{
  "response": {
    "Key": "CTG-MIA",
    "orig": {
      "code": "CTG",
      "type": "airport",
      "city": "Cartagena",
      "fullCity": "Cartagena, Colombia",
      "airport": "Rafael Nuñez Intl Airport"
    },
    "dest": {
      "code": "MIA",
      "type": "airport",
      "city": "Miami",
      "fullCity": "Miami, Florida",
      "airport": "Miami Intl Airport"
    },
    "faq": {
      "q0": {
        "question": "What is the typical flight duration from Cartagena to Miami?",
        "answer": "A nonstop flight from Cartagena (CTG) to Miami (MIA) typically takes about 3 hours 5 minutes to 3 hours 15 minutes. With a layover, often in Bogotá (BOG) or Panama City (PTY), total travel time ranges from 5 to 8 hours. The return flight from Miami to Cartagena is similar, usually around 3 hours 15 minutes nonstop. Airlines like American Airlines and Avianca offer direct flights, with no significant time difference among them."
      },
      "q1": {
        "question": "Are there any direct flights from Cartagena to Miami?",
        "answer": "Yes, there are nonstop flights from Cartagena (CTG) to Miami (MIA), operated by two airlines: American Airlines and Avianca. American Airlines runs multiple daily departures — up to 11 per day spread across the morning and afternoon — while Avianca offers one daily flight departing at 11:50 AM. Both carriers fly the route daily, so nonstop service is available every day of the week.",
        "methodology": "Airlines and weekly frequencies are compiled from our flight-schedule database, which combines published airline timetables, U.S. government schedule data from the Bureau of Transportation Statistics (BTS), and observed flight operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). We count each operating carrier's scheduled weekly departures and the days it flies; where there is no nonstop service, connecting carriers are identified by linking scheduled nonstop segments through common hub airports. Carrier service and weekly frequencies are summarized from our flight-schedule database, which draws on published airline timetables, U.S. government schedule data, and observed operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). Where available, on-time and cancellation rates come from the U.S. Bureau of Transportation Statistics (BTS) Airline On-Time Performance dataset, and typical fares from the U.S. DOT Airline Origin and Destination Survey (DB1B), a quarterly 10% sample of tickets sold. Aircraft types are taken from the equipment each operating carrier schedules on this route, drawn from published airline timetables and airline equipment schedules in our flight-schedule database. They describe typical scheduled aircraft and can vary with seasonal or day-of-week assignments and last-minute equipment swaps. Red-eye flights are identified from scheduled local departure and arrival times in our flight-schedule database — built from published airline timetables and official schedule data, including U.S. Department of Transportation records for domestic routes — flagging services that depart late at night and arrive the following morning; for connecting itineraries the red-eye is based on the timing of the overnight long-haul leg.",
        "toolsUsed": [
          "route_airlines",
          "flight_schedule",
          "route_aircraft",
          "redeye_flights"
        ]
      },
      "q2": {
        "question": "Are there visa requirements to travel from Cartagena to Miami?",
        "answer": "Yes, there are visa requirements for travel from Cartagena to Miami. Colombian citizens need a valid U.S. visa to enter the United States. U.S. citizens do not need a visa to enter Colombia for tourism stays under 90 days. Nationals of other countries may need visas for both the U.S. and Colombia depending on their citizenship. Always check current requirements with the U.S. Department of State and the Colombian Ministry of Foreign Affairs before traveling."
      },
      "q3": {
        "question": "What are the ground transportation options in Miami?",
        "answer": "Miami International Airport (MIA) is about eight miles west of downtown Miami. The Metrorail Orange Line connects the airport to the city center in roughly fifteen to twenty minutes and is the most cost-effective option. The Miami Beach Airport Express bus serves South Beach but is slower. Taxis and ride-share services like Uber and Lyft are widely available, offering door-to-door convenience with trips to downtown taking fifteen to thirty minutes depending on traffic. Car rentals are plentiful at the airport and are popular for exploring South Florida, though parking downtown can be expensive. Most visitors heading directly to downtown or Brickell use ride-share or taxis for convenience, while budget-conscious travelers opt for the Metrorail."
