{
  "page": "https://directindex.org/stats/whatsapp",
  "cite": "4.0% of business websites link to WhatsApp, in the 674 indexes read so far (The Direct Index, 17 October 2026, directindex.org/stats/whatsapp).",
  "licence": "ODbL",
  "computedAt": "2026-10-17T18:02:16.397Z",
  "frozenCopies": [],
  "topic": {
    "id": "whatsapp",
    "title": "4.0% of business websites link to WhatsApp, in the 674 indexes read so far",
    "group": "Visitor facts",
    "base": "business websites read",
    "unit": "pct",
    "ranked": true,
    "caveat": "Counted when the landing page links to wa.me or api.whatsapp.com. Whether the business answers there isn't measured."
  },
  "global": {
    "v": 4,
    "num": 5802,
    "den": 143999,
    "cities": 674
  },
  "byKind": {
    "restaurants": {
      "v": 3.1,
      "num": 2036,
      "den": 65062,
      "cities": 135
    },
    "cafes": {
      "v": 2.6,
      "num": 711,
      "den": 26913,
      "cities": 135
    },
    "salons": {
      "v": 7.9,
      "num": 1149,
      "den": 14538,
      "cities": 134
    },
    "clinics": {
      "v": 4.9,
      "num": 1372,
      "den": 28202,
      "cities": 135
    },
    "tours": {
      "v": 5.8,
      "num": 534,
      "den": 9284,
      "cities": 135
    }
  },
  "cities": [
    {
      "slug": "singapore",
      "name": "Singapore",
      "country": "SG",
      "kind": "restaurants",
      "value": 17,
      "num": 69,
      "of": 405,
      "rank": 1,
      "ranked_among": 73,
      "page": "https://directindex.org/city/singapore"
    },
    {
      "slug": "milan",
      "name": "Milan",
      "country": "IT",
      "kind": "restaurants",
      "value": 13.1,
      "num": 110,
      "of": 838,
      "rank": 2,
      "ranked_among": 73,
      "page": "https://directindex.org/city/milan"
    },
    {
      "slug": "rome",
      "name": "Rome",
      "country": "IT",
      "kind": "restaurants",
      "value": 12.1,
      "num": 77,
      "of": 636,
      "rank": 3,
      "ranked_among": 73,
      "page": "https://directindex.org/city/rome"
    },
    {
      "slug": "verona",
      "name": "Verona",
      "country": "IT",
      "kind": "restaurants",
      "value": 11.7,
      "num": 63,
      "of": 538,
      "rank": 4,
      "ranked_among": 73,
      "page": "https://directindex.org/city/verona"
    },
    {
      "slug": "barcelona",
      "name": "Barcelona",
      "country": "ES",
      "kind": "restaurants",
      "value": 9.4,
      "num": 52,
      "of": 554,
      "rank": 5,
      "ranked_among": 73,
      "page": "https://directindex.org/city/barcelona"
    },
    {
      "slug": "madrid",
      "name": "Madrid",
      "country": "ES",
      "kind": "restaurants",
      "value": 8.2,
      "num": 71,
      "of": 865,
      "rank": 6,
      "ranked_among": 73,
      "page": "https://directindex.org/city/madrid"
    },
    {
      "slug": "lisbon",
      "name": "Lisbon",
      "country": "PT",
      "kind": "restaurants",
      "value": 7.1,
      "num": 62,
      "of": 875,
      "rank": 7,
      "ranked_among": 73,
      "page": "https://directindex.org/city/lisbon"
    },
    {
      "slug": "bremen",
      "name": "Bremen",
      "country": "DE",
      "kind": "restaurants",
      "value": 5.3,
      "num": 21,
      "of": 393,
      "rank": 8,
      "ranked_among": 73,
      "page": "https://directindex.org/city/bremen"
    },
    {
      "slug": "porto",
      "name": "Porto",
      "country": "PT",
      "kind": "restaurants",
      "value": 5.2,
      "num": 20,
      "of": 388,
      "rank": 9,
      "ranked_among": 73,
      "page": "https://directindex.org/city/porto"
    },
    {
      "slug": "hanover",
      "name": "Hanover",
      "country": "DE",
      "kind": "restaurants",
