{
  "apiVersion": 1,
  "self": "https://washindex.com/api/cities/suwanee-ga.json",
  "humanUrl": "https://washindex.com/car-wash-cities/suwanee-ga",
  "msaApiUrl": "https://washindex.com/api/msas/atlanta.json",
  "msaHumanUrl": "https://washindex.com/car-wash-markets/atlanta",
  "apiRoot": "https://washindex.com/api/index.json",
  "glossary": "https://washindex.com/glossary",
  "methodology": "https://washindex.com/methodology",
  "notice": "Stripped field: mapSvg (available in the HTML page). Includes places[] (per-location), formatStats[], chainsRanked[], scatter[], incomeBuckets[], zips[]. See the methodology page for field definitions.",
  "slug": "suwanee-ga",
  "name": "Suwanee",
  "state": "GA",
  "msa": {
    "slug": "atlanta",
    "name": "Atlanta",
    "fullName": "Atlanta-Sandy Springs-Roswell, GA"
  },
  "generatedAt": "2026-05-20T08:56:44.422Z",
  "summary": {
    "totalLocations": 9,
    "totalChains": 5,
    "independentLocationCount": 3,
    "totalReviews": 5015,
    "scoredReviews": 2530,
    "weightedAvgRating": 4.489690927218345,
    "damageRate": 0.015019762845849802,
    "membershipMentionRate": 0.10434782608695652,
    "membershipCancellationRate": 0.12121212121212122,
    "upsellPressureRate": 0.0031620553359683794,
    "zipsWithIncomeData": 1,
    "medianHouseholdIncomeWeighted": 140264
  },
  "aspectScores": {
    "price": 0.21171171171171171,
    "wait_time": 0.5454545454545454,
    "result_quality": 0.8290398126463701,
    "staff": 0.8953722334004024,
    "equipment_working": 0.125,
    "cleanliness_of_facility": 0.8561151079136691,
    "membership_value": 0.3567251461988304
  },
  "formatStats": [
    {
      "format": "express_tunnel",
      "locationCount": 4,
      "reviewsCount": 2941,
      "scoredReviews": 1891,
      "avgRating": 4.666541992519551,
      "damageRate": 0.012162876784769964,
      "cancellationRate": 0.12871287128712872
    },
    {
      "format": "full_service",
      "locationCount": 2,
      "reviewsCount": 1658,
      "scoredReviews": 451,
      "avgRating": 4.228588661037395,
      "damageRate": 0.03325942350332594,
      "cancellationRate": 0.10909090909090909
    },
    {
      "format": "inbay_automatic",
      "locationCount": 2,
      "reviewsCount": 241,
      "scoredReviews": 22,
      "avgRating": 3.7572614107883817,
      "damageRate": 0,
      "cancellationRate": null
    },
    {
      "format": "detail_shop",
      "locationCount": 1,
      "reviewsCount": 175,
      "scoredReviews": 166,
      "avgRating": 5,
      "damageRate": 0,
      "cancellationRate": 0
    }
  ],
  "chainsRanked": [
    {
      "name": "bp",
      "locationCount": 2,
      "reviewsCount": 241,
      "scoredReviews": 22,
      "avgRating": 3.7572614107883817,
      "damageRate": 0,
      "cancellationRate": null,
      "membershipMentionRate": 0,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": -0.25,
        "wait_time": null,
        "result_quality": null,
        "staff": 0.1111111111111111,
        "equipment_working": -1,
        "cleanliness_of_facility": -0.2,
        "membership_value": null
      }
    },
    {
      "name": "Refresh Car Wash Milton",
      "locationCount": 1,
      "reviewsCount": 1158,
      "scoredReviews": 396,
      "avgRating": 4.5,
      "damageRate": 0.025252525252525252,
      "cancellationRate": 0.09259259259259259,
      "membershipMentionRate": 0.13636363636363635,
      "upsellPressureRate": 0.010101010101010102,
      "aspectScores": {
        "price": -0.26,
        "wait_time": 0.35294117647058826,
        "result_quality": 0.7442622950819672,
        "staff": 0.793233082706767,
        "equipment_working": -1,
        "cleanliness_of_facility": 1,
        "membership_value": 0.5238095238095238
      }
    },
    {
      "name": "Home Run Derby Car Wash",
      "locationCount": 1,
      "reviewsCount": 274,
      "scoredReviews": 208,
      "avgRating": 4.8,
      "damageRate": 0.009615384615384616,
      "cancellationRate": 0.11764705882352941,
      "membershipMentionRate": 0.08173076923076923,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": 0.8260869565217391,
        "wait_time": 1,
        "result_quality": 0.7906976744186046,
        "staff": 0.9382716049382716,
        "equipment_working": 0.5,
