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 + 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.

privacy-ops agent

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

A DSAR gives you thirty days to produce everything you hold on one person, and the answer is scattered across seven systems with no memory of last month. This guide builds versioned customer history that can answer on demand; the substrate below is what it snapshots.

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 + 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 Tier 3 Fractional CMO with AI Swarm Not sure which tier? Take the 3-question quiz