      },
      "q4": {
        "question": "When is the cheapest time to fly from Cartagena to Miami?",
        "answer": "The cheapest months to fly from Cartagena to Miami are April (average $325), March ($336), and May ($381), while the most expensive are December (average $652), January ($538), and November ($479). The low season generally spans March through June, with prices rising through the shoulder months of July to October and peaking during the high season from November to February.",
        "methodology": "This 'good deal' estimate shows a representative best price for each departure date across roughly a 12-month window (about 3 months back and 9 months forward). It is built from real flight prices found by Priceline users searching this route, accumulated into a price history for each departure date. Rather than weighting all of that history equally, we apply exponential time decay so recent prices dominate — a price seen yesterday counts almost in full, one from about a month ago roughly a third, and prices from a few months back very little — giving a figure that tracks today's market instead of a stale long-run average. Clear price outliers are removed before any calculation, departure dates with no observations are filled in from nearby dates, and the resulting curve is lightly smoothed so it reads as a clean seasonal trend rather than day-to-day noise. For this route, fares for the requested travel direction were unavailable, so the pattern shown is derived from the reverse direction, which shares the same seasonal demand cycle.",
        "relevant": true,
        "toolsUsed": [
          "seasonal_prices"
        ]
      },
      "q5": {
        "question": "How far in advance should I book tickets from Cartagena to Miami?",
        "answer": "For the Cartagena (CTG) to Miami (MIA) route, the optimal booking window is roughly 4 to 6 weeks before departure, where average fares sit around $441, with the single cheapest day at 30 days out ($440). Booking last-minute (0–5 days) pushes prices above $500, while booking more than 10–12 weeks ahead offers little additional savings. Around summer and holiday peak periods, that ideal window may shift earlier by a couple of weeks as demand fills seats faster.",
        "methodology": "Airlines and weekly frequencies are compiled from our flight-schedule database, which combines published airline timetables, U.S. government schedule data from the Bureau of Transportation Statistics (BTS), and observed flight operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). We count each operating carrier's scheduled weekly departures and the days it flies; where there is no nonstop service, connecting carriers are identified by linking scheduled nonstop segments through common hub airports. This booking-window guidance is built from the same real flight prices found by Priceline users searching this route, re-grouped by how many days before departure each price was seen (from the departure day out to about 180 days ahead) across the route's price history. At each booking lead time we report the 25th-percentile price — the cheaper end of what travelers were quoted, rather than the rock-bottom minimum (which can be a fluke) or the average (which is pulled up by expensive last-minute fares). The buy-or-wait advice then applies a risk premium that grows as departure approaches, since seat availability shrinks and prices become less predictable; using that adjusted curve we flag windows where waiting is likely to save a meaningful amount (at least $20 or 5%) versus windows where booking now is the better call. Isolated single-day recommendations are filtered out, so the advice only reflects a window that holds for several days in a row.",
        "toolsUsed": [
          "route_airlines",
          "booking_timing"
        ]
      },
      "q6": {
        "question": "Are overnight (red‑eye) flights available from Cartagena to Miami?",
        "answer": "There are no nonstop red‑eye flights from Cartagena (CTG) to Miami (MIA). However, connecting overnight itineraries are available — for example via Bogotá (BOG) on Avianca, where the overnight leg BOG→MIA departs around 10:55 PM and arrives about 3:45 AM, or via Medellín (MDE) on Avianca with a similar late‑night departure and early‑morning arrival.",
        "methodology": "Red-eye flights are identified from scheduled local departure and arrival times in our flight-schedule database — built from published airline timetables and official schedule data, including U.S. Department of Transportation records for domestic routes — flagging services that depart late at night and arrive the following morning; for connecting itineraries the red-eye is based on the timing of the overnight long-haul leg.",
        "toolsUsed": [
          "redeye_flights"
        ]
      },
      "q7": {
        "question": "Which airlines usually operate this route from Cartagena to Miami?",
        "answer": "Nonstop flights from Cartagena to Miami are operated by American Airlines and Avianca. American Airlines offers the most frequent service with multiple daily departures and a median fare around $640, while Avianca operates one daily flight with a median fare around $430.",
        "methodology": "Airlines and weekly frequencies are compiled from our flight-schedule database, which combines published airline timetables, U.S. government schedule data from the Bureau of Transportation Statistics (BTS), and observed flight operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). We count each operating carrier's scheduled weekly departures and the days it flies; where there is no nonstop service, connecting carriers are identified by linking scheduled nonstop segments through common hub airports. Where a median fare is shown for a carrier, it reflects the real fares Priceline users found on this route in the last 72 hours.",
        "relevant": true,
        "toolsUsed": [
          "route_airlines"
        ]
      },
      "q8": {
        "question": "If I need a connection, what are common layover cities between Cartagena and Miami?",
        "answer": "Common layover cities between Cartagena and Miami include Bogotá and Panama City, which offer frequent connections and efficient transfers. Bogotá is a major hub for Avianca with many flights, while Panama City's Tocumen Airport provides streamlined transit and extensive regional connectivity. These hubs keep total travel time competitive, often adding only a few hours compared to non‑stop options."
