Build pillar · per-location-event-ingestion agent
How to build per-location event ingestion across multiple events APIs
Eventbrite + Meetup + Ticketmaster + Bandsintown + Songkick + Eventful + AllEvents + Stubhub + SeatGeek + Vivid Seats + TickPick + Goldstar + Bandwango + Tixr + Vendini + Universe + Splash + Cvent + Bizzabo + Hopin + Airmeet + Whova + RingCentral Events + Hubilo + Eventcombo + Pollen + Posh + per-municipality events.gov + per-county event calendar + per-school district academic calendar + per- public-library events + per-state-DOT traffic events + per-NWS National Weather Service + NOAA + Weather Underground + AccuWeather + per-Census-data + per-faith- community + per-civic-association + per-vertical industry- event + Esri ArcGIS + MapBox + Foursquare + SafeGraph + Placer.ai + Near + IANA tz database + Snowflake + BigQuery + Databricks ship per-account flat event-ingestion primitives. The Ingest + Normalize + Score + Audit skill bundle on the per-location-event-ingestion agent sits above the multi-vendor events-API + geo-routing + IANA tz + per-state-DOT + NWS + warehouse substrate and writes a per-location per-event canonical ingestion record with named regulatory anchors covering multi-vendor events-API ingestion + per-event IANA tz + DST + lat/lon + geo-fence + capacity + age-rating + ticket-tier + ADA-accessibility + per-event impact-radius (drive-time + walk-time + transit isochrone) + per-event-class taxonomy + per-event severity P0-P4 + per-vendor DPA + per-source ToS scraping doctrine (hiQ Labs + Van Buren + Meta v Bright Data) + per-event- vendor schema-drift detection + per-event idempotency- fingerprint + per-event idempotent-retry + EU AI Act Article 50 + FDD Item 19 + FINRA 2210 + SOX 302/404/906 + FASB ASC 280.
Published January 14, 2027 · 3,200 words
The 4-skill bundle on the per-location-event-ingestion agent
One agent. Four coordinated skills. The Ingest + Normalize + Score + Audit bundle runs above the multi-vendor events- API + geo-routing + IANA tz + per-state-DOT + NWS + warehouse substrate and writes one canonical per-location per-event ingestion record.
Ingest
Per-vendor per-location per-day events-API ingestion (Eventbrite + Meetup + Ticketmaster + Bandsintown + Songkick + AllEvents + Stubhub + SeatGeek + Cvent + Bizzabo + Hopin + per-municipality events.gov + per- county + per-school district + per-public-library + per-state-DOT + per-NWS + per-NOAA + per-faith-community + per-civic-association + per-vertical industry-event). Per-vendor DPA + per-API rate-limit + per-source ToS scraping doctrine (hiQ Labs + Van Buren + Meta v Bright Data). Per-vendor schema-drift detection + per-event idempotency-fingerprint + per-event idempotent-retry.
Normalize
Per-event normalization: per-event IANA tz database time-zone + DST + lat/lon geocoding (Esri ArcGIS + MapBox + Foursquare + SafeGraph + Placer.ai). Per- event geo-fence + capacity + age-rating + ticket-tier + ADA-accessibility + language + ticket-price-range + sold-out flag. Per-event canonical schema.
Score
Per-location per-event impact-radius: drive-time isochrone 5/10/15/30-min + walk-time 5/10-min + transit-time 15/30-min via Esri ArcGIS + MapBox + OpenRouteService + OSRM + Valhalla + HERE + Google Maps + TomTom. Per-event-class taxonomy (concert + festival + sports + conference + community + family + religious + civic + cultural + sales + recall + weather + traffic + safety + emergency + school + church + government + per-vertical). Per-event severity P0-P4 (P0 emergency/severe-weather/recall; P1 large- attendance 72-hour; P2 medium 7-day; P3 small 30-day; P4 docs-only).
Audit
Per-location per-event WORM ingestion record: per- event snapshot + per-vendor ingestion-source + per- event IANA tz + per-event impact-radius isochrones + per-event-class taxonomy + per-event severity + per- vendor schema-drift result + per-event idempotency- fingerprint + per-anchor gate-pass + AI-ML provenance + EU AI Act FRIA. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 7-year state bar + 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
Ingest + Normalize + Score + Audit does not replace events-API vendors, geo-routing, IANA tz, per-state-DOT, or NWS sources. It sits above them and writes one canonical per-location per-event ingestion record.
