Measure swarm · Location-Benchmarking Agent · Per-location-metric-ingestion skill · Build pillar · Published July 12, 2026

How to build per-location metric ingestion across 10-15 sources per location

This guide explains how to architect the per-location-metric-ingestion skill on the location-benchmarking agent end-to-end at 50-500-location multi-banner franchise scale: per-portfolio per-banner per-location per-canonical-per-source-connector-spec + per-canonical-per-source-schema-normalization-spec + per-canonical-per-source-quality-scoring-spec + per-canonical-per-location-cross-source-joining-spec + per-canonical-per-location-multi-LLM-pre-publish-check + per-canonical-per-location-FBC-feedback-loop + per-canonical-per-location-audit-trail + per-portfolio audit-trail.

Engage the location-benchmarking agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-location per-canonical-per-source-connector-spec across per-Google-Business-Profile + per-Google-Ads + per-Google-Analytics-4 + per-Google-Search-Console + per-Meta-Ads + per-TikTok-Ads + per-Yelp-Business + per-Bing-Webmaster + per-Apple-Business-Connect + per-POS-vendor + per-call-tracking-CallRail-Invoca-CallTrackingMetrics + per-foot-traffic-Placer-SafeGraph-Foursquare + per-email-Klaviyo-Braze-Mailchimp + per-SMS-Twilio-Attentive + per-loyalty-Punchh-Paytronix-Thanx + per-canonical-source + per-OAuth-token-management + per-API-rate-limit + per-webhook-event + 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-source-schema-normalization-spec — per-21-canonical-metric-field (impression + click + conversion + spend + CPM + CPC + CTR + CVR + CAC + ROAS + LTV + receipt + line item + foot-traffic visit + call + loyalty redemption + email open/click + SMS delivery/click) + per-unit-canonicalization + per-late-arriving-correction + per-schema-version-pointer + per-schema-confidence-tier + per-schema-explainability.
Per-canonical-per-source-quality-scoring-spec + per-cross-source-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-store-ID-resolution + per-canonical-account-ID-resolution + per-canonical-property-ID-resolution + per-canonical-product-SKU-handoff + per-canonical-customer-ID-handoff + per-canonical-time-bucket + per-cross-source-conflict-resolution + per-recency-priority + per-confidence-priority + per-joining-confidence-tier + per-joining-explainability.
Per-canonical-per-location-multi-LLM-pre-publish-check — per-multi-LLM-ensemble + per-metric-claim-substantiation + per-cross-source-reconciliation + per-FTC-substantiation-doctrine + per-FTC-MARS-multi-location-substantiation + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought.
Per-canonical-per-location-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-source-reconciliation-feedback + per-cross-source-joining-recalibration + per-pattern-learning + per-emerging-source-detection + per-cannibalization-detection + per-late-arriving-correction-detection + per-per-location-canonical-audit-record + per-OAuth-2.0-token-revocation-handoff + per-data-residency-US-EU-Canada-Brazil-India + per-data-egress + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-12-Item-17-Item-19 + 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-handoff-to-13-sibling-skills.

Why per-vendor-Fivetran-account-rolled-up-flat-extraction breaks at 50-500-location multi-banner franchise scale

Per-vendor-Fivetran-canonical-account-rolled-up-flat-extraction ships per-account per-connector per-flat-extraction primitive. Per-vendor-Stitch + Airbyte + Hevo-Data + Matillion + Census + Hightouch + Funnel.io + Supermetrics + Improvado + Adverity + Domo + Looker + Tableau + Power-BI-canonical-account-rolled-up-flat-extraction ship per-vendor per-native account-rolled-up flat-extraction primitives.

At 1-account-1-connector-flat-extraction scale per-account per-connector per-flat-extraction primitive is enough. At 50-500-location franchise scale per-per-location-per-source-connector-spec + per-per-location-per-source-schema-normalization-spec + per-per-location-per-source-quality-scoring-spec + per-per-location-cross-source-joining-spec + per-per-location-multi-LLM-pre-publish-check + per-per-location-FBC-feedback-loop + per-per-location-audit-trail.

