Data-layer swarm · Customer-Data-Graph Agent · Subscription-billing-ingestion skill · Build pillar · Published July 12, 2026

How to build multi-platform subscription billing ingestion

This guide explains how to architect the subscription-billing-ingestion skill on the customer-data-graph agent end-to-end at multi-platform multi-portfolio subscription operator scale: per-portfolio per-banner per-subscriber per-canonical-per-platform-connector-spec + per-canonical-per-plan-schema-normalization-spec + per-canonical-per-invoice-quality-scoring-spec + per-canonical-cross-platform-joining-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + 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-subscriber per-canonical-per-platform-connector-spec across per-Recharge + per-Smartrr + per-Stay-AI + per-Loop-Subscriptions + per-Ordergroove + per-Awtomic + per-Subbly + per-Chargebee + per-Stripe-Billing + per-Recurly + per-Zuora + per-ProfitWell + per-Maxio + per-NetSuite-SuiteBilling + per-Sage-Intacct-Subscription-Billing + per-Salesforce-Revenue-Cloud + per-canonical-16-billing-platform + per-OAuth-token-management + per-API-rate-limit + per-15-webhook-events (subscription created/updated/paused/resumed/cancelled/reactivated/upgraded/downgraded/trial converted/trial expired + invoice created/paid/failed/refunded/disputed) + per-pagination + per-batch-vs-stream + per-CDC + per-API-version-pinning + per-API-deprecation-handoff + per-retry + per-circuit-breaker + per-dead-letter-queue + per-replay.
Per-canonical-per-plan-schema-normalization-spec — per-20-canonical-plan-field (plan ID + plan name + plan tier + billing cycle + MRR + ARR + list price + discount + credit + tax + currency + tender + line item + quantity + subscriber ID + subscription status + trial period + cancellation reason code) + per-unit-canonicalization (USD/cents/monthly/quarterly/semi-annual/annual) + per-late-arriving-correction + per-schema-version-pointer + per-schema-confidence-tier + per-schema-explainability.
Per-canonical-per-invoice-quality-scoring-spec + per-cross-platform-joining-spec — per-completeness + per-accuracy + per-timeliness + per-uniqueness + per-consistency + per-validity + per-anomaly-detection-XGBoost-LightGBM-CatBoost + per-Transformer + per-Bayesian + per-quality-confidence-tier + per-quality-explainability + per-canonical-subscriber-ID-resolution (internal/Stripe/Chargebee/Recurly/Zuora/Recharge) + per-canonical-payment-method-ID-PCI-DSS-tokenized + per-canonical-plan-ID + per-canonical-subscription-state (12 states: trialing + active + past due + paused + cancelled + cancelled-saveable + cancelled-recoverable + cancelled-non-saveable + reactivated + graduated + downgraded + upgraded) + per-canonical-time-bucket + per-cross-platform-conflict-resolution + per-recency-priority + per-confidence-priority + per-joining-confidence-tier + per-joining-explainability.
Per-canonical-per-subscriber-multi-LLM-pre-publish-check — per-multi-LLM-ensemble + per-MRR-ARR-claim-substantiation + per-churn-rate-claim-substantiation + per-cohort-analysis-cross-check + per-cross-platform-reconciliation + per-FTC-ROSCA-disclosure + per-FTC-negative-option-rule-disclosure + per-state-auto-renewal-laws-CA-NY-DC-OR-VT-CT-Florida-disclosure + per-LLM-confidence-scoring + per-LLM-self-consistency + per-LLM-chain-of-thought.
Per-canonical-per-subscriber-FBC-feedback + per-audit-trail + per-cross-skill-handoff — per-extraction-success-vs-failure + per-API-rate-limit-detection + per-API-deprecation-detection + per-schema-drift-detection + per-quality-score-recalibration + per-anomaly-detection-recalibration + per-cross-platform-reconciliation + per-cross-platform-joining-recalibration + per-pattern-learning + per-emerging-platform-detection + per-cannibalization-detection + per-late-arriving-correction-detection + per-per-subscriber-canonical-audit-record + per-OAuth-2.0-token-revocation + per-PCI-DSS-tokenization + per-PCI-DSS-Level-1-2-3-4 + per-data-residency-US-EU-Canada-Brazil-India + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-FTC-ROSCA + per-FTC-negative-option-rule + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-12-Item-17-Item-19 + per-state-auto-renewal-laws + per-SOC-2-Type-II + per-EU-AI-Act-Article-13 + per-EU-AI-Act-Article-14 + per-NIST-AI-RMF + per-immutable-WORM + per-7-year-IRS-tax-retention + per-SEC-7-year-revenue-recognition-retention + per-Sarbanes-Oxley-Section-302-404-attestation + per-handoff-to-13-sibling-skills.