        "cleanliness_of_facility": 1,
        "membership_value": 0.6
      }
    },
    {
      "name": "Ultra Car Wash",
      "locationCount": 1,
      "reviewsCount": 1219,
      "scoredReviews": 435,
      "avgRating": 4.5,
      "damageRate": 0.009195402298850575,
      "cancellationRate": 0.2,
      "membershipMentionRate": 0.06896551724137931,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": 0.375,
        "wait_time": 0.8,
        "result_quality": 0.8115942028985508,
        "staff": 0.9147540983606557,
        "equipment_working": 0.14285714285714285,
        "cleanliness_of_facility": 0.75,
        "membership_value": 0
      }
    },
    {
      "name": "Wash Factory Express",
      "locationCount": 1,
      "reviewsCount": 134,
      "scoredReviews": 61,
      "avgRating": 4.6,
      "damageRate": 0.04918032786885246,
      "cancellationRate": 0.1,
      "membershipMentionRate": 0.16393442622950818,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": 0,
        "wait_time": 1,
        "result_quality": 0.8157894736842105,
        "staff": 0.6666666666666666,
        "equipment_working": 0.5555555555555556,
        "cleanliness_of_facility": 1,
        "membership_value": 0
      }
    }
  ],
  "zips": [
    {
      "zip": "30024",
      "income": 140264,
      "population": 84252,
      "homeValue": null,
      "locationCount": 9,
      "reviewsCount": 5015,
      "totalScoreWeighted": 22515.800000000003,
      "avgRating": 4.489690927218345,
      "formats": {
        "full_service": 2,
        "express_tunnel": 4,
        "detail_shop": 1,
        "inbay_automatic": 2
      }
    }
  ],
  "incomeBuckets": [
    {
      "label": "Under $50K",
      "min": 0,
      "max": 50000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$50K – $75K",
      "min": 50000,
      "max": 75000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$75K – $100K",
      "min": 75000,
      "max": 100000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$100K – $150K",
      "min": 100000,
      "max": 150000,
      "zips": 1,
      "locations": 9,
      "reviewsCount": 5015,
      "totalScoreWeighted": 22515.800000000003,
      "avgRating": 4.489690927218345,
      "formats": {
        "full_service": 2,
        "express_tunnel": 4,
        "detail_shop": 1,
        "inbay_automatic": 2
      }
    },
    {
      "label": "$150K+",
      "min": 150000,
      "max": null,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    }
  ],
  "scatter": [
    {
      "placeId": "ChIJh5l3toWX9YgRbQP-05raWSE",
      "title": "Squeaky's Car Wash and Service Center",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 3.6,
      "reviewsCount": 500,
      "income": 140264,
      "format": "full_service",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJ-R46nXWZ9YgROV5oWqF9-kM",
      "title": "California Hand Wash - Johns Creek",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 4.5,
      "reviewsCount": 1158,
      "income": 140264,
      "format": "full_service",
      "chain": "Refresh Car Wash Milton"
    },
    {
      "placeId": "ChIJGWk5c2699YgRCMj_aHwhssQ",
      "title": "Home Run Derby Car Wash",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 4.8,
      "reviewsCount": 274,
      "income": 140264,
      "format": "express_tunnel",
      "chain": "Home Run Derby Car Wash"
    },
    {
      "placeId": "ChIJa0-CrkmW9YgRsni_hUR5d4U",
      "title": "Ultra Car Wash",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 4.5,
      "reviewsCount": 1219,
      "income": 140264,
      "format": "express_tunnel",
      "chain": "Ultra Car Wash"
    },
    {
      "placeId": "ChIJtYVNpDW99YgRavpZCBhgq9c",
      "title": "Orbit Car Wash",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 4.8,
      "reviewsCount": 1314,
      "income": 140264,
      "format": "express_tunnel",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJ_cmNBxKZ9YgR_SSddftrYVI",
      "title": "Wash Factory Johns Creek",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 4.6,
      "reviewsCount": 134,
      "income": 140264,
      "format": "express_tunnel",
      "chain": "Wash Factory Express"
    },
    {
      "placeId": "ChIJq-JXciOb9YgR-SxDoHxucEE",