Per-account-rolled-up-flat-extraction + per-per-location-per-source-connector-blind + per-per-location-per-source-schema-normalization-blind + per-per-location-per-source-quality-scoring-blind + per-per-location-cross-source-joining-blind + per-per-location-multi-LLM-pre-publish-blind + per-per-location-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-OAuth-2.0-token-revocation-handoff-blind + per-data-residency-US-EU-Canada-Brazil-India-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-multi-location-substantiation-blind + per-FDD-Item-12-Item-17-Item-19-blind + per-EU-AI-Act-Article-13-Article-14-blind + per-NIST-AI-RMF-blind + per-7-year-IRS-tax-retention-blind.

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

What is in market today

Per-platform per-ELT-ETL-vendor

Fivetran, Stitch, Airbyte, Hevo Data, Matillion, Census, Hightouch, Funnel.io, Supermetrics, Improvado, Adverity, Talend, Informatica, Boomi, Workato, MuleSoft, Tray.io, Zapier, Make (Integromat), Estuary Flow. Per-account per-connector per-flat-extraction primitive. Per-canonical-per-location-per-source-connector-canonical-per-location-per-source-schema-normalization-canonical-per-location-per-source-quality-scoring-canonical-per-location-cross-source-joining-canonical-per-location-multi-LLM-pre-publish-canonical-per-location-FBC-feedback-canonical-per-location-audit-trail is not the primitive.

Per-platform per-marketing-data-warehouse-vendor

Funnel.io, Supermetrics, Improvado, Adverity, Domo, Looker, Tableau, Power BI, Sigma, Mode, Sisense, ThoughtSpot, Holistics, Whatagraph. Per-account per-rolled-up per-flat-dashboard primitive. Per-canonical-per-location-canonical-21-metric-field-canonical-per-location-unit-canonicalization-canonical-per-location-late-arriving-correction-canonical-per-location-schema-version-pointer-canonical-per-location-schema-confidence-tier-canonical-per-location-schema-explainability is not the primitive.

Per-platform per-data-quality-vendor

Monte Carlo, Bigeye, Soda, Anomalo, Acceldata, Lightup, Datafold, Metaplane, Great Expectations, dbt Cloud (data tests), Telmai. Per-account per-rule-set-flat-quality-check primitive. Per-canonical-per-location-per-source-completeness-canonical-per-location-per-source-accuracy-canonical-per-location-per-source-timeliness-canonical-per-location-per-source-uniqueness-canonical-per-location-per-source-consistency-canonical-per-location-per-source-validity-canonical-per-location-per-source-anomaly-detection-XGBoost-LightGBM-CatBoost-canonical-per-location-per-source-anomaly-detection-deep-learning-Transformer-canonical-per-location-per-source-anomaly-detection-Bayesian-posterior-canonical-per-location-per-source-quality-confidence-tier-canonical-per-location-per-source-quality-explainability is not the primitive.

Per-platform per-identity-graph-vendor

Segment Personas, mParticle, RudderStack, Hightouch, Census, LiveRamp, Neustar, Acxiom, Experian, Epsilon, Tealium AudienceStream, BlueConic, Lytics, ActionIQ. Per-account per-identity-graph-resolution primitive. Per-canonical-per-location-canonical-store-ID-resolution-canonical-per-location-canonical-account-ID-resolution-canonical-per-location-canonical-property-ID-resolution-canonical-per-location-canonical-product-SKU-resolution-handoff-canonical-per-location-canonical-customer-ID-resolution-handoff-canonical-per-location-canonical-time-bucket-canonical-per-location-cross-source-conflict-resolution-canonical-per-location-cross-source-recency-priority-canonical-per-location-cross-source-confidence-priority-canonical-per-location-cross-source-joining-confidence-tier-canonical-per-location-cross-source-joining-explainability is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-canonical-per-source-connector-substrate. Per-15-canonical-source + per-OAuth-token-management + per-API-rate-limit + per-webhook-event + 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-source-schema-normalization-spec. Per-21-canonical-metric-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-source-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-location-cross-source-joining-spec. Per-canonical-store-ID + per-canonical-account-ID + per-canonical-property-ID + per-canonical-product-SKU + per-canonical-customer-ID + per-canonical-time-bucket + per-cross-source-conflict-resolution + per-recency-priority + per-confidence-priority + per-joining-confidence-tier + per-joining-explainability canonical-joining.
Per-portfolio per-canonical-per-location-multi-LLM-pre-publish-check. Per-multi-LLM-ensemble + per-metric-claim-substantiation + per-cross-source-reconciliation + per-FTC-substantiation-doctrine + per-FTC-MARS-multi-location-substantiation + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-per-location-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-source-reconciliation-feedback + per-cross-source-joining-recalibration + per-pattern-learning + per-emerging-source-detection + per-cannibalization-detection + per-late-arriving-correction-detection canonical-FBC.
Per-portfolio per-canonical-per-location-audit-trail + per-portfolio-audit-trail. Per-per-location-canonical-audit-record + per-OAuth-2.0-token-revocation-handoff + per-data-residency + per-data-egress + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-12-Item-17-Item-19 + 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 canonical-audit.
Per-portfolio per-canonical-per-location-cross-skill-handoff. Per-handoff-to-13-sibling-skills canonical-handoff.
Per-portfolio per-location-benchmarking-agent-canonical-bundle. Per-per-location-metric-ingestion + per-multi-location-reporting + per-location-benchmarking + per-per-location-anomaly-detection + per-per-location-cohort-analysis + per-per-location-percentile-ranking + per-per-location-outlier-detection + per-per-location-scorecard-generation + per-per-location-trend-detection + per-per-location-forecast-generation + per-per-location-recommendation-generation + per-per-location-attribution-rollup canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-source-extraction-to-schema-normalize-to-quality-score-to-cross-source-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-source-extraction-replay + per-per-source-schema-version-rewind canonical-replay.