Why per-vendor-Recharge-account-flat-billing-cycle-extraction breaks at multi-platform multi-portfolio subscription operator scale

Per-vendor-Recharge-canonical-account-flat-billing-cycle-extraction ships per-account per-billing-cycle per-flat-extraction primitive. Per-vendor-Smartrr + Stay-AI + Loop-Subscriptions + Ordergroove + Awtomic + Subbly + Chargebee + Stripe-Billing + Recurly + Zuora + ProfitWell + Maxio + NetSuite-SuiteBilling-canonical-account-flat-billing-cycle-extraction ship per-vendor per-native account-flat-billing-cycle-extraction primitives.

At 1-account-1-billing-cycle-flat-extraction scale per-account per-billing-cycle per-flat-extraction primitive is enough. At multi-platform multi-portfolio subscription operator scale per-per-platform-connector-spec + per-per-plan-schema-normalization-spec + per-per-invoice-quality-scoring-spec + per-per-subscriber-cross-platform-joining-spec + per-per-subscriber-multi-LLM-pre-publish-check + per-per-subscriber-FBC-feedback-loop + per-per-subscriber-audit-trail.

Per-account-flat-billing-cycle-extraction + per-per-platform-connector-blind + per-per-plan-schema-normalization-blind + per-per-invoice-quality-scoring-blind + per-per-subscriber-cross-platform-joining-blind + per-per-subscriber-multi-LLM-pre-publish-blind + per-per-subscriber-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-OAuth-2.0-token-revocation-blind + per-PCI-DSS-Level-1-2-3-4-blind + per-FTC-ROSCA-blind + per-FTC-negative-option-rule-blind + per-state-auto-renewal-laws-blind + per-FDD-Item-12-Item-17-Item-19-blind + per-SOC-2-Type-II-blind + per-EU-AI-Act-Article-13-Article-14-blind + per-NIST-AI-RMF-blind + per-7-year-IRS-tax-retention-blind + per-SEC-7-year-revenue-recognition-retention-blind + per-Sarbanes-Oxley-Section-302-404-blind.

The operator-side architecture above per-vendor-flat-billing-cycle-extraction primitive is canonical-per-platform-connector-spec + per-per-plan-schema-normalization-spec + per-per-invoice-quality-scoring-spec + per-per-subscriber-cross-platform-joining-spec + per-per-subscriber-multi-LLM-pre-publish-check + per-per-subscriber-FBC-feedback-loop + per-per-subscriber-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-subscription-billing-vendor

Recharge, Smartrr, Stay AI, Loop Subscriptions, Ordergroove, Awtomic, Subbly, Chargebee, Stripe Billing, Recurly, Zuora, ProfitWell, Maxio (SaaSOptics), NetSuite SuiteBilling, Sage Intacct Subscription Billing, Salesforce Revenue Cloud, Aria Systems, Gotransverse, BillingPlatform. Per-account per-billing-cycle per-flat-extraction primitive. Per-canonical-per-platform-connector-canonical-per-plan-schema-normalization-canonical-per-invoice-quality-scoring-canonical-cross-platform-joining-canonical-multi-LLM-pre-publish-canonical-FBC-feedback-canonical-audit-trail is not the primitive.

