diff --git a/README.md b/README.md
index cba237c..7a2849d 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,7 @@ System seed data auto-refreshes researched options while preserving existing vot
 Price-watch automation runs append time-series snapshots in `price-watch/history.jsonl`, which the app turns into per-option trend lines and decision detail cards. Automation output should cover hotels, flights, golf, nightlife, and excursions, with `bookingType` and `priceBasis` separating package quotes from standalone booking prices.
 When a run includes calculated `budgetScenarios` or `derivedItineraries`, the app uses those fresh automation calculations instead of the static seed budget scenarios.
 Guest access is rostered in `seed-data.js` and `data/votes.json`; Jon is marked as groom and Toph as best man.
+The live automation itself runs from `~/.codex/automations/cabo-price-watch/automation.toml`, and its human-readable and machine-readable outputs are written back into this repo under `price-watch/latest-report.md` and `price-watch/history.jsonl`.
 
 For hosted deployments, set `DATA_DIR` or `DATA_FILE` so mutable vote data lives outside the Git checkout.
 When price-watch automation updates tracked data files in the repository, commit/push those changes and refresh the Ubuntu deployment so the hosted app picks up the latest option details, price history, itinerary calculations, and budget scenarios.
diff --git a/price-watch/history.jsonl b/price-watch/history.jsonl
index e95134c..8ac3888 100644
--- a/price-watch/history.jsonl
+++ b/price-watch/history.jsonl
@@ -4,3 +4,5 @@
 {"checkedAt":"2026-04-30T18:15:42Z","materialChanges":[{"seedKey":"hotel-breathless","changeUsd":337.01,"summary":"Breathless now has a date-matched Apple quote at $2,016 pp for 2/3/2027-2/7/2027."},{"seedKey":"hotel-grand-fiesta","changeUsd":1819,"summary":"Grand Fiesta now has a date-matched Apple quote at $2,111 pp for 2/3/2027-2/7/2027."},{"seedKey":"hotel-secrets","changeUsd":null,"summary":"Secrets now has a date-matched KAYAK room-rate signal at $335/night for 2/3/2027-2/7/2027."},{"seedKey":"hotel-dreams-los-cabos","changeUsd":1757,"summary":"Dreams Los Cabos was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-zoetry-casa-del-mar","changeUsd":1944,"summary":"Zoetry Casa del Mar was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-hyatt-ziva-los-cabos","changeUsd":2178,"summary":"Hyatt Ziva Los Cabos was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-riu-palace-cabo-san-lucas","changeUsd":1529,"summary":"Riu Palace Cabo San Lucas was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-riu-palace-baja-california","changeUsd":1597,"summary":"Riu Palace Baja California was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-me-cabo-by-melia","changeUsd":1533,"summary":"ME Cabo by Meliá was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-paradisus-los-cabos","changeUsd":1722,"summary":"Paradisus Los Cabos was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-hard-rock-los-cabos","changeUsd":3343,"summary":"Hard Rock Hotel Los Cabos was added from Apple Vacations exact-date pricing."},{"seedKey":"hotel-solmar-resort","changeUsd":185,"summary":"Solmar Resort was added from KAYAK exact-date pricing."},{"seedKey":"hotel-tesoro-los-cabos","changeUsd":250,"summary":"Tesoro Los Cabos was added from KAYAK exact-date pricing."},{"seedKey":"hotel-grand-solmar-lands-end","changeUsd":712,"summary":"Grand Solmar Land's End Resort & Spa was added from KAYAK exact-date pricing."},{"seedKey":"hotel-comfort-inn-suites-los-cabos","changeUsd":129,"summary":"Comfort Inn & Suites Los Cabos was added from KAYAK exact-date pricing."},{"seedKey":"hotel-capital-o-hotel-dos-mares","changeUsd":48,"summary":"Capital O Hotel Dos Mares was added from KAYAK exact-date pricing."},{"seedKey":"hotel-villa-del-palmar-beach-resort-cabo-san-lucas","changeUsd":460,"summary":"Villa del Palmar Beach Resort Cabo San Lucas was added from KAYAK exact-date pricing."},{"seedKey":"hotel-esperanza-auberge-collection","changeUsd":3243,"summary":"Esperanza, Auberge Collection was added from KAYAK exact-date pricing."