      "value": 5.1,
      "num": 20,
      "of": 394,
      "rank": 10,
      "ranked_among": 73,
      "page": "https://directindex.org/city/hanover"
    },
    {
      "slug": "utrecht",
      "name": "Utrecht",
      "country": "NL",
      "kind": "restaurants",
      "value": 4.9,
      "num": 24,
      "of": 485,
      "rank": 11,
      "ranked_among": 73,
      "page": "https://directindex.org/city/utrecht"
    },
    {
      "slug": "rotterdam",
      "name": "Rotterdam",
      "country": "NL",
      "kind": "restaurants",
      "value": 3.8,
      "num": 13,
      "of": 345,
      "rank": 12,
      "ranked_among": 73,
      "page": "https://directindex.org/city/rotterdam"
    },
    {
      "slug": "nuremberg",
      "name": "Nuremberg",
      "country": "DE",
      "kind": "restaurants",
      "value": 3.7,
      "num": 19,
      "of": 516,
      "rank": 13,
      "ranked_among": 73,
      "page": "https://directindex.org/city/nuremberg"
    },
    {
      "slug": "dusseldorf",
      "name": "Düsseldorf",
      "country": "DE",
      "kind": "restaurants",
      "value": 3.6,
      "num": 18,
      "of": 497,
      "rank": 14,
      "ranked_among": 73,
      "page": "https://directindex.org/city/dusseldorf"
    },
    {
      "slug": "stuttgart",
      "name": "Stuttgart",
      "country": "DE",
      "kind": "restaurants",
      "value": 3.6,
      "num": 24,
      "of": 668,
      "rank": 14,
      "ranked_among": 73,
      "page": "https://directindex.org/city/stuttgart"
    },
    {
      "slug": "amsterdam",
      "name": "Amsterdam",
      "country": "NL",
      "kind": "restaurants",
      "value": 3.4,
      "num": 37,
      "of": 1081,
      "rank": 16,
      "ranked_among": 73,
      "page": "https://directindex.org/city/amsterdam"
    },
    {
      "slug": "cologne",
      "name": "Cologne",
      "country": "DE",
      "kind": "restaurants",
      "value": 3.4,
      "num": 28,
      "of": 831,
      "rank": 16,
      "ranked_among": 73,
      "page": "https://directindex.org/city/cologne"
    },
    {
      "slug": "the-hague",
      "name": "The Hague",
      "country": "NL",
      "kind": "restaurants",
      "value": 3.4,
      "num": 16,
      "of": 467,
      "rank": 16,
      "ranked_among": 73,
      "page": "https://directindex.org/city/the-hague"
    },
    {
      "slug": "dresden",
      "name": "Dresden",
      "country": "DE",
      "kind": "restaurants",
      "value": 3.3,
      "num": 11,
      "of": 333,
      "rank": 19,
      "ranked_among": 73,
      "page": "https://directindex.org/city/dresden"
    },
    {
      "slug": "brussels",
      "name": "Brussels",
      "country": "BE",
      "kind": "restaurants",
      "value": 3.2,
      "num": 22,
      "of": 683,
      "rank": 20,
      "ranked_among": 73,
      "page": "https://directindex.org/city/brussels"
    },
    {
      "slug": "frankfurt",
      "name": "Frankfurt",
      "country": "DE",
      "kind": "restaurants",
      "value": 3.2,
      "num": 26,
      "of": 808,
      "rank": 20,
      "ranked_among": 73,
      "page": "https://directindex.org/city/frankfurt"
    },
    {
      "slug": "antwerp",
      "name": "Antwerp",
      "country": "BE",
      "kind": "restaurants",
      "value": 3.1,
      "num": 11,
      "of": 359,
      "rank": 22,
      "ranked_among": 73,
      "page": "https://directindex.org/city/antwerp"
    },
    {
      "slug": "london",
      "name": "London",
      "country": "GB",
      "kind": "restaurants",
      "value": 3,
      "num": 71,
      "of": 2385,
      "rank": 23,
      "ranked_among": 73,
      "page": "https://directindex.org/city/london"
    },
    {
      "slug": "miami",
      "name": "Miami",
      "country": "US",
      "kind": "restaurants",