Per-platform per-subscription-analytics-vendor

ProfitWell (Paddle), ChartMogul, Baremetrics, RevenueCat, Maxio (SaaSOptics), Subscript, Equals, Mosaic, Putler, Reditus, Funnel.io, Supermetrics. Per-account per-rolled-up per-flat-MRR-ARR primitive. Per-canonical-per-plan-MRR-ARR-canonical-per-plan-churn-rate-canonical-per-plan-LTV-canonical-per-plan-cohort-analysis-canonical-per-plan-late-arriving-correction-canonical-per-plan-schema-version-pointer-canonical-per-plan-schema-confidence-tier-canonical-per-plan-schema-explainability is not the primitive.

Per-platform per-payment-tokenization-PCI-DSS-vendor

Stripe Tokenization, Braintree Vault, Adyen, Worldpay Tokenization, Cybersource Token Management, TokenEx, Spreedly, VGS (Very Good Security), Basis Theory, Skyflow, Apple Pay, Google Pay, Samsung Pay, PayPal. Per-account per-token primitive. Per-canonical-per-subscriber-canonical-payment-method-ID-resolution-canonical-per-subscriber-canonical-plan-ID-resolution-canonical-per-subscriber-canonical-subscription-state-canonical-per-subscriber-canonical-time-bucket-canonical-per-subscriber-cross-platform-conflict-resolution-canonical-per-subscriber-cross-platform-recency-priority-canonical-per-subscriber-cross-platform-confidence-priority-canonical-per-subscriber-cross-platform-joining-confidence-tier-canonical-per-subscriber-cross-platform-joining-explainability is not the primitive.

Per-platform per-subscription-compliance-vendor

Termly, OneTrust, TrustArc, DataGrail, Securiti, BigID, Transcend, Ketch, Osano, Cookiebot, Iubenda, ComplyDog, Avalara (subscription tax), Anrok, Sovos, Vertex Cloud. Per-account per-vendor per-flat-compliance-check primitive. Per-canonical-per-subscriber-FTC-ROSCA-disclosure-canonical-per-subscriber-FTC-negative-option-rule-disclosure-canonical-per-subscriber-state-auto-renewal-laws-CA-NY-DC-OR-VT-CT-Florida-disclosure-canonical-per-subscriber-CCPA-CPRA-DSAR-canonical-per-subscriber-GDPR-DPIA-canonical-per-subscriber-LGPD-ANPD-canonical-per-subscriber-DPDP-India-canonical-per-subscriber-PIPEDA-OPC-canonical-per-subscriber-CASL-CRTC-canonical-per-subscriber-SOC-2-Type-II-canonical-per-subscriber-7-year-IRS-tax-retention-canonical-per-subscriber-SEC-7-year-revenue-recognition-retention-canonical-per-subscriber-Sarbanes-Oxley-Section-302-404-attestation is not the primitive.