}],"newOptions":[{"name":"Dreams Los Cabos Suites Golf Resort & Spa","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"Zoetry Casa del Mar","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"Hyatt Ziva Los Cabos","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"Riu Palace Cabo San Lucas","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"Riu Palace Baja California","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"ME Cabo by Meliá","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"Paradisus Los Cabos","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"Hard Rock Hotel Los Cabos","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"name":"Solmar Resort","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"name":"Tesoro Los Cabos","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"name":"Grand Solmar Land's End Resort & Spa","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"name":"Comfort Inn & Suites Los Cabos","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"name":"Capital O Hotel Dos Mares, Cabo San Lucas","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"name":"Villa del Palmar Beach Resort Cabo San Lucas","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"name":"Esperanza, Auberge Collection","source":"KAYAK","sourceUrl":"https://www.kayak.com/"}],"loginRequiredSources":["Costco Travel"],"reportSummary":"Today’s Apple Vacations and KAYAK exact-date hotel results have been promoted into tracked options, so the app can show current prices on the new hotel cards instead of leaving them as untracked research notes.","optionPrices":[{"seedKey":"hotel-breathless","price":2016,"displayLabel":"Apple exact-date quote: $2,016 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-grand-fiesta","price":2111,"displayLabel":"Apple exact-date quote: $2,111 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-secrets","price":335,"displayLabel":"KAYAK exact-date room rate: $335/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"seedKey":"hotel-dreams-los-cabos","price":1757,"displayLabel":"Apple exact-date quote: $1,757 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-zoetry-casa-del-mar","price":1944,"displayLabel":"Apple exact-date quote: $1,944 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-hyatt-ziva-los-cabos","price":2178,"displayLabel":"Apple exact-date quote: $2,178 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-riu-palace-cabo-san-lucas","price":1529,"displayLabel":"Apple exact-date quote: $1,529 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-riu-palace-baja-california","price":1597,"displayLabel":"Apple exact-date quote: $1,597 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-me-cabo-by-melia","price":1533,"displayLabel":"Apple exact-date quote: $1,533 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-paradisus-los-cabos","price":1722,"displayLabel":"Apple exact-date quote: $1,722 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-hard-rock-los-cabos","price":3343,"displayLabel":"Apple exact-date quote: $3,343 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/"},{"seedKey":"hotel-solmar-resort","price":185,"displayLabel":"KAYAK exact-date quote: $185/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"seedKey":"hotel-tesoro-los-cabos","price":250,"displayLabel":"KAYAK exact-date quote: $250/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"seedKey":"hotel-grand-solmar-lands-end","price":712,"displayLabel":"KAYAK exact-date quote: $712/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"seedKey":"hotel-comfort-inn-suites-los-cabos","price":129,"displayLabel":"KAYAK exact-date quote: $129/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"seedKey":"hotel-capital-o-hotel-dos-mares","price":48,"displayLabel":"KAYAK exact-date quote: $48/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"seedKey":"hotel-villa-del-palmar-beach-resort-cabo-san-lucas","price":460,"displayLabel":"KAYAK exact-date quote: $460/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"},{"seedKey":"hotel-esperanza-auberge-collection","price":3243,"displayLabel":"KAYAK exact-date quote: $3,243/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/"}]}
