedicalBusiness + ABA Model Rule 7.1-7.5 when LegalService + FINRA Rule 2210 when FinancialService + SEC Regulation FD when public-company IR. Gate runs 5 anchors per-DSAR before any response commits. (1) GDPR Article 15/16/17/18/20/21/22 + Article 6/7/28/30/32/33/35/44-49 + EU-US Data Privacy Framework + SCCs + UK IDTA + Swiss-US DPF. (2) CCPA Section 1798.100-150 + CPRA + 17-state DSAR matrix + per-state verifiable consumer request + authorized agent + appeal + LGPD Article 18 + DPDP Section 11/12/13 + PIPEDA Principle 9/10 + Quebec Law 25 Article 27/29 + COPPA + Washington MHMDA + Texas SCOPE + state biometric. (3) HIPAA 45 CFR 164.524/526/522/528 + GLBA + FCRA Section 611 + per-vertical (ABA + FINRA + SEC Reg FD). (4) EU AI Act Article 22 + Article 26 + Article 50 + Article 13/14/15 + Annex III + FRIA + DSA + DMA. (5) SOX 302/404/906 + COSO + Exchange Act 13(b)(2) + FASB ASC 606 + SEC Reg S-K + FTC Endorsement Guides + FTC Section 5 + CFPB UDAAP + state UDTPA + FDD Item 12. Audit writes a per-DSAR WORM canonical record: DSAR request snapshot + verifiable-consumer-request attestation + per-state authorized-agent validation + per-state response window + 45-day countdown + cross-system propagation chain log + per-vendor connector status + per-data-class fulfillment + per-anchor gate-pass + response delivery + per-state appeal process tracking + per-vertical applicability. Storage: AWS S3 Object Lock + Azure Blob immutable + GCS + Wasabi WORM. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 6-year SEC + 3-year FINRA + 7-year SOX + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.
What does this skill connect to on the privacy-ops agent and across the swarm?: On the privacy-ops agent: privacy-ops (parent commercial pillar) + per-jurisdiction compliance multi-state franchise (sibling build-pillar). Across the swarm: idempotent dedup CRM record creation (sibling build-pillar) + per-field conflict resolution policy (sibling build-pillar) + real-time change-event emission from master record (sibling build-pillar) + real-time customer change-event emission for multi-location AI agents (sibling build-pillar) + master-record + governance-decision-router five-destination routing + multi-stream severity routing (#578 same regulatory-clock substrate) + buyer-state-aware BANT scoring (#568 same EU AI Act Article 22) + firmographic enrichment + lead routing (#561 same GDPR Article 28/30). Build-pillar siblings: tiered pre-filter deterministic gates for AI content compliance + marketing AI autonomy profile configuration + per-vertical compliance overlay. Commercial-pillar parent: /privacy-ops.
What does the 6-workstream pre-engagement-baseline reporting cycle look like for this skill?: Every two weeks during the Tier 3 Fractional CMO with AI Swarm engagement, six workstreams report against the pre-engagement baseline. Workstream 1: per-portfolio versioned-history coverage — systems enrolled + WORM-storage hash + warehouse time-travel + catalog lineage + per-data-class classification. Workstream 2: Version + Propagate cross-system flow — reverse-ETL coverage + durable streaming + workflow orchestration + per-vendor connector status. Workstream 3: Fulfill per-DSAR distribution — per-DSAR per-state 45-day countdown + 90-day extension + appeal + verifiable-consumer-request + authorized-agent. Workstream 4: Gate-pass/gate-fail distribution — per-anchor gate-fail + GDPR Article 15/16/17/18/20/21/22 + CCPA + 17-state + per-vertical + EU AI Act. Workstream 5: Regulatory-defense audit coverage — GDPR Article 15/16/17/18/20/21/22 + CCPA + 17-state DSAR matrix + LGPD + DPDP + PIPEDA + Quebec Law 25 + HIPAA 45 CFR 164.524/526/522/528 + 45-day response + cross-system propagation + SOX. Workstream 6: FBC feedback-loop pattern-learning — per-DSAR response cycle-time + per-vendor connector reconciliation + per-jurisdiction enforcement-update + per-state authority audit.

Engage Completions

Two ways to engage. The Tier 1 AI Readiness Assessment maps the warehouse + catalog + CDP + CRM + MAP + commerce + analytics + WORM-storage substrate against the Version + Propagate + Fulfill + Audit bundle. The Tier 3 Fractional CMO with AI Swarm embeds 1-2 days per week for 6+ months and runs the bundle end-to-end against the privacy-ops agent across the swarm.

Tier 1 AI Readiness Assessment — $10k, 2-3 weeks Tier 3 Fractional CMO with AI Swarm — $15-25k/mo Not sure which tier? Take the 3-question quiz