      "title": "X-Detailing",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 5,
      "reviewsCount": 175,
      "income": 140264,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJBd8Gnw6X9YgRU4ij6AGzDfI",
      "title": "bp",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 3.9,
      "reviewsCount": 69,
      "income": 140264,
      "format": "inbay_automatic",
      "chain": "bp"
    },
    {
      "placeId": "ChIJ3bgvdjmW9YgRX_89qsuN8RE",
      "title": "bp",
      "city": "Suwanee",
      "zip": "30024",
      "rating": 3.7,
      "reviewsCount": 172,
      "income": 140264,
      "format": "inbay_automatic",
      "chain": "bp"
    }
  ],
  "places": [
    {
      "placeId": "ChIJtYVNpDW99YgRavpZCBhgq9c",
      "title": "Orbit Car Wash",
      "street": "1205 Old Peachtree Rd NW",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.0031419,
      "lng": -84.083148,
      "totalScore": 4.8,
      "reviewsCount": 1314,
      "scoredReviews": 1187,
      "format": "express_tunnel",
      "chain": null,
      "income": 140264
    },
    {
      "placeId": "ChIJa0-CrkmW9YgRsni_hUR5d4U",
      "title": "Ultra Car Wash",
      "street": "3121 Lawrenceville-Suwanee Rd",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.0333036,
      "lng": -84.0500414,
      "totalScore": 4.5,
      "reviewsCount": 1219,
      "scoredReviews": 435,
      "format": "express_tunnel",
      "chain": "Ultra Car Wash",
      "income": 140264
    },
    {
      "placeId": "ChIJ-R46nXWZ9YgROV5oWqF9-kM",
      "title": "California Hand Wash - Johns Creek",
      "street": "4085 Johns Creek Pkwy",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.0718913,
      "lng": -84.1647594,
      "totalScore": 4.5,
      "reviewsCount": 1158,
      "scoredReviews": 396,
      "format": "full_service",
      "chain": "Refresh Car Wash Milton",
      "income": 140264
    },
    {
      "placeId": "ChIJh5l3toWX9YgRbQP-05raWSE",
      "title": "Squeaky's Car Wash and Service Center",
      "street": "1185 Peachtree Industrial Blvd",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.0475436,
      "lng": -84.0948399,
      "totalScore": 3.6,
      "reviewsCount": 500,
      "scoredReviews": 55,
      "format": "full_service",
      "chain": null,
      "income": 140264
    },
    {
      "placeId": "ChIJGWk5c2699YgRCMj_aHwhssQ",
      "title": "Home Run Derby Car Wash",
      "street": "2130 Lawrenceville-Suwanee Rd",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.0028601,
      "lng": -84.0410899,
      "totalScore": 4.8,
      "reviewsCount": 274,
      "scoredReviews": 208,
      "format": "express_tunnel",
      "chain": "Home Run Derby Car Wash",
      "income": 140264
    },
    {
      "placeId": "ChIJq-JXciOb9YgR-SxDoHxucEE",
      "title": "X-Detailing",
      "street": "430 Fairpointe Pl",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.1223419,
      "lng": -84.1244149,
      "totalScore": 5,
      "reviewsCount": 175,
      "scoredReviews": 166,
      "format": "detail_shop",
      "chain": null,
      "income": 140264
    },
    {
      "placeId": "ChIJ3bgvdjmW9YgRX_89qsuN8RE",
      "title": "bp",
      "street": "2890 Lawrenceville-Suwanee Rd",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.026934,
      "lng": -84.045783,
      "totalScore": 3.7,
      "reviewsCount": 172,
      "scoredReviews": 15,
      "format": "inbay_automatic",
      "chain": "bp",
      "income": 140264
    },
    {
      "placeId": "ChIJ_cmNBxKZ9YgR_SSddftrYVI",
      "title": "Wash Factory Johns Creek",
      "street": "7130 McGinnis Ferry Rd",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.0677528,
      "lng": -84.1654281,
      "totalScore": 4.6,
      "reviewsCount": 134,
      "scoredReviews": 61,
      "format": "express_tunnel",
      "chain": "Wash Factory Express",
      "income": 140264
    },
    {
      "placeId": "ChIJBd8Gnw6X9YgRU4ij6AGzDfI",
      "title": "bp",
      "street": "500 Peachtree Industrial Blvd",
      "city": "Suwanee",
      "state": "GA",
      "zip": "30024",
      "lat": 34.062262,
      "lng": -84.074797,
      "totalScore": 3.9,
      "reviewsCount": 69,
      "scoredReviews": 7,
      "format": "inbay_automatic",
      "chain": "bp",
      "income": 140264
    }
  ]
}