How the architecture is built

Per-portfolio per-banner per-subscriber per-canonical-per-platform-connector-substrate. Per-16-canonical-billing-platform + per-OAuth-token-management + per-API-rate-limit + per-15-webhook-events + per-pagination + per-batch-vs-stream + per-CDC + per-API-version-pinning + per-API-deprecation-handoff + per-retry + per-circuit-breaker + per-dead-letter-queue + per-replay canonical-connector.
Per-portfolio per-canonical-per-plan-schema-normalization-spec. Per-20-canonical-plan-field + per-unit-canonicalization + per-late-arriving-correction + per-schema-version-pointer + per-schema-confidence-tier + per-schema-explainability canonical-schema.
Per-portfolio per-canonical-per-invoice-quality-scoring-spec. Per-completeness + per-accuracy + per-timeliness + per-uniqueness + per-consistency + per-validity + per-anomaly-detection-XGBoost-LightGBM-CatBoost + per-Transformer + per-Bayesian + per-quality-confidence-tier + per-quality-explainability canonical-quality.
Per-portfolio per-canonical-per-subscriber-cross-platform-joining-spec. Per-canonical-subscriber-ID-resolution + per-canonical-payment-method-ID-resolution + per-canonical-plan-ID-resolution + per-canonical-subscription-state + per-canonical-time-bucket + per-cross-platform-conflict-resolution + per-recency-priority + per-confidence-priority + per-joining-confidence-tier + per-joining-explainability canonical-joining.
Per-portfolio per-canonical-per-subscriber-multi-LLM-pre-publish-check. Per-multi-LLM-ensemble + per-MRR-ARR-claim-substantiation + per-churn-rate-claim-substantiation + per-cohort-analysis-cross-check + per-cross-platform-reconciliation + per-FTC-ROSCA-disclosure + per-FTC-negative-option-rule-disclosure + per-state-auto-renewal-laws-disclosure + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-per-subscriber-FBC-feedback-loop. Per-extraction-success-vs-failure + per-API-rate-limit-detection + per-API-deprecation-detection + per-schema-drift-detection + per-quality-score-recalibration + per-anomaly-detection-recalibration + per-cross-platform-reconciliation + per-cross-platform-joining-recalibration + per-pattern-learning + per-emerging-platform-detection + per-cannibalization-detection + per-late-arriving-correction-detection canonical-FBC.
Per-portfolio per-canonical-per-subscriber-audit-trail + per-portfolio-audit-trail. Per-per-subscriber-canonical-audit-record + per-OAuth-2.0-token-revocation + per-PCI-DSS-tokenization + per-PCI-DSS-Level-1-2-3-4 + per-data-residency + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-FTC-ROSCA + per-FTC-negative-option-rule + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-12-Item-17-Item-19 + per-state-auto-renewal-laws + per-SOC-2-Type-II + per-EU-AI-Act-Article-13 + per-EU-AI-Act-Article-14 + per-NIST-AI-RMF + per-immutable-WORM + per-7-year-IRS-tax-retention + per-SEC-7-year-revenue-recognition-retention + per-Sarbanes-Oxley-Section-302-404 canonical-audit.
Per-portfolio per-canonical-per-subscriber-cross-skill-handoff. Per-handoff-to-13-sibling-skills canonical-handoff.
Per-portfolio per-customer-data-graph-agent-canonical-bundle. Per-subscription-billing-ingestion + per-subscription-analytics + per-multi-stream-subscription + per-customer-data-graph + per-identity-resolution + per-canonical-customer-ID-resolution + per-canonical-household-resolution + per-LTV-math-primitives + per-per-member-monthly-clv + per-per-member-next-best-action canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-platform-extraction-to-plan-schema-normalize-to-invoice-quality-score-to-cross-platform-join-to-pre-publish-to-present-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision + per-per-platform-extraction-replay + per-per-platform-schema-version-rewind + per-per-subscriber-cancellation-rewind canonical-replay.

Frequently asked questions

What is multi-platform subscription billing ingestion for multi-portfolio subscription operators?

Multi-platform subscription billing ingestion runs per-portfolio per-banner per-subscriber per-canonical-per-platform-connector-spec (per-Recharge + per-Smartrr + per-Stay-AI + per-Loop-Subscriptions + per-Ordergroove + per-Awtomic + per-Subbly + per-Chargebee + per-Stripe-Billing + per-Recurly + per-Zuora + per-ProfitWell + per-Maxio + per-NetSuite-SuiteBilling + per-Sage-Intacct-Subscription-Billing + per-Salesforce-Revenue-Cloud + per-canonical-billing-platform) + per-canonical-per-subscriber-per-plan-schema-normalization-spec + per-canonical-per-subscriber-per-invoice-quality-scoring-spec + per-canonical-per-subscriber-cross-platform-joining-spec + per-canonical-per-subscriber-multi-LLM-pre-publish-check + per-canonical-per-subscriber-FBC-feedback-loop + per-canonical-per-subscriber-audit-trail + per-portfolio audit-trail.

Why does per-vendor-Recharge-canonical-account-flat-billing-cycle-extraction break at multi-platform multi-portfolio subscription operator scale?