 {"checkedAt":"2026-04-30T18:56:51.596Z","materialChanges":[{"seedKey":"all-gathered-options","changeUsd":null,"summary":"Normalized 40 gathered price points across budget, excursion, golf, hotel, itinerary, nightlife."}],"newOptions":[],"loginRequiredSources":["Costco Travel"],"reportSummary":"Normalized all gathered Cabo price points with stable seed keys, numeric prices, bookingType, priceBasis, and component metadata so the app can parse and display them consistently.","optionPrices":[{"seedKey":"budget-option-balanced","price":1677,"displayLabel":"12 guys about $1,677 pp","category":"budget","source":"Seed baseline","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/seed-data.js","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Normalized from gathered Seed baseline data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"budget-option-budget","price":1392,"displayLabel":"12 guys about $1,392 pp","category":"budget","source":"Seed baseline","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/seed-data.js","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Normalized from gathered Seed baseline data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"budget-option-splurge","price":2289,"displayLabel":"12 guys about $2,289 pp","category":"budget","source":"Seed 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rate","category":"excursion","source":"Cabo Villas","sourceUrl":"https://www.cabovillas.com/water-tours/cabo-sailing","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["excursion"],"excludedComponents":["flight","hotel","golf","nightlife"],"availability":"available","decisionNote":"Normalized from gathered Cabo Villas data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"excursion-whale-private","price":1504,"displayLabel":"From $1,504 total","category":"excursion","source":"Cabo Adventures","sourceUrl":"https://www.cabo-adventures.com/en/tours/private-cabo/","bookingType":"standalone","priceBasis":"perGroup","includedComponents":["excursion"],"excludedComponents":["flight","hotel","golf","nightlife"],"availability":"available","decisionNote":"Normalized from gathered Cabo Adventures data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"excursion-whale-public","price":76,"displayLabel":"From $76","category":"excursion","source":"Cabo Adventures","sourceUrl":"https://www.cabo-adventures.com/en/","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["excursion"],"excludedComponents":["flight","hotel","golf","nightlife"],"availability":"available","decisionNote":"Normalized from gathered Cabo Adventures data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"golf-palmilla","price":194.53,"displayLabel":"Twilight 18-hole rate from $194.53","category":"golf","source":"Cabo Villas","sourceUrl":"https://www.cabovillas.com/golf/palmilla","bookingType":"standalone","priceBasis":"perRound","includedComponents":["golf"],"excludedComponents":["flight","hotel","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered Cabo Villas data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"golf-quivira","price":306,"displayLabel":"Summer twilight rate from $306","category":"golf","source":"Quivira Los 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$48/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-comfort-inn-suites-los-cabos","price":129,"displayLabel":"KAYAK exact-date quote: $129/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-dreams-los-cabos","price":1757,"displayLabel":"Apple exact-date quote: $1,757 pp","category":"hotel","source":"Apple 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$3,243/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-grand-fiesta","price":2111,"displayLabel":"Apple exact-date quote: $2,111 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-grand-fiesta","price":212,"displayLabel":"Deals from $212/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/Cabo-San-Lucas-Hotels-Grand-Fiesta-Americana-Los-Cabos-Golf-Spa.331383.ksp","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"hotel-grand-solmar-lands-end","price":712,"displayLabel":"KAYAK exact-date quote: $712/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-hard-rock-los-cabos","price":3343,"displayLabel":"Apple exact-date quote: $3,343 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-hyatt-ziva-los-cabos","price":2178,"displayLabel":"Apple exact-date quote: $2,178 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-me-cabo-by-melia","price":1533,"displayLabel":"Apple