      "value": 2.9,
      "num": 20,
      "of": 682,
      "rank": 24,
      "ranked_among": 73,
      "page": "https://directindex.org/city/miami"
    },
    {
      "slug": "leipzig",
      "name": "Leipzig",
      "country": "DE",
      "kind": "restaurants",
      "value": 2.8,
      "num": 9,
      "of": 319,
      "rank": 25,
      "ranked_among": 73,
      "page": "https://directindex.org/city/leipzig"
    },
    {
      "slug": "vienna",
      "name": "Vienna",
      "country": "AT",
      "kind": "restaurants",
      "value": 2.7,
      "num": 60,
      "of": 2239,
      "rank": 26,
      "ranked_among": 73,
      "page": "https://directindex.org/city/vienna"
    },
    {
      "slug": "berlin",
      "name": "Berlin",
      "country": "DE",
      "kind": "restaurants",
      "value": 2.6,
      "num": 104,
      "of": 3991,
      "rank": 27,
      "ranked_among": 73,
      "page": "https://directindex.org/city/berlin"
    },
    {
      "slug": "munich",
      "name": "Munich",
      "country": "DE",
      "kind": "restaurants",
      "value": 2.5,
      "num": 38,
      "of": 1494,
      "rank": 28,
      "ranked_among": 73,
      "page": "https://directindex.org/city/munich"
    },
    {
      "slug": "zurich",
      "name": "Zurich",
      "country": "CH",
      "kind": "restaurants",
      "value": 2.4,
      "num": 15,
      "of": 633,
      "rank": 29,
      "ranked_among": 73,
      "page": "https://directindex.org/city/zurich"
    },
    {
      "slug": "hamburg",
      "name": "Hamburg",
      "country": "DE",
      "kind": "restaurants",
      "value": 2.2,
      "num": 38,
      "of": 1743,
      "rank": 30,
      "ranked_among": 73,
      "page": "https://directindex.org/city/hamburg"
    },
    {
      "slug": "ghent",
      "name": "Ghent",
      "country": "BE",
      "kind": "restaurants",
      "value": 2,
      "num": 8,
      "of": 396,
      "rank": 31,
      "ranked_among": 73,
      "page": "https://directindex.org/city/ghent"
    },
    {
      "slug": "helsinki",
      "name": "Helsinki",
      "country": "FI",
      "kind": "restaurants",
      "value": 1.8,
      "num": 13,
      "of": 709,
      "rank": 32,
      "ranked_among": 73,
      "page": "https://directindex.org/city/helsinki"
    },
    {
      "slug": "paris",
      "name": "Paris",
      "country": "FR",
      "kind": "restaurants",
      "value": 1.7,
      "num": 41,
      "of": 2420,
      "rank": 33,
      "ranked_among": 73,
      "page": "https://directindex.org/city/paris"
    },
    {
      "slug": "melbourne",
      "name": "Melbourne",
      "country": "AU",
      "kind": "restaurants",
      "value": 1.3,
      "num": 11,
      "of": 872,
      "rank": 34,
      "ranked_among": 73,
      "page": "https://directindex.org/city/melbourne"
    },
    {
      "slug": "nice",
      "name": "Nice",
      "country": "FR",
      "kind": "restaurants",
      "value": 1.3,
      "num": 4,
      "of": 304,
      "rank": 34,
      "ranked_among": 73,
      "page": "https://directindex.org/city/nice"
    },
    {
      "slug": "edinburgh",
      "name": "Edinburgh",
      "country": "GB",
      "kind": "restaurants",
      "value": 1.2,
      "num": 4,
      "of": 335,
      "rank": 36,
      "ranked_among": 73,
      "page": "https://directindex.org/city/edinburgh"
    },
    {
      "slug": "sydney",
      "name": "Sydney",
      "country": "AU",
      "kind": "restaurants",
      "value": 1.1,
      "num": 7,
      "of": 664,
      "rank": 37,
      "ranked_among": 73,
      "page": "https://directindex.org/city/sydney"
    },
    {
      "slug": "lyon",
      "name": "Lyon",
      "country": "FR",
      "kind": "restaurants",
      "value": 1,
      "num": 7,
      "of": 685,