Frequently asked questions

What is per-location metric ingestion across 10-15 sources per location for 50-500-location multi-banner franchise operations?

Per-location metric ingestion runs per-portfolio per-banner per-location per-canonical-per-source-connector-spec (per-Google-Business-Profile + per-Google-Ads + per-Google-Analytics-4 + per-Google-Search-Console + per-Meta-Ads + per-TikTok-Ads + per-Yelp-Business + per-Bing-Webmaster + per-Apple-Business-Connect + per-POS-vendor + per-call-tracking-CallRail-Invoca-CallTrackingMetrics + per-foot-traffic-Placer-SafeGraph-Foursquare + per-email-Klaviyo-Braze-Mailchimp + per-SMS-Twilio-Attentive + per-loyalty-Punchh-Paytronix-Thanx + per-canonical-source) + per-canonical-per-source-schema-normalization-spec + per-canonical-per-source-quality-scoring-spec + per-canonical-per-location-cross-source-joining-spec + per-canonical-per-location-multi-LLM-pre-publish-check + per-canonical-per-location-FBC-feedback-loop + per-canonical-per-location-audit-trail + per-portfolio audit-trail.

Why does per-vendor-Fivetran-canonical-account-rolled-up-flat-extraction break at 50-500-location multi-banner franchise scale?

Per-vendor-Fivetran-canonical-account-rolled-up-flat-extraction ships per-account per-connector per-flat-extraction primitive. Per-vendor-Stitch-canonical + per-Airbyte-canonical + per-Hevo-Data-canonical + per-Matillion-canonical + per-Census-canonical + per-Hightouch-canonical + per-Funnel.io-canonical + per-Supermetrics-canonical + per-Improvado-canonical + per-Adverity-canonical + per-Domo-canonical + per-Looker-canonical + per-Tableau-canonical + per-Power-BI-canonical-account-rolled-up-flat-extraction ship per-vendor per-native account-rolled-up flat-extraction primitives. At 1-account-1-connector-flat-extraction scale per-account per-connector per-flat-extraction primitive is enough. At 50-500-location franchise scale per-canonical-per-location-per-source-connector-spec + per-canonical-per-location-per-source-schema-normalization-spec + per-canonical-per-location-per-source-quality-scoring-spec + per-canonical-per-location-cross-source-joining-spec + per-canonical-per-location-multi-LLM-pre-publish-check + per-canonical-per-location-FBC-feedback-loop + per-canonical-per-location-audit-trail.

How does per-location per-source connector-spec + schema-normalization + quality-scoring work?