exact-date quote: $1,533 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-paradisus-los-cabos","price":1722,"displayLabel":"Apple exact-date quote: $1,722 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-riu-palace-baja-california","price":1597,"displayLabel":"Apple exact-date quote: $1,597 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-riu-palace-cabo-san-lucas","price":1529,"displayLabel":"Apple exact-date quote: $1,529 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-secrets","price":2005.8,"displayLabel":"$2,005.80 per traveler / $4,011.60 total","category":"hotel","source":"Costco Travel","sourceUrl":"https://costcotravel.com/h=1014","bookingType":"package","priceBasis":"perTraveler","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Costco Travel data captured on 2026-04-30T17:10:23Z."},{"seedKey":"hotel-secrets","price":335,"displayLabel":"KAYAK exact-date room rate: $335/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-solmar-resort","price":185,"displayLabel":"KAYAK exact-date quote: $185/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-tesoro-los-cabos","price":250,"displayLabel":"KAYAK exact-date quote: $250/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-villa-del-palmar-beach-resort-cabo-san-lucas","price":460,"displayLabel":"KAYAK exact-date quote: $460/night","category":"hotel","source":"KAYAK","sourceUrl":"https://www.kayak.com/","bookingType":"standalone","priceBasis":"perNight","includedComponents":["hotel"],"excludedComponents":["flight","golf","nightlife","excursion"],"availability":"available","decisionNote":"Normalized from gathered KAYAK data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-zoetry-casa-del-mar","price":1944,"displayLabel":"Apple exact-date quote: $1,944 pp","category":"hotel","source":"Apple Vacations","sourceUrl":"https://www.applevacations.com/","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Apple Vacations data captured on 2026-04-30T18:15:42Z."},{"seedKey":"hotel-zoetry-casa-del-mar","price":1717.42,"displayLabel":"$1,717.42 per traveler / $3,434.85 total","category":"hotel","source":"Costco 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Delta Main Basic, 1 carry-on included."},{"seedKey":"flight-ont-sjd-kayak-cheapest","price":412,"displayLabel":"ONT to SJD cheapest on KAYAK: $412 pp, Volaris, 1 stop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/ONT-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Cheapest exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. Volaris, 1 stop via GDL."},{"seedKey":"flight-ont-sjd-kayak-best","price":413,"displayLabel":"ONT to SJD best on KAYAK: $413 pp, Volaris, 1 stop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/ONT-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Best exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. Volaris, 1 stop via GDL."},{"seedKey":"flight-ont-sjd-kayak-quickest","price":827,"displayLabel":"ONT to SJD quickest on KAYAK: $827 pp, United, 1 stop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/ONT-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Quickest exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. United with 1 stop, 1 carry-on included."},{"seedKey":"itinerary-budget","price":1139,"displayLabel":"12 guys about $1,139 pp","category":"itinerary","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"itinerary-balanced","price":1764,"displayLabel":"12 guys about $1,764 pp","category":"itinerary","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"itinerary-splurge","price":2658,"displayLabel":"12 guys about $2,658 pp","category":"itinerary","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"budget-option-budget","price":1139,"displayLabel":"12 guys about $1,139 pp","category":"budget","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"budget-option-balanced","price":1764,"displayLabel":"12 guys about $1,764 pp","category":"budget","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"budget-option-splurge","price":2658,"displayLabel":"12 guys about $2,658 pp","category":"budget","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."}],"derivedItineraries":[{"seedKey":"itinerary-budget","tier":"Budget","perPerson":1139,"groupSize":12,"groupTotal":13668,"components":["flight","hotel","golf","nightlife","excursion"],"assumptions":["Flight: KAYAK LAX cheapest at $273 pp (Viva, 1 stop)","Hotel: Comfort Inn & Suites Los Cabos at $129/night, modeled as 2 per room for 4 nights","Golf: Palmilla twilight from $194.53","Excursion: public whale watch from $76 pp","Nightlife: Mango Deck deposit $40 pp","Food + drinks buffer: $275; 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+