      "rank": 38,
      "ranked_among": 73,
      "page": "https://directindex.org/city/lyon"
    },
    {
      "slug": "atlanta",
      "name": "Atlanta",
      "country": "US",
      "kind": "restaurants",
      "value": 0.9,
      "num": 3,
      "of": 327,
      "rank": 39,
      "ranked_among": 73,
      "page": "https://directindex.org/city/atlanta"
    },
    {
      "slug": "dublin",
      "name": "Dublin",
      "country": "IE",
      "kind": "restaurants",
      "value": 0.9,
      "num": 3,
      "of": 318,
      "rank": 39,
      "ranked_among": 73,
      "page": "https://directindex.org/city/dublin"
    },
    {
      "slug": "strasbourg",
      "name": "Strasbourg",
      "country": "FR",
      "kind": "restaurants",
      "value": 0.9,
      "num": 3,
      "of": 329,
      "rank": 39,
      "ranked_among": 73,
      "page": "https://directindex.org/city/strasbourg"
    },
    {
      "slug": "vancouver",
      "name": "Vancouver",
      "country": "CA",
      "kind": "restaurants",
      "value": 0.9,
      "num": 7,
      "of": 743,
      "rank": 39,
      "ranked_among": 73,
      "page": "https://directindex.org/city/vancouver"
    },
    {
      "slug": "budapest",
      "name": "Budapest",
      "country": "HU",
      "kind": "restaurants",
      "value": 0.8,
      "num": 6,
      "of": 740,
      "rank": 43,
      "ranked_among": 73,
      "page": "https://directindex.org/city/budapest"
    },
    {
      "slug": "houston",
      "name": "Houston",
      "country": "US",
      "kind": "restaurants",
      "value": 0.8,
      "num": 3,
      "of": 363,
      "rank": 43,
      "ranked_among": 73,
      "page": "https://directindex.org/city/houston"
    },
    {
      "slug": "los-angeles",
      "name": "Los Angeles",
      "country": "US",
      "kind": "restaurants",
      "value": 0.8,
      "num": 8,
      "of": 948,
      "rank": 43,
      "ranked_among": 73,
      "page": "https://directindex.org/city/los-angeles"
    },
    {
      "slug": "nantes",
      "name": "Nantes",
      "country": "FR",
      "kind": "restaurants",
      "value": 0.7,
      "num": 2,
      "of": 301,
      "rank": 46,
      "ranked_among": 73,
      "page": "https://directindex.org/city/nantes"
    },
    {
      "slug": "new-york",
      "name": "New York",
      "country": "US",
      "kind": "restaurants",
      "value": 0.7,
      "num": 24,
      "of": 3229,
      "rank": 46,
      "ranked_among": 73,
      "page": "https://directindex.org/city/new-york"
    },
    {
      "slug": "phoenix",
      "name": "Phoenix",
      "country": "US",
      "kind": "restaurants",
      "value": 0.7,
      "num": 2,
      "of": 302,
      "rank": 46,
      "ranked_among": 73,
      "page": "https://directindex.org/city/phoenix"
    },
    {
      "slug": "prague",
      "name": "Prague",
      "country": "CZ",
      "kind": "restaurants",
      "value": 0.7,
      "num": 7,
      "of": 1063,
      "rank": 46,
      "ranked_among": 73,
      "page": "https://directindex.org/city/prague"
    },
    {
      "slug": "toronto",
      "name": "Toronto",
      "country": "CA",
      "kind": "restaurants",
      "value": 0.7,
      "num": 6,
      "of": 809,
      "rank": 46,
      "ranked_among": 73,
      "page": "https://directindex.org/city/toronto"
    },
    {
      "slug": "san-jose",
      "name": "San Jose",
      "country": "US",
      "kind": "restaurants",
      "value": 0.5,
      "num": 2,
      "of": 435,
      "rank": 51,
      "ranked_among": 73,
      "page": "https://directindex.org/city/san-jose"
    },
    {
      "slug": "stockholm",
      "name": "Stockholm",
      "country": "SE",
      "kind": "restaurants",
      "value": 0.5,
      "num": 6,
      "of": 1218,