      },
      "q9": {
        "question": "How reliable are on‑time departures on this route from Cartagena to Miami?",
        "answer": "On-time performance is generally consistent, though afternoon thunderstorms in both cities can cause delays. Early morning departures, particularly on Avianca and American Airlines, tend to have the best reliability."
      },
      "q10": {
        "question": "Which months have the best weather for traveling to Miami?",
        "answer": "November to April offers warm, sunny days with lower humidity and fewer tourists than summer."
      },
      "q11": {
        "question": "What documents should I bring with me to the airport when flying from Cartagena to Miami?",
        "answer": "Bring a passport valid for at least six months, a valid U.S. visa or ESTA if applicable, proof of onward travel, and a payment method for baggage. Vaccination certificates are not required for entry."
      },
      "q12": {
        "question": "Which airport should I use in Miami?",
        "answer": "Miami International Airport is the primary choice for flights from Cartagena, serving as a major hub for American Airlines and other carriers with direct connections. It is located about 13 kilometers west of downtown Miami and South Beach, offering the most international routes. Fort Lauderdale-Hollywood International Airport is an alternative about 34 kilometers north of Miami, often used by low-cost carriers and for potentially cheaper fares, but it is farther from Miami's main attractions."
      },
      "q13": {
        "question": "How do I get to Rafael Nuñez Intl Airport from the city center?",
        "answer": "From downtown Cartagena to Rafael Núñez Airport, taxis are the most popular and take about 15–20 minutes at a moderate cost. Buses and colectivos are cheaper but less direct. Rideshares are limited, and driving with parking is possible but unnecessary."
      },
      "q14": {
        "question": "Are there hotels or sleeping facilities at Miami airport?",
        "answer": "Miami International Airport has an on-site hotel, the Miami International Airport Hotel, located inside Terminal E near Concourse E, no shuttle required. There are no capsule hotels or sleeping pods. Many nearby hotels offer free shuttle service, including Embassy Suites, Sheraton, and Hilton Miami Airport Blue Lagoon."
      },
      "q15": {
        "question": "Are there currency exchange offices, prayer rooms and Wi‑Fi at Miami Intl Airport?",
        "answer": "Yes. Miami International Airport has currency exchange offices in all terminals, an interfaith chapel on the fourth floor of Terminal D and free Wi‑Fi throughout the airport."
      },
      "q16": {
        "question": "Are there accessible services or children's facilities at the Cartagena and Miami airports?",
        "answer": "Cartagena Rafael Núñez Airport offers wheelchair assistance and accessible restrooms; request help through your airline at least 48 hours before departure. Children’s play areas are not available. Miami International Airport provides wheelchair assistance, accessible facilities, and a family lounge in Concourse E with play areas for children; also request assistance 48 hours in advance."