+{"checkedAt":"2026-05-01T03:57:19.251Z","materialChanges":[{"seedKey":"snapshot-refresh","changeUsd":null,"summary":"Revalidated current live Cabo prices with no material changes since the prior run."}],"newOptions":[],"loginRequiredSources":["Costco Travel"],"reportSummary":"Fresh live revalidation of the Cabo price-watch snapshot; no material changes were detected, so the current budget, balanced, and splurge inputs remain the active baseline.","optionPrices":[{"seedKey":"excursion-atv","price":78,"displayLabel":"About $78-$91 before add-ons","category":"excursion","source":"Cabo Adventures","sourceUrl":"https://www.cabo-adventures.com/en/tour/atv-desert-adventure/","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["excursion"],"excludedComponents":["flight","hotel","golf","nightlife"],"availability":"available","decisionNote":"Normalized from gathered Cabo Adventures data captured on 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Bash","sourceUrl":"https://www.cabobash.com/nightlife.html","bookingType":"package","priceBasis":"perPerson","includedComponents":["flight","hotel"],"excludedComponents":["golf","nightlife","excursion","incidentals"],"availability":"available","decisionNote":"Normalized from gathered Cabo Bash data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"nightlife-mango-deck","price":40,"displayLabel":"Deposit per person","category":"nightlife","source":"Cabo Bash","sourceUrl":"https://www.cabobash.com/day-clubs.html","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["nightlife"],"excludedComponents":["flight","hotel","golf","excursion"],"availability":"available","decisionNote":"Normalized from gathered Cabo Bash data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"nightlife-taboo","price":884,"displayLabel":"Pool island for 4 guests","category":"nightlife","source":"Cabo Bash","sourceUrl":"https://www.cabobash.com/day-clubs.html","bookingType":"standalone","priceBasis":"perTable","includedComponents":["nightlife"],"excludedComponents":["flight","hotel","golf","excursion"],"availability":"available","decisionNote":"Normalized from gathered Cabo Bash data captured on 2026-04-30T16:17:23.950Z."},{"seedKey":"flight-lax-sjd-kayak-cheapest","price":273,"displayLabel":"LAX to SJD cheapest on KAYAK: $273 pp, Viva, 1 stop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/LAX-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Cheapest exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. Viva, 1 stop via MTY, no carry-on or checked bag included."},{"seedKey":"flight-lax-sjd-kayak-best","price":380,"displayLabel":"LAX to SJD best on KAYAK: $380 pp, Alaska, nonstop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/LAX-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Best exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. Alaska nonstop both ways, 1 carry-on included."},{"seedKey":"flight-lax-sjd-kayak-delta-nonstop","price":377,"displayLabel":"LAX to SJD Delta nonstop alternative: $377 pp","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/LAX-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Strong nonstop alternative found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. Delta Main Basic, 1 carry-on included."},{"seedKey":"flight-ont-sjd-kayak-cheapest","price":412,"displayLabel":"ONT to SJD cheapest on KAYAK: $412 pp, Volaris, 1 stop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/ONT-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Cheapest exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. Volaris, 1 stop via GDL."},{"seedKey":"flight-ont-sjd-kayak-best","price":413,"displayLabel":"ONT to SJD best on KAYAK: $413 pp, Volaris, 1 stop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/ONT-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Best exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. Volaris, 1 stop via GDL."