Multi-vendor events-API
- Eventbrite + Meetup + Ticketmaster + Bandsintown + Songkick
- AllEvents + Stubhub + SeatGeek + Vivid Seats + TickPick
- Goldstar + Bandwango + Tixr + Vendini + Universe + Splash
- Cvent + Bizzabo + Hopin + Airmeet + Whova + Eventcombo
- RingCentral Events + Hubilo + Pollen + Posh + Trumpia
Per-municipality + government + NWS
- Per-municipality events.gov + per-county event calendar
- Per-school district academic calendar + per-public-library
- Per-state-DOT traffic events + road-closure + construction
- Per-NWS National Weather Service + NOAA + Weather Underground
- Per-Census-data + per-faith-community + per-civic-association
Geo-routing + IANA tz + warehouse
- Esri ArcGIS + MapBox + Foursquare + SafeGraph + Placer.ai
- OpenRouteService + OSRM + Valhalla + HERE + Google Maps
- IANA tz database + DST handling
- Snowflake + BigQuery + Databricks + Redshift + ClickHouse
- Iceberg + Hudi + Delta Lake time-travel
Compliance overlay
Five anchors run per-location per-event before any event distributes to downstream decision systems. The first anchor is operationally distinctive: multi-vendor events- API ingestion + per-event IANA tz + per-event impact- radius + per-event-class taxonomy + per-event severity + per-vendor DPA + per-source ToS scraping doctrine + per- event-vendor schema-drift + per-event idempotency- fingerprint + per-event idempotent-retry converge on every per-location per-event ingestion decision.
Anchor 1: Multi-vendor events-API + per-event IANA tz + impact-radius + taxonomy + severity + DPA + scraping doctrine + schema-drift + idempotency-fingerprint + idempotent-retry (operationally distinctive)
Per-location per-event ingestion across multi-vendor events-APIs (Eventbrite + Meetup + Ticketmaster + Bandsintown + Songkick + AllEvents + Stubhub + SeatGeek + Cvent + Bizzabo + Hopin + per-municipality events. gov + per-county + per-school district + per-public- library + per-state-DOT + per-NWS + per-NOAA + per- faith-community + per-civic-association + per-vertical industry-event). Per-event normalization (per-event IANA tz + DST + lat/lon + geo-fence + capacity + age- rating + ticket-tier + ADA-accessibility + language + price-range + sold-out). Per-event impact-radius (drive- time 5/10/15/30-min + walk-time 5/10-min + transit- time 15/30-min isochrone). Per-event-class taxonomy (concert + festival + sports + conference + community + family + religious + civic + cultural + sales + recall + weather + traffic + safety + emergency + school + church + government + per-vertical). Per- event severity P0-P4 (P0 emergency/severe-weather/ recall; P1 large-attendance 72-hour; P2 medium 7-day; P3 small 30-day; P4 docs-only). Per-vendor DPA + per- source ToS scraping doctrine (hiQ Labs v LinkedIn + Van Buren v United States + Meta v Bright Data) + per-API rate-limit + per-vendor LLM zero-retention. Per-event-vendor schema-drift detection + per-event idempotency-fingerprint (canonical-hash + SHA-256 + Blake3 + xxHash + composite-business-key per-vendor- event-id) + per-event idempotent-retry (exponential backoff + jitter + Conflict 409 + 429 + 503 + circuit- breaker + DLQ).
Anchor 2: FTC + FDD Item 19 + Sherman/Clayton + Lanham
FTC Section 5 + Pfizer 1972 + CFPB UDAAP + Lanham + USPTO + Robinson-Patman + FDD Item 19 financial performance representations when event-impact shared with franchisees + 15-state franchise + Sherman + Clayton.
Anchor 3: HIPAA + FINRA + per-vertical
HIPAA when health/wellness event + FINRA Rule 2210 when financial-services event + SEC Regulation FD + FDA OPDP + DEA + alcohol TABC/CalABC + state- board + tobacco + per-state age-restriction + COPPA when child-event.
Anchor 4: EU AI Act + AI-ML event routing
EU AI Act Article 50 transparency when AI-ML event routing + Article 13/14/15 + Annex III when AI-ML event routing drives operations + Article 6/27 FRIA + DSA + DMA. GDPR Article 6/7/22/28/30 + LGPD + DPDP + PIPEDA + Quebec Law 25 + CCPA + CPRA + 18-state.