      },
      "q17": {
        "question": "What aircraft are typically used on flights from Cartagena to Miami?",
        "answer": "Nonstop flights from Cartagena (CTG) to Miami (MIA) are operated by American Airlines using Boeing 737-800 aircraft, based on schedule data. Connecting itineraries most often route through Bogotá (BOG) on LATAM or Avianca with Airbus A320-family aircraft, or through Panama City (PTY) on Copa Airlines with Boeing 737-800 and 737 MAX variants; the exact aircraft can vary by day and airline. Wi-Fi and seatback entertainment are widely available on these carriers, though the specific features depend on the individual plane and cabin.",
        "methodology": "Aircraft types are taken from the equipment each operating carrier schedules on this route, drawn from published airline timetables and airline equipment schedules in our flight-schedule database. They describe typical scheduled aircraft and can vary with seasonal or day-of-week assignments and last-minute equipment swaps.",
        "toolsUsed": [
          "route_aircraft"
        ]
      },
      "q18": {
        "question": "Which airline alliances serve flights from Cartagena to Miami?",
        "answer": "The nonstop Cartagena–Miami route is served by American Airlines (oneworld) and Avianca (Star Alliance), with American operating up to twelve daily flights and Avianca one daily flight. No unaligned carriers appear on the nonstop schedule; other alliances may serve the route via connections, but the direct service is limited to oneworld and Star Alliance through these two airlines.",
        "methodology": "Airlines and weekly frequencies are compiled from our flight-schedule database, which combines published airline timetables, U.S. government schedule data from the Bureau of Transportation Statistics (BTS), and observed flight operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). We count each operating carrier's scheduled weekly departures and the days it flies; where there is no nonstop service, connecting carriers are identified by linking scheduled nonstop segments through common hub airports.",
        "toolsUsed": [
          "route_airlines"
        ]
      },
      "q20": {
        "question": "What are the best airport lounge options when departing from Cartagena?",
        "answer": "At Cartagena's Rafael Núñez International Airport, the Avianca Sala VIP is the primary lounge, accessible to Avianca business class passengers, LifeMiles elite members, and Priority Pass holders. It offers complimentary snacks, beverages, and Wi‑Fi in a quiet setting. An independent lounge, the CTG VIP Lounge, also accepts Priority Pass and provides basic refreshments and seating."
      },
      "q21": {
        "question": "What is the baggage allowance on this route from Cartagena to Miami?",
        "answer": "Baggage allowance on flights from Cartagena to Miami depends on the airline and fare type. Basic economy fares are restrictive and may not include a checked bag. Standard international economy fares typically include one free checked bag and a carry‑on. Premium cabins offer more generous allowances."
      },
      "q22": {
        "question": "What cabin and seat options are typical from Cartagena to Miami?",
        "answer": "Flights from Cartagena to Miami typically offer Economy and, on some airlines, flat-bed Business class; Premium Economy is uncommon on this short route."
      },
      "q23": {
        "question": "Are same‑day changes or standby possible on this route?",
        "answer": "Policies vary by airline and fare; flexible and premium tickets typically allow same‑day changes or standby, while Basic Economy and restricted fares generally do not."
      },
      "q24": {
        "question": "What are the cheapest days and times to fly from Cartagena to Miami?",
        "answer": "The cheapest day to fly from Cartagena to Miami is Tuesday with an average fare of $676, while Sunday is the most expensive at $752. Midday departures offer the lowest minimum fare at $332, making it the cheapest time of day to fly.",
        "methodology": "The cheapest day of the week and time of day to depart are drawn from the same large sample of real fares Priceline users found on this route in the last 72 hours, grouped by the day of the week and by the time-of-day window of the outbound departure, with the lowest and average price reported for each.",
        "relevant": true,
        "toolsUsed": [
          "departure_timing"
        ]
      },
      "q25": {
        "question": "What is a good price for a flight from Cartagena to Miami?",
        "answer": "A good price for a flight from Cartagena to Miami is under $421, which is considered a great deal. The typical fare on this route is around $660, with prices commonly ranging from $400 to $800.",
        "methodology": "The typical price, the lowest fare, a 'great deal' threshold, and how fares are spread across price bands are summarized from a large sample of the real fares Priceline users found on this route in the last 72 hours, with a small fraction of extreme outlier fares excluded from the range.",
        "relevant": true,
        "toolsUsed": [
          "price_context"
        ]
      }
    }
  }
}