      "rank": 51,
      "ranked_among": 73,
      "page": "https://directindex.org/city/stockholm"
    },
    {
      "slug": "ottawa",
      "name": "Ottawa",
      "country": "CA",
      "kind": "restaurants",
      "value": 0.4,
      "num": 2,
      "of": 454,
      "rank": 53,
      "ranked_among": 73,
      "page": "https://directindex.org/city/ottawa"
    },
    {
      "slug": "philadelphia",
      "name": "Philadelphia",
      "country": "US",
      "kind": "restaurants",
      "value": 0.4,
      "num": 2,
      "of": 492,
      "rank": 53,
      "ranked_among": 73,
      "page": "https://directindex.org/city/philadelphia"
    },
    {
      "slug": "san-francisco",
      "name": "San Francisco",
      "country": "US",
      "kind": "restaurants",
      "value": 0.4,
      "num": 3,
      "of": 785,
      "rank": 53,
      "ranked_among": 73,
      "page": "https://directindex.org/city/san-francisco"
    },
    {
      "slug": "warsaw",
      "name": "Warsaw",
      "country": "PL",
      "kind": "restaurants",
      "value": 0.4,
      "num": 2,
      "of": 542,
      "rank": 53,
      "ranked_among": 73,
      "page": "https://directindex.org/city/warsaw"
    },
    {
      "slug": "auckland",
      "name": "Auckland",
      "country": "NZ",
      "kind": "restaurants",
      "value": 0.3,
      "num": 1,
      "of": 306,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/auckland"
    },
    {
      "slug": "boston",
      "name": "Boston",
      "country": "US",
      "kind": "restaurants",
      "value": 0.3,
      "num": 2,
      "of": 584,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/boston"
    },
    {
      "slug": "copenhagen",
      "name": "Copenhagen",
      "country": "DK",
      "kind": "restaurants",
      "value": 0.3,
      "num": 3,
      "of": 947,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/copenhagen"
    },
    {
      "slug": "gothenburg",
      "name": "Gothenburg",
      "country": "SE",
      "kind": "restaurants",
      "value": 0.3,
      "num": 1,
      "of": 382,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/gothenburg"
    },
    {
      "slug": "minneapolis",
      "name": "Minneapolis",
      "country": "US",
      "kind": "restaurants",
      "value": 0.3,
      "num": 1,
      "of": 343,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/minneapolis"
    },
    {
      "slug": "montreal",
      "name": "Montreal",
      "country": "CA",
      "kind": "restaurants",
      "value": 0.3,
      "num": 2,
      "of": 620,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/montreal"
    },
    {
      "slug": "oslo",
      "name": "Oslo",
      "country": "NO",
      "kind": "restaurants",
      "value": 0.3,
      "num": 1,
      "of": 373,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/oslo"
    },
    {
      "slug": "san-diego",
      "name": "San Diego",
      "country": "US",
      "kind": "restaurants",
      "value": 0.3,
      "num": 2,
      "of": 596,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/san-diego"
    },
    {
      "slug": "seattle",
      "name": "Seattle",
      "country": "US",
      "kind": "restaurants",
      "value": 0.3,
      "num": 2,
      "of": 646,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/seattle"
    },
    {
      "slug": "tokyo",
      "name": "Tokyo",
      "country": "JP",
      "kind": "restaurants",
      "value": 0.3,
      "num": 1,
      "of": 386,
      "rank": 57,
      "ranked_among": 73,
      "page": "https://directindex.org/city/tokyo"
    },
    {
      "slug": "toulouse",
      "name": "Toulouse",
      "country": "FR",
      "kind": "restaurants",
      "value": 0.3,
      "num": 1,
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    }
  ]
}