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    "travel": {
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      "meal_preference": "Regular (no shellfish)",
      "hotel_preferences": [
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        "High floor",
        "Quiet room"
      ],
      "loyalty_programs": [
        {
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        {
          "program": "Marriott Bonvoy",
          "number": "847293156"
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        {
          "program": "Airbnb",
          "account_linked_to_google": true
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      ],
      "passport_country": "Canada",
      "known_traveller_number": "981234567",
      "nexus_card": "981234567"
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    "communication": {
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      "timezone": "America/Toronto",
      "preferred_contact_method": "Email",
      "notification_preferences": "Email + push, no phone calls"
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    "shopping": {
      "clothing_size": {
        "top": "M",
        "bottom": "8",
        "shoe": "US 8.5"
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      "shipping_preference": "Standard (free) when available",
      "amazon_prime": true
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  "professional_summary": "Senior Software Engineer with 23+ years of experience in full-stack development, distributed systems, and cloud infrastructure. PhD in Computer Science from the University of Toronto. Currently leading a backend team at Pinecrest Technologies Inc., building enterprise data pipeline solutions. Previously built real-time transaction processing systems in FinTech. AWS and Kubernetes certified."
}