Per-vendor-Recharge-canonical-account-flat-billing-cycle-extraction ships per-account per-billing-cycle per-flat-extraction primitive. Per-vendor-Smartrr-canonical + per-Stay-AI-canonical + per-Loop-Subscriptions-canonical + per-Ordergroove-canonical + per-Awtomic-canonical + per-Subbly-canonical + per-Chargebee-canonical + per-Stripe-Billing-canonical + per-Recurly-canonical + per-Zuora-canonical + per-ProfitWell-canonical + per-Maxio-canonical + per-NetSuite-SuiteBilling-canonical-account-flat-billing-cycle-extraction ship per-vendor per-native account-flat-billing-cycle-extraction primitives. At 1-account-1-billing-cycle-flat-extraction scale per-account per-billing-cycle per-flat-extraction primitive is enough. At multi-platform multi-portfolio subscription operator scale per-canonical-per-platform-connector-spec + per-canonical-per-subscriber-per-plan-schema-normalization-spec + per-canonical-per-subscriber-per-invoice-quality-scoring-spec + per-canonical-per-subscriber-cross-platform-joining-spec + per-canonical-per-subscriber-multi-LLM-pre-publish-check + per-canonical-per-subscriber-FBC-feedback-loop + per-canonical-per-subscriber-audit-trail.

How does per-platform connector + per-plan schema normalization + per-invoice quality scoring work?

Per-portfolio per-banner per-subscriber per-canonical-per-platform-connector-spec runs per-portfolio per-canonical-per-platform-OAuth-token-management + per-canonical-per-platform-API-rate-limit-spec + per-canonical-per-platform-webhook-event-spec (per-subscription-created + per-subscription-updated + per-subscription-paused + per-subscription-resumed + per-subscription-cancelled + per-subscription-reactivated + per-subscription-upgraded + per-subscription-downgraded + per-subscription-trial-converted + per-subscription-trial-expired + per-invoice-created + per-invoice-paid + per-invoice-failed + per-invoice-refunded + per-invoice-disputed + per-canonical-webhook-event) + per-canonical-per-platform-pagination-spec + per-canonical-per-platform-batch-vs-stream-spec + per-canonical-per-platform-CDC-Debezium-AWS-DMS-Striim-Fivetran-HVR-Qlik-Replicate + per-canonical-per-platform-API-version-pinning + per-canonical-per-platform-API-deprecation-handoff-to-integration-health-monitoring (sibling build-pillar at /how-to-build-marketing-stack-integration-health-for-multi-vendor-campaign-operations) + per-canonical-per-platform-retry-spec + per-canonical-per-platform-circuit-breaker-spec + per-canonical-per-platform-dead-letter-queue + per-canonical-per-platform-replay-spec. Per-canonical-per-subscriber-per-plan-schema-normalization-spec runs per-portfolio per-canonical-per-plan-canonical-schema-mapping (per-plan-ID + per-plan-name + per-plan-tier + per-billing-cycle + per-MRR + per-ARR + per-list-price + per-discount + per-credit + per-tax + per-currency + per-tender + per-line-item + per-quantity + per-subscriber-ID + per-subscription-status + per-trial-period + per-cancellation-reason-code + per-canonical-plan-field) + per-canonical-per-plan-unit-canonicalization (per-USD + per-cents + per-monthly + per-quarterly + per-semi-annual + per-annual + per-canonical-unit) + per-canonical-per-plan-late-arriving-correction-spec + per-canonical-per-plan-schema-version-pointer + per-canonical-per-plan-schema-confidence-tier + per-canonical-per-plan-schema-explainability. Per-canonical-per-subscriber-per-invoice-quality-scoring-spec runs per-portfolio per-canonical-per-invoice-completeness-score + per-canonical-per-invoice-accuracy-score + per-canonical-per-invoice-timeliness-score + per-canonical-per-invoice-uniqueness-score + per-canonical-per-invoice-consistency-score + per-canonical-per-invoice-validity-score + per-canonical-per-invoice-anomaly-detection-XGBoost-LightGBM-CatBoost-ensemble + per-canonical-per-invoice-anomaly-detection-deep-learning-Transformer + per-canonical-per-invoice-anomaly-detection-Bayesian-posterior + per-canonical-per-invoice-quality-confidence-tier + per-canonical-per-invoice-quality-explainability.

What does per-subscriber cross-platform joining + multi-LLM pre-publish + FBC feedback do?