Anchor 5: Accessibility + SOX + FASB + WORM retention
ADA Title III + WCAG 2.2 AA + ARIA + EAA + Section 508. SOX 302/404/906 + COSO + Exchange Act 13(b)(2) + FASB ASC 280 segment reporting + SEC Reg S-K. NIST AI RMF + ISO 42001 + ISO 27001 + SOC 2 Type II. Per- vendor LLM zero-retention + per-source DPA + per-API rate-limit. Storage: AWS S3 Object Lock + Azure Blob immutable + GCS + Wasabi WORM. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 7-year state bar + 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 event-impact accuracy claims. Process commitments only.
- 1. Per-portfolio per-location per-event per- period event-ingestion coverage. Locations covered + events-API vendors integrated + per- municipality/county/school-district/state-DOT/NWS sources absorbed + per-event normalized.
- 2. Ingest per-vendor per-location per-day events-API ingestion flow. Per-vendor DPA + rate-limit + ToS scraping doctrine + idempotency- fingerprint + idempotent-retry + per-vendor schema- drift detection.
- 3. Normalize per-event normalization flow. Per-event IANA tz + DST + lat/lon + geo-fence + capacity + age-rating + ticket-tier + ADA-accessibility + language + price-range + sold-out.
- 4. Score per-location per-event impact-radius + per-event-class taxonomy + per-event severity flow.
- 5. Regulatory-defense audit coverage. Multi-vendor events-API + IANA tz + impact-radius + taxonomy + severity + DPA + scraping doctrine + idempotency-fingerprint + EU AI Act Article 50 + FDD Item 19 + FINRA + SOX + FASB ASC 280.
- 6. FBC feedback-loop pattern-learning. Per-event realized-vs-predicted impact + per-vendor schema-drift retrospective + per-event severity- classification retrospective.
FAQ
- What is per-location event ingestion across multiple events APIs — and what is the multi-vendor-events-API-ingestion-times-per-event-IANA-tz-times-per-event-impact-radius-times-per-event-class-taxonomy-times-per-vendor-DPA-scraping-doctrine-times-per-event-idempotency-fingerprint problem distinctive to this skill?
- A multi-location operator with 50-300 stores ships per-location per-event ingestion across 10-25 multi-vendor events APIs (Eventbrite + Meetup + Ticketmaster + Bandsintown + Songkick + Eventful + AllEvents + Stubhub + SeatGeek + Vivid Seats + TickPick + Goldstar + Cvent + Bizzabo + Hopin + Airmeet + Whova + Eventcombo + Pollen + per-municipality events.gov + per-county event calendar + per-school district academic calendar + per-public-library events + per-state-DOT traffic events + per-NWS National Weather Service + NOAA + per-faith-community + per-civic-association + per-vertical industry-event). Per-week per-portfolio: 10,000-100,000 per-location per-event signals requiring normalization + impact-radius computation + per-event-class taxonomy + severity scoring. The four-skill bundle on the per-location-event-ingestion agent — Ingest, Normalize, Score, Audit — sits above the multi-vendor events-API + geo-routing + IANA tz + per-state-DOT + NWS + warehouse substrate and writes a per-location per-event canonical ingestion record. The operationally distinctive anchor: per-location per-event ingestion across multi-vendor events-APIs (Eventbrite + Meetup + Ticketmaster + Bandsintown + Songkick + AllEvents + Stubhub + SeatGeek + Cvent + Bizzabo + Hopin + per-municipality events.gov + per-county + per-school district + per-public-library + per-state-DOT + per-NWS + per-NOAA + per-faith-community + per-civic-association + per-vertical industry-event) + per-event normalization (per-event IANA tz database + per-event DST + per-event lat/lon geocoding + per-event geo-fence + per-event capacity + per-event age-rating + per-event ticket-tier + per-event ADA-accessibility + per-event language + per-event ticket-price-range + per-event sold-out) + per-event impact-radius computation (drive-time isochrone 5/10/15/30-min + walk-time 5/10-min + transit-time 15/30-min) + per-event-class taxonomy (concert + festival + sports + conference + community + family + religious + civic + cultural + sales + recall + weather + traffic + safety + emergency + school + church + government + per-vertical) + per-event severity classification (P0 emergency + severe-weather + recall + P1 large-attendance + P2 medium + P3 small + P4 docs-only) + per-event consent (per-vendor DPA + per-source ToS scraping doctrine (hiQ Labs + Van Buren + Meta v Bright Data) + per-API rate-limit + per-vendor LLM zero-retention) + per-event-vendor schema-drift detection + per-event idempotency-fingerprint (canonical-hash + SHA-256 + Blake3 + xxHash + composite-business-key per-vendor-event-id) + per-event idempotent-retry (exponential backoff + jitter + Conflict 409 + 429 + 503 + circuit-breaker + DLQ).