Per-portfolio per-banner per-location per-canonical-per-source-connector-spec runs per-portfolio per-canonical-per-source-OAuth-token-management + per-canonical-per-source-API-rate-limit-spec + per-canonical-per-source-webhook-event-spec + per-canonical-per-source-pagination-spec + per-canonical-per-source-batch-vs-stream-spec + per-canonical-per-source-CDC-Debezium-AWS-DMS-Striim-Fivetran-HVR-Qlik-Replicate + per-canonical-per-source-API-version-pinning + per-canonical-per-source-API-deprecation-handoff-to-integration-health-monitoring (sibling commercial pillar at /api-monitoring + sibling build-pillar to come at /how-to-build-marketing-stack-integration-health-monitoring) + per-canonical-per-source-retry-spec + per-canonical-per-source-circuit-breaker-spec + per-canonical-per-source-dead-letter-queue + per-canonical-per-source-replay-spec. Per-canonical-per-source-schema-normalization-spec runs per-portfolio per-canonical-per-source-canonical-schema-mapping (per-impression + per-click + per-conversion + per-spend + per-CPM + per-CPC + per-CTR + per-CVR + per-CAC + per-ROAS + per-LTV + per-receipt + per-line-item + per-foot-traffic-visit + per-call + per-loyalty-redemption + per-email-open + per-email-click + per-SMS-delivery + per-SMS-click + per-canonical-metric-field) + per-canonical-per-source-unit-canonicalization (per-USD + per-cents + per-seconds + per-milliseconds + per-UTC-timezone + per-local-timezone + per-canonical-unit) + per-canonical-per-source-late-arriving-correction-spec + per-canonical-per-source-schema-version-pointer + per-canonical-per-source-schema-confidence-tier + per-canonical-per-source-schema-explainability. Per-canonical-per-source-quality-scoring-spec runs per-portfolio per-canonical-per-source-completeness-score + per-canonical-per-source-accuracy-score (per-cross-source-reconciliation + per-canonical-accuracy) + per-canonical-per-source-timeliness-score (per-latency + per-staleness + per-canonical-timeliness) + per-canonical-per-source-uniqueness-score (per-deduplication + per-canonical-uniqueness) + per-canonical-per-source-consistency-score (per-cross-temporal-consistency + per-cross-location-consistency + per-canonical-consistency) + per-canonical-per-source-validity-score (per-schema-conformance + per-business-rule-conformance + per-canonical-validity) + per-canonical-per-source-anomaly-detection-XGBoost-LightGBM-CatBoost-ensemble + per-canonical-per-source-anomaly-detection-deep-learning-Transformer + per-canonical-per-source-anomaly-detection-Bayesian-posterior + per-canonical-per-source-quality-confidence-tier + per-canonical-per-source-quality-explainability.

What does per-location cross-source-joining + multi-LLM-pre-publish + FBC-feedback do?

Per-portfolio per-banner per-location per-canonical-cross-source-joining-spec runs per-portfolio per-canonical-per-location-canonical-store-ID-resolution (per-internal-store-ID + per-Google-place-ID + per-Yelp-business-ID + per-Apple-business-ID + per-Bing-listing-ID + per-Foursquare-venue-ID + per-canonical-store-ID) + per-canonical-per-location-canonical-account-ID-resolution + per-canonical-per-location-canonical-property-ID-resolution + per-canonical-per-location-canonical-product-SKU-resolution-handoff-to-product-catalog-canonicalization (sibling agent) + per-canonical-per-location-canonical-customer-ID-resolution-handoff-to-customer-data-graph + per-canonical-per-location-canonical-time-bucket-spec (per-hour + per-day + per-week + per-month + per-quarter + per-year + per-canonical-time-bucket) + per-canonical-per-location-cross-source-conflict-resolution-spec + per-canonical-per-location-cross-source-recency-priority-spec + per-canonical-per-location-cross-source-confidence-priority-spec + per-canonical-per-location-cross-source-joining-confidence-tier + per-canonical-per-location-cross-source-joining-explainability. Per-canonical-per-location-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-location-LLM-metric-claim-substantiation-check + per-canonical-per-location-LLM-cross-source-reconciliation-check + per-canonical-per-location-LLM-FTC-substantiation-doctrine-check + per-canonical-per-location-LLM-FTC-MARS-multi-location-substantiation-check + per-canonical-per-location-LLM-confidence-scoring + per-canonical-per-location-LLM-self-consistency-cross-check + per-canonical-per-location-LLM-chain-of-thought-extraction. Per-canonical-per-location-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-source-extraction-success-vs-failure-feedback + per-canonical-FBC-per-source-API-rate-limit-detection + per-canonical-FBC-per-source-API-deprecation-detection + per-canonical-FBC-per-source-schema-drift-detection + per-canonical-FBC-per-source-quality-score-recalibration + per-canonical-FBC-per-source-anomaly-detection-recalibration + per-canonical-FBC-per-location-cross-source-reconciliation-feedback + per-canonical-FBC-per-location-cross-source-joining-recalibration + per-canonical-FBC-per-location-pattern-learning + per-canonical-FBC-per-location-emerging-source-detection + per-canonical-FBC-per-location-cannibalization-detection + per-canonical-FBC-per-location-late-arriving-correction-detection.