},{"seedKey":"flight-ont-sjd-kayak-quickest","price":827,"displayLabel":"ONT to SJD quickest on KAYAK: $827 pp, United, 1 stop","category":"flight","source":"KAYAK","sourceUrl":"https://www.kayak.com/flights/ONT-SJD/2027-02-03/2027-02-07?sort=bestflight_a","bookingType":"standalone","priceBasis":"perPerson","includedComponents":["flight"],"excludedComponents":["hotel","golf","nightlife","excursion"],"availability":"available","decisionNote":"Quickest exact-date result found on 2026-04-30 for Feb 3, 2027 to Feb 7, 2027. United with 1 stop, 1 carry-on included."},{"seedKey":"itinerary-budget","price":1139,"displayLabel":"12 guys about $1,139 pp","category":"itinerary","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"itinerary-balanced","price":1764,"displayLabel":"12 guys about $1,764 pp","category":"itinerary","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"itinerary-splurge","price":2658,"displayLabel":"12 guys about $2,658 pp","category":"itinerary","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"budget-option-budget","price":1139,"displayLabel":"12 guys about $1,139 pp","category":"budget","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"budget-option-balanced","price":1764,"displayLabel":"12 guys about $1,764 pp","category":"budget","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."},{"seedKey":"budget-option-splurge","price":2658,"displayLabel":"12 guys about $2,658 pp","category":"budget","source":"Automation derived","sourceUrl":"file:///Users/christopherjohnsisonmayor/Infrastructure/core/repositories/cabo-voting-app/price-watch/history.jsonl","bookingType":"calculated","priceBasis":"perPerson","includedComponents":["flight","hotel","golf","nightlife","excursion"],"excludedComponents":[],"availability":"available","decisionNote":"Derived on 2026-04-30 from live component prices for a 12-person trip."}],"derivedItineraries":[{"seedKey":"itinerary-budget","tier":"Budget","perPerson":1139,"groupSize":12,"groupTotal":13668,"components":["flight","hotel","golf","nightlife","excursion"],"assumptions":["Flight: KAYAK LAX cheapest at $273 pp (Viva, 1 stop)","Hotel: Comfort Inn & Suites Los Cabos at $129/night, modeled as 2 per room for 4 nights","Golf: Palmilla twilight from $194.53","Excursion: public whale watch from $76 pp","Nightlife: Mango Deck deposit $40 pp","Food + drinks buffer: $275; transfer share: about $22"],"summary":"12 guys about $1,139 pp"},{"seedKey":"itinerary-balanced","tier":"Balanced","perPerson":1764,"groupSize":12,"groupTotal":21168,"components":["flight","hotel","golf","nightlife","excursion"],"assumptions":["Hotel + flight package: Costco Dreams Los Cabos at $1,447.80 pp from LAX","Golf: Palmilla twilight from $194.53","Excursion: Cabo Villas public sunset sail from $108.94 pp","Nightlife: Cabo Wabo VIP table share from The Cabo Agency, about $12.92 pp"],"summary":"12 guys about $1,764 pp"},{"seedKey":"itinerary-splurge","tier":"Splurge","perPerson":2658,"groupSize":12,"groupTotal":31896,"components":["flight","hotel","golf","nightlife","excursion"],"assumptions":["Hotel + flight package: Costco Secrets Puerto Los Cabos at $2,005.80 pp from LAX","Golf: Quivira twilight from $306","Excursion: private whale watch share from $125.33 pp","Nightlife: Taboo pool island share from about $221.00 pp"],"summary":"12 guys about $2,658 pp"}],"budgetScenarios":[{"id":"live-budget-8","tier":"Budget","groupSize":8,"perPerson":1150,"groupTotal":9200,"summary":"8 guys about $1,150 pp","notes":["Flight: KAYAK LAX cheapest at $273 pp (Viva, 1 stop)","Hotel: Comfort Inn & Suites Los Cabos at $129/night, modeled as 2 per room for 4 nights","Golf: Palmilla twilight from $194.53","Excursion: public whale watch from $76 pp","Nightlife: Mango Deck deposit $40 pp","Food + drinks buffer: $275; transfer share: about $33"]},{"id":"live-budget-10","tier":"Budget","groupSize":10,"perPerson":1143,"groupTotal":11430,"summary":"10 guys about $1,143 pp","notes":["Flight: KAYAK LAX cheapest at $273 pp (Viva, 1 stop)","Hotel: Comfort Inn & Suites Los Cabos at $129/night, modeled as 2 per room for 4 nights","Golf: Palmilla twilight from $194.53","Excursion: public whale watch from $76 pp","Nightlife: Mango Deck deposit $40 pp","Food + drinks buffer: $275; transfer share: about $26"]},{"id":"live-budget-12","tier":"Budget","groupSize":12,"perPerson":1139,"groupTotal":13668,"summary":"12 guys about $1,139 pp","notes":["Flight: KAYAK LAX cheapest at $273 pp (Viva, 1 stop)","Hotel: Comfort Inn & Suites Los Cabos at $129/night, modeled as 2 per room for 4 nights","Golf: Palmilla twilight from $194.53","Excursion: public whale watch from $76 pp","Nightlife: Mango Deck deposit $40 pp","Food + drinks buffer: $275; transfer share: about $22"]},{"id":"live-balanced-8","tier":"Balanced","groupSize":8,"perPerson":1771,"groupTotal":14168,"summary":"8 guys about $1,771 pp","notes":["Hotel + flight package: Costco Dreams Los Cabos at $1,447.80 pp from LAX","Golf: Palmilla twilight from $194.53","Excursion: Cabo Villas public sunset sail from $108.94 pp","Nightlife: Cabo Wabo VIP table share from The Cabo Agency, about $19.38 pp"]},{"id":"live-balanced-10","tier":"Balanced","groupSize":10,"perPerson":1767,"groupTotal":17670,"summary":"10 guys about $1,767 pp","notes":["Hotel + flight package: Costco Dreams Los Cabos at $1,447.80 pp from LAX","Golf: Palmilla twilight from $194.53","Excursion: Cabo Villas public sunset sail from $108.94 pp","Nightlife: Cabo Wabo VIP table share from The Cabo Agency, about $15.50 pp"]},{"id":"live-balanced-12","tier":"Balanced","groupSize":12,"perPerson":1764,"groupTotal":21168,"summary":"12 guys about $1,764 pp","notes":["Hotel + flight package: Costco Dreams Los Cabos at $1,447.80 pp from LAX","Golf: Palmilla twilight from $194.53","Excursion: Cabo Villas public sunset sail from $108.94 pp","Nightlife: Cabo Wabo VIP table share from The Cabo Agency, about $12.92 pp"]},{"id":"live-splurge-8","tier":"Splurge","groupSize":8,"perPerson":2721,"groupTotal":21768,"summary":"8 guys about $2,721 pp","notes":["Hotel + flight package: Costco Secrets Puerto Los Cabos at $2,005.80 pp from LAX","Golf: Quivira twilight from $306","Excursion: private whale watch share from $188.00 pp","Nightlife: Taboo pool island share from about $221.00 pp"]},{"id":"live-splurge-10","tier":"Splurge","groupSize":10,"perPerson":2727,"groupTotal":27270,"summary":"10 guys about $2,727 pp","notes":["Hotel + flight package: Costco Secrets Puerto Los Cabos at $2,005.80 pp from LAX","Golf: Quivira twilight from $306","Excursion: private whale watch share from $150.40 pp","Nightlife: Taboo pool island share from about $265.20 pp"]},{"id":"live-splurge-12","tier":"Splurge","groupSize":12,"perPerson":2658,"groupTotal":31896,"summary":"12 guys about $2,658 pp","notes":["Hotel + flight package: Costco Secrets Puerto Los Cabos at $2,005.80 pp from LAX","Golf: Quivira twilight from $306","Excursion: private whale watch share from $125.33 pp","Nightlife: Taboo pool island share from about $221.00 pp"]}]}
diff --git a/price-watch/latest-report.md b/price-watch/latest-report.md
index ce50147..ea87a3a 100644
--- a/price-watch/latest-report.md
+++ b/price-watch/latest-report.md
@@ -4,11 +4,7 @@ Checked: 2026-04-30 (America/Los_Angeles)
 
 ## Biggest price changes
 
-- Added exact-date KAYAK flights for LAX to SJD. Cheapest is $273 per person, best nonstop is $380, and Delta nonstop is $377. Source: [KAYAK LAX search](https://www.kayak.com/flights/LAX-SJD/2027-02-03/2027-02-07?sort=bestflight_a)
-- Added exact-date KAYAK flights for ONT to SJD. Cheapest is $412 per person, best is $413, and quickest is $827. Source: [KAYAK ONT search](https://www.kayak.com/flights/ONT-SJD/2027-02-03/2027-02-07?sort=bestflight_a)
-- 12-person budget scenario moved from $1,392 to $1,139 per person after replacing placeholders with live flight, hotel, golf, excursion, and nightlife inputs.
-- 12-person balanced scenario moved from $1,677 to $1,764 per person, mainly because the live Costco Dreams package and Palmilla rate are higher than the old planning assumptions.
-- 12-person splurge scenario moved from $2,289 to $2,658 per person, driven by the live Costco Secrets package, Quivira, private whale watch, and Taboo shares.
+- Fresh revalidation did not surface material changes from the prior live snapshot. The current exact-date flight, hotel, golf, nightlife, and excursion pricing remains the working baseline for the app.
 
 ## Missing prices