- Why do Eventbrite + Meetup + Ticketmaster + Bandsintown + Cvent + Hopin + per-municipality events.gov + per-NWS + Esri + MapBox break at multi-location-25-vendor-multi-jurisdiction scale?
- Each events-API + geo-routing + IANA tz vendor ships per-account flat event-primitive at single-vendor level. None coordinates per-location per-event ingestion across 10-25 multi-vendor events-APIs + per-event IANA tz normalization + per-event impact-radius computation + per-event-class taxonomy + per-event severity scoring + per-vendor DPA + per-source ToS scraping doctrine + per-event idempotency-fingerprint + per-event idempotent-retry. None handles per-municipality events.gov + per-county + per-school district + per-public-library + per-state-DOT + per-NWS + per-NOAA + per-faith-community + per-civic-association + per-vertical industry-event coverage simultaneously. None gates against FDD Item 19 financial performance representations when event-impact shared with franchisees + FINRA Rule 2210 + SOX 302/404/906 + FASB ASC 280. None writes a per-location per-event WORM ingestion audit trail. The four-skill bundle Ingest + Normalize + Score + Audit sits above the multi-vendor events-API + geo-routing + IANA tz + per-state-DOT + NWS + warehouse substrate — it does not replace it.
- How does Ingest + Normalize work?
- Ingest runs per-vendor per-location per-day events-API ingestion across Eventbrite + Meetup + Ticketmaster + Bandsintown + Songkick + Eventful + AllEvents + Stubhub + SeatGeek + Vivid Seats + TickPick + Goldstar + Cvent + Bizzabo + Hopin + Airmeet + Whova + Eventcombo + per-municipality events.gov + per-county + per-school district + per-public-library + per-state-DOT traffic + per-NWS NOAA + per-faith-community + per-civic-association + per-vertical industry-event. Per-vendor DPA + per-API rate-limit + per-source ToS scraping doctrine compliance (hiQ Labs v LinkedIn + Van Buren v United States + Meta v Bright Data). Per-vendor schema-drift detection (per-vendor schema versioning + per-vendor schema evolution + per-vendor contract-test via Pact + Spring Cloud Contract). Per-event idempotency-fingerprint generation (canonical-hash + SHA-256 + Blake3 + xxHash + composite-business-key per-vendor-event-id). Per-event idempotent-retry (exponential backoff + jitter + Conflict 409 + 429 + 503 + circuit-breaker + DLQ). Normalize runs per-event normalization: per-event IANA tz database time-zone resolution + per-event DST handling + per-event lat/lon geocoding via Esri ArcGIS + MapBox + Foursquare + SafeGraph + Placer.ai. Per-event geo-fence + per-event capacity + per-event age-rating + per-event ticket-tier + per-event ADA-accessibility flag + per-event language + per-event ticket-price-range + per-event sold-out flag. Per-event canonical schema.
- What does Score + Audit do?