Per-portfolio per-banner per-subscriber per-canonical-cross-platform-joining-spec runs per-portfolio per-canonical-per-subscriber-canonical-subscriber-ID-resolution (per-internal-customer-ID + per-Stripe-customer-ID + per-Chargebee-customer-ID + per-Recurly-account-code + per-Zuora-account-number + per-Recharge-customer-ID + per-canonical-subscriber-ID) + per-canonical-per-subscriber-canonical-payment-method-ID-resolution (per-PCI-DSS-tokenized-PAN + per-bank-account-token + per-canonical-payment-method) + per-canonical-per-subscriber-canonical-plan-ID-resolution + per-canonical-per-subscriber-canonical-subscription-state-spec (per-trialing + per-active + per-past-due + per-paused + per-cancelled + per-cancelled-saveable + per-cancelled-recoverable + per-cancelled-non-saveable + per-reactivated + per-graduated + per-downgraded + per-upgraded + per-canonical-state) + per-canonical-per-subscriber-canonical-time-bucket-spec + per-canonical-per-subscriber-cross-platform-conflict-resolution + per-canonical-per-subscriber-cross-platform-recency-priority + per-canonical-per-subscriber-cross-platform-confidence-priority + per-canonical-per-subscriber-cross-platform-joining-confidence-tier + per-canonical-per-subscriber-cross-platform-joining-explainability. Per-canonical-per-subscriber-multi-LLM-pre-publish-check runs per-portfolio per-canonical-multi-LLM-ensemble (per-GPT-4o + per-Claude-Sonnet + per-Gemini-Pro per-canonical-LLM) + per-canonical-per-subscriber-LLM-MRR-ARR-claim-substantiation + per-canonical-per-subscriber-LLM-churn-rate-claim-substantiation + per-canonical-per-subscriber-LLM-cohort-analysis-cross-check + per-canonical-per-subscriber-LLM-cross-platform-reconciliation-cross-check + per-canonical-per-subscriber-LLM-FTC-ROSCA-disclosure-check + per-canonical-per-subscriber-LLM-FTC-negative-option-rule-disclosure-check + per-canonical-per-subscriber-LLM-state-auto-renewal-laws-CA-NY-DC-OR-VT-CT-Florida-disclosure-check + per-canonical-per-subscriber-LLM-confidence-scoring + per-canonical-per-subscriber-LLM-self-consistency-cross-check + per-canonical-per-subscriber-LLM-chain-of-thought-extraction. Per-canonical-per-subscriber-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-platform-extraction-success-vs-failure + per-canonical-FBC-per-platform-API-rate-limit-detection + per-canonical-FBC-per-platform-API-deprecation-detection + per-canonical-FBC-per-platform-schema-drift-detection + per-canonical-FBC-per-platform-quality-score-recalibration + per-canonical-FBC-per-platform-anomaly-detection-recalibration + per-canonical-FBC-per-subscriber-cross-platform-reconciliation + per-canonical-FBC-per-subscriber-cross-platform-joining-recalibration + per-canonical-FBC-per-subscriber-pattern-learning + per-canonical-FBC-per-subscriber-emerging-platform-detection + per-canonical-FBC-per-subscriber-cannibalization-detection + per-canonical-FBC-per-subscriber-late-arriving-correction-detection.

What does per-subscriber audit-trail + per-cross-skill-handoff do?