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

Per-canonical-per-location-cross-skill-handoff runs per-portfolio per-canonical-per-location-handoff-to-multi-location-reporting (parent commercial pillar at /multi-location-reporting) + per-canonical-per-location-handoff-to-location-benchmarking (parent agent) + per-canonical-per-location-handoff-to-pos-receipt-integration (sibling build-pillar at /how-to-build-multi-vendor-receipt-joining-and-offline-attribution-end-to-end) + per-canonical-per-location-handoff-to-marketing-mix-modeling (sibling build-pillar at /how-to-build-per-location-mmm-for-multi-store-marketing-budget-allocation) + per-canonical-per-location-handoff-to-budget-creative-pairing (sibling build-pillar at /how-to-build-compliance-first-budget-creative-pairing-for-multi-location-paid-social) + per-canonical-per-location-handoff-to-competitive-density-mapping (sibling build-pillar at /how-to-build-per-location-competitive-density-mapping-for-multi-location-franchise-development) + per-canonical-per-location-handoff-to-attribution-rollup + per-canonical-per-location-handoff-to-forward-looking-recommendations + per-canonical-per-location-handoff-to-integration-health-monitoring + per-canonical-per-location-handoff-to-routing-audit-trail + per-canonical-per-location-handoff-to-customer-data-graph + per-canonical-per-location-handoff-to-versioned-history-regulatory-defense + per-canonical-per-location-handoff-to-product-catalog-canonicalization. Per-canonical-per-location-audit-trail runs per-portfolio per-canonical-per-location-canonical-audit-record (per-extraction-run-ID + per-banner-pointer + per-location-pointer + per-source-pointer + per-source-API-version-pointer + per-source-schema-version-pointer + per-OAuth-token-snapshot + per-rate-limit-snapshot + per-pagination-snapshot + per-quality-scoring-snapshot + per-cross-source-joining-snapshot + per-canonical-store-ID-resolution-snapshot + per-canonical-account-ID-resolution-snapshot + per-multi-LLM-pre-publish-record + per-FBC-feedback per-canonical-audit-record) + per-canonical-OAuth-2.0-token-revocation-handoff + per-canonical-data-residency-spec (per-US + per-EU + per-Canada + per-Brazil + per-India + per-canonical-region) + per-canonical-data-egress-spec + 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-substantiation-doctrine + per-canonical-FTC-MARS-multi-location-substantiation + per-canonical-FDD-Item-12-Item-17-Item-19 + 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.

What does per-location-benchmarking-agent-canonical-bundle + per-end-to-end-SLA + per-end-to-end-replay do?

Per-location-benchmarking-agent-canonical-bundle integrates the per-location-metric-ingestion skill with sibling skills on the same location-benchmarking agent: per-canonical-per-location-metric-ingestion (this skill) + per-canonical-multi-location-reporting (parent commercial pillar) + per-canonical-location-benchmarking (parent agent) + per-canonical-per-location-anomaly-detection (sibling) + per-canonical-per-location-cohort-analysis (sibling) + per-canonical-per-location-percentile-ranking (sibling) + per-canonical-per-location-outlier-detection (sibling) + per-canonical-per-location-scorecard-generation (sibling) + per-canonical-per-location-trend-detection (sibling) + per-canonical-per-location-forecast-generation (sibling) + per-canonical-per-location-recommendation-generation (sibling) + per-canonical-per-location-attribution-rollup (sibling). Per-canonical-end-to-end-SLA runs per-canonical-per-location-source-extraction-to-schema-normalize-to-quality-score-to-cross-source-join-to-pre-publish-to-present-to-FBC-SLA canonical-SLA. Per-canonical-end-to-end-replay runs per-canonical-per-location-replay-spec + per-canonical-per-location-replay-trace + per-canonical-per-location-replay-decision + per-canonical-per-source-extraction-replay + per-canonical-per-source-schema-version-rewind canonical-replay.

Engage the location-benchmarking agent

Per-portfolio per-banner per-location per-canonical-per-source-connector-spec + per-canonical-schema-normalization-spec + per-canonical-quality-scoring-spec + per-canonical-cross-source-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-ELT-ETL-vendor + per-marketing-data-warehouse-vendor + per-data-quality-vendor + per-identity-graph-vendor primitive.

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