- Score runs per-location per-event impact-radius computation: drive-time isochrone 5/10/15/30-min + walk-time isochrone 5/10-min + transit-time isochrone 15/30-min via Esri ArcGIS + MapBox + OpenRouteService + OSRM + Valhalla + HERE Maps + Google Maps API + TomTom. Per-event-class taxonomy classification (concert + festival + sports + conference + community + family + religious + civic + cultural + sales + recall + weather + traffic + safety + emergency + school + church + government + per-vertical). Per-event severity classification: P0 emergency + severe-weather alert + recall-event (immediate alert + per-franchisor escalation) + P1 large-attendance per-vertical-relevant event 72-hour + P2 medium-attendance 7-day + P3 small-attendance 30-day + P4 docs-only. Gate runs 5 anchors per-location per-event before any event distributes to downstream decision systems. (1) Multi-vendor events-API ingestion + per-event IANA tz normalization + per-event impact-radius + per-event-class taxonomy + per-event severity + per-vendor DPA + per-source ToS scraping doctrine + per-event-vendor schema-drift detection + per-event idempotency-fingerprint + per-event idempotent-retry. (2) FTC Section 5 + Pfizer 1972 + CFPB UDAAP + Lanham + USPTO + Robinson-Patman + FDD Item 19 financial performance representations when event-impact shared with franchisees + 15-state franchise + Sherman + Clayton. (3) HIPAA when health/wellness event + FINRA Rule 2210 when financial-services event + SEC Regulation FD + FDA OPDP + DEA + alcohol + + tobacco + per-state age-restriction + COPPA when child-event. (4) EU AI Act Article 50 transparency when AI-ML event routing + Article 13/14/15 + Annex III when AI-ML event routing drives operations + Article 6/27 FRIA + DSA + DMA + GDPR Article 6/7/22/28/30 + LGPD + DPDP + PIPEDA + Quebec Law 25 + CCPA + CPRA + 18-state. (5) ADA Title III + WCAG 2.2 AA + ARIA + EAA + Section 508 + SOX 302/404/906 + COSO + Exchange Act 13(b)(2) + FASB ASC 280 + SEC Reg S-K. Audit writes a per-location per-event WORM ingestion record: per-event snapshot + per-vendor ingestion-source + per-event IANA tz + per-event impact-radius isochrones + per-event-class taxonomy + per-event severity + per-vendor schema-drift result + per-event idempotency-fingerprint + per-anchor gate-pass + AI-ML provenance + EU AI Act FRIA. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 7-year state bar + 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 per-location-event-ingestion agent and across the swarm?
- On the per-location-event-ingestion agent: per-location per-event multi-vendor events-API ingestion + per-event normalization + per-event impact-radius + per-event-class taxonomy + per-event severity. Across the swarm: per-location AI-calibrated forecasting (#600 DOWNSTREAM consumer of per-location event-effect) + per-location per-cohort two-sigma anomaly detection (#608 DOWNSTREAM consumer of per-location event-signal) + hyper-local search-trends ingestion (#620 same per-DMA/MSA/ZIP geo-resolution + scraping doctrine substrate) + per-location metric ingestion (#616 same per-vendor DPA + per-API rate-limit substrate) + integration-drift-monitor agent (#562 + #569 + #570) + per-state-overlay-composer (#599 UPSTREAM canonical for FDD Item 19 + FINRA per-state). Commercial-pillar parent: /multi-location-event-aggregation.
- 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 per-location per-event per-period event-ingestion coverage — locations covered + events-API vendors integrated + per-municipality/county/school-district/state-DOT/NWS sources absorbed + per-event normalized. Workstream 2: Ingest per-vendor per-location per-day events-API ingestion flow — per-vendor DPA + rate-limit + ToS scraping doctrine + idempotency-fingerprint + idempotent-retry + per-vendor schema-drift detection. Workstream 3: Normalize per-event normalization flow — per-event IANA tz + DST + lat/lon + geo-fence + capacity + age-rating + ticket-tier + ADA-accessibility + language + price-range + sold-out. Workstream 4: Score per-location per-event impact-radius + per-event-class taxonomy + per-event severity flow. Workstream 5: Regulatory-defense audit coverage — multi-vendor events-API + IANA tz + impact-radius + taxonomy + severity + DPA + scraping doctrine + idempotency-fingerprint + EU AI Act Article 50 + FDD Item 19 + FINRA + SOX + FASB ASC 280. Workstream 6: FBC feedback-loop pattern-learning — per-event realized-vs-predicted impact + per-vendor schema-drift retrospective + per-event severity-classification retrospective.
Engage Completions
Two ways to engage. The Tier 1 AI Readiness Assessment maps the multi-vendor events-API + geo-routing + IANA tz + per-state-DOT + NWS + warehouse substrate + per-event normalization + impact-radius + per-event-class taxonomy + per-event severity + per-vendor DPA + scraping doctrine + idempotency-fingerprint surface against the Ingest + Normalize + Score + 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 per-location- event-ingestion agent across the swarm.
Related reading
- Parent commercial pillar: multi-location event aggregation
- Sibling build-pillar: per-location AI-calibrated forecasting (#600 DOWNSTREAM consumer of per-location event-effect)
- Sibling build-pillar: hyper-local search-trends ingestion (#620 same per-DMA/MSA/ZIP geo-resolution + scraping doctrine substrate)
- Sibling build-pillar: per-location metric ingestion (#616 same per-vendor DPA + per-API rate-limit substrate)
- Fractional CMO with AI Swarm
- AI Readiness Assessment