Per-portfolio per-subscriber per-canonical-audit-trail runs per-portfolio per-canonical-per-subscriber-canonical-audit-record (per-extraction-run-ID + per-banner-pointer + per-platform-pointer + per-platform-API-version-pointer + per-platform-schema-version-pointer + per-OAuth-token-snapshot + per-rate-limit-snapshot + per-pagination-snapshot + per-quality-scoring-snapshot + per-cross-platform-joining-snapshot + per-canonical-subscriber-ID-resolution-snapshot + per-canonical-payment-method-ID-resolution-snapshot + per-canonical-plan-ID-resolution-snapshot + per-canonical-subscription-state-snapshot + per-multi-LLM-pre-publish-record + per-FBC-feedback per-canonical-audit-record) + per-canonical-OAuth-2.0-token-revocation + per-canonical-PCI-DSS-tokenization + per-canonical-PCI-DSS-Level-1-2-3-4 + per-canonical-data-residency-spec (per-US + per-EU + per-Canada + per-Brazil + per-India + per-canonical-region) + 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-FTC-ROSCA + per-canonical-FTC-negative-option-rule + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-MARS-multi-location-substantiation + per-canonical-FDD-Item-12-Item-17-Item-19 + per-canonical-state-auto-renewal-laws-CA-NY-DC-OR-VT-CT-Florida + per-canonical-SOC-2-Type-II + per-canonical-EU-AI-Act-Article-13-transparency + per-canonical-EU-AI-Act-Article-14-human-oversight + per-canonical-NIST-AI-RMF-attestation + per-canonical-immutable-WORM-storage + per-canonical-7-year-tax-audit-IRS-retention + per-canonical-SEC-7-year-revenue-recognition-retention + per-canonical-Sarbanes-Oxley-Section-302-404-attestation. Per-canonical-per-subscriber-cross-skill-handoff runs per-portfolio per-canonical-per-subscriber-handoff-to-subscription-analytics (parent commercial pillar at /subscription-analytics) + per-canonical-per-subscriber-handoff-to-multi-stream-subscription (sibling at /multi-stream-subscription) + per-canonical-per-subscriber-handoff-to-save-flow-propensity-scoring (sibling build-pillar at /how-to-build-save-flow-with-propensity-scored-offer-selection) + per-canonical-per-subscriber-handoff-to-churn-prediction-per-subscriber + per-canonical-per-subscriber-handoff-to-lifecycle-stage-cadence (sibling build-pillar at /how-to-build-subscriber-lifecycle-cadence-for-multi-location-subscription-operators) + per-canonical-per-subscriber-handoff-to-llm-cancellation-reason-clustering + per-canonical-per-subscriber-handoff-to-per-member-monthly-clv + per-canonical-per-subscriber-handoff-to-per-member-next-best-action + per-canonical-per-subscriber-handoff-to-tier-transition-timing + per-canonical-per-subscriber-handoff-to-integration-health-monitoring (sibling build-pillar) + per-canonical-per-subscriber-handoff-to-versioned-history-regulatory-defense (sibling build-pillar) + per-canonical-per-subscriber-handoff-to-attribution-rollup (sibling build-pillar at /how-to-build-per-location-cross-channel-attribution-rollup-for-franchise-reporting) + per-canonical-per-subscriber-handoff-to-pos-receipt-integration.

What does per-customer-data-graph-agent-canonical-bundle + per-end-to-end-SLA + per-end-to-end-replay do?

Per-customer-data-graph-agent-canonical-bundle integrates the subscription-billing-ingestion skill with sibling skills on the same customer-data-graph agent: per-canonical-subscription-billing-ingestion (this skill) + per-canonical-subscription-analytics (parent commercial pillar) + per-canonical-multi-stream-subscription (sibling commercial) + per-canonical-customer-data-graph (parent agent) + per-canonical-identity-resolution (sibling) + per-canonical-canonical-customer-ID-resolution (sibling) + per-canonical-canonical-household-resolution (sibling) + per-canonical-LTV-math-primitives (sibling) + per-canonical-per-member-monthly-clv (sibling) + per-canonical-per-member-next-best-action (sibling). Per-canonical-end-to-end-SLA runs per-canonical-per-subscriber-platform-extraction-to-plan-schema-normalize-to-invoice-quality-score-to-cross-platform-join-to-pre-publish-to-present-to-FBC-SLA canonical-SLA. Per-canonical-end-to-end-replay runs per-canonical-per-subscriber-replay-spec + per-canonical-per-subscriber-replay-trace + per-canonical-per-subscriber-replay-decision + per-canonical-per-platform-extraction-replay + per-canonical-per-platform-schema-version-rewind + per-canonical-per-subscriber-cancellation-rewind canonical-replay.

Engage the customer-data-graph agent

Per-portfolio per-banner per-subscriber per-canonical-per-platform-connector-spec + per-canonical-schema-normalization-spec + per-canonical-quality-scoring-spec + per-canonical-cross-platform-joining-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-subscription-billing-vendor + per-subscription-analytics-vendor + per-payment-tokenization-PCI-DSS-vendor + per-subscription-compliance-vendor primitive.

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