{
  "name": "Data behind: Veterinary PIMS and other software on chain clinic websites",
  "description": "57 aggregate figures from first-party data, observed 2026-10-03. The published file has one row per aggregate group (each published figure), plus one row per derived figure with its formula and inputs.",
  "dateModified": "2026-10-03",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "fixture": false,
  "columns": [
    "id",
    "kind",
    "entity",
    "attribute",
    "scenario",
    "value",
    "number",
    "unit",
    "scope",
    "input_price_scope",
    "scenario_scope",
    "formula",
    "expression",
    "source_owner",
    "source_url",
    "observed_at",
    "fixture"
  ],
  "grain": "one row per aggregate group (each published figure), plus one row per derived figure with its formula and inputs",
  "rows": [
    {
      "id": "r01",
      "kind": "observed",
      "entity": "Corporate-chain clinic websites with scan outcome fetched",
      "attribute": "Scan outcome",
      "scenario": "",
      "value": "1,755 of 1,961 websites (89.5%)",
      "number": 1755,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r02",
      "kind": "observed",
      "entity": "Corporate-chain clinic websites with scan outcome blocked",
      "attribute": "Scan outcome",
      "scenario": "",
      "value": "184 of 1,961 websites (9.4%)",
      "number": 184,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r03",
      "kind": "observed",
      "entity": "Corporate-chain clinic websites with scan outcome error",
      "attribute": "Scan outcome",
      "scenario": "",
      "value": "22 of 1,961 websites (1.1%)",
      "number": 22,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r04",
      "kind": "observed",
      "entity": "Chains with at least one clinic website in the scan (of the 27 crawled)",
      "attribute": "Chains in the scan",
      "scenario": "",
      "value": "23 of the 27 chains, 1,961 websites",
      "number": 23,
      "unit": "chains",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r05",
      "kind": "observed",
      "entity": "Fetched clinic websites, second page: blocked by robots rules",
      "attribute": "Second-page outcome",
      "scenario": "",
      "value": "1,378 of the fetched websites",
      "number": 1378,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r06",
      "kind": "observed",
      "entity": "Fetched clinic websites, second page: fetched on the clinic's own site",
      "attribute": "Second-page outcome",
      "scenario": "",
      "value": "214 of the fetched websites",
      "number": 214,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r07",
      "kind": "observed",
      "entity": "Fetched clinic websites, second page: fetched on a vendor's host",
      "attribute": "Second-page outcome",
      "scenario": "",
      "value": "107 of the fetched websites",
      "number": 107,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r08",
      "kind": "observed",
      "entity": "Fetched clinic websites, second page: no second-page link selected",
      "attribute": "Second-page outcome",
      "scenario": "",
      "value": "47 of the fetched websites",
      "number": 47,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r09",
      "kind": "observed",
      "entity": "Fetched clinic websites, second page: errored or was the home page",
      "attribute": "Second-page outcome",
      "scenario": "",
      "value": "9 of the fetched websites",
      "number": 9,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r10",
      "kind": "observed",
      "entity": "Fetched clinic websites, second page: fetched (on the clinic's site or a vendor's host)",
      "attribute": "Second-page outcome",
      "scenario": "",
      "value": "321 of the fetched websites",
      "number": 321,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r11",
      "kind": "observed",
      "entity": "Fetched clinic websites, second page: the clinic's Facebook page (blocked by robots rules)",
      "attribute": "Second-page outcome",
      "scenario": "",
      "value": "1,052 of the fetched websites",
      "number": 1052,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r12",
      "kind": "observed",
      "entity": "Birdeye reviews (reviews platform) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 793 fetched websites (5 template-adjusted units) across 2 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r13",
      "kind": "observed",
      "entity": "CareCredit (payment and financing) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 639 fetched websites (275 template-adjusted units) across 13 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r14",
      "kind": "observed",
      "entity": "WordPress (website platform) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 527 fetched websites (443 template-adjusted units) across 17 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r15",
      "kind": "observed",
      "entity": "Scratchpay (payment and financing) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 224 fetched websites (120 template-adjusted units) across 11 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r16",
      "kind": "observed",
      "entity": "PetDesk app (client app) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 197 fetched websites (142 template-adjusted units) across 7 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r17",
      "kind": "observed",
      "entity": "Vetsource (online pharmacy) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 114 fetched websites (69 template-adjusted units) across 10 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r18",
      "kind": "observed",
      "entity": "Covetrus/VetsFirstChoice (online pharmacy) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 76 fetched websites (41 template-adjusted units) across 10 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r19",
      "kind": "observed",
      "entity": "AllyDVM (online booking) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 43 fetched websites (14 template-adjusted units) across 5 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r20",
      "kind": "observed",
      "entity": "ezyVet (practice-software client portal) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 29 fetched websites (10 template-adjusted units) across 5 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r21",
      "kind": "observed",
      "entity": "PetDesk (online booking) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 19 fetched websites (14 template-adjusted units) across 6 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r22",
      "kind": "observed",
      "entity": "ezyVet booking (online booking) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 18 fetched websites (10 template-adjusted units) across 4 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r23",
      "kind": "observed",
      "entity": "Covetrus (online booking) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 12 fetched websites (8 template-adjusted units) across 4 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r24",
      "kind": "observed",
      "entity": "Wix (website platform) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 9 fetched websites (9 template-adjusted units) across 5 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r25",
      "kind": "observed",
      "entity": "Squarespace (website platform) on corporate-chain clinic websites",
      "attribute": "Vendor detections by category",
      "scenario": "",
      "value": "detected on 7 fetched websites (7 template-adjusted units) across 4 chains",
      "number": null,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r26",
      "kind": "observed",
      "entity": "Fetched clinic websites with any reviews platform vendor detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "793 of 1,755 fetched websites (45.2%), from 2 chains",
      "number": 793,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r27",
      "kind": "observed",
      "entity": "Fetched clinic websites with any payment and financing vendor detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "672 of 1,755 fetched websites (38.3%), from 13 chains",
      "number": 672,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r28",
      "kind": "observed",
      "entity": "Fetched clinic websites with any website platform vendor detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "548 of 1,755 fetched websites (31.2%), from 17 chains",
      "number": 548,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r29",
      "kind": "observed",
      "entity": "Fetched clinic websites with any client app vendor detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "199 of 1,755 fetched websites (11.3%), from 7 chains",
      "number": 199,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r30",
      "kind": "observed",
      "entity": "Fetched clinic websites with any online pharmacy vendor detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "186 of 1,755 fetched websites (10.6%), from 11 chains",
      "number": 186,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r31",
      "kind": "observed",
      "entity": "Fetched clinic websites with any online booking vendor detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "96 of 1,755 fetched websites (5.5%), from 11 chains",
      "number": 96,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r32",
      "kind": "observed",
      "entity": "Fetched clinic websites with any practice-software client portal vendor detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "31 of 1,755 fetched websites (1.8%), from 6 chains",
      "number": 31,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r33",
      "kind": "observed",
      "entity": "Fetched clinic websites with an ezyVet practice-software client portal detected",
      "attribute": "Any detection by category",
      "scenario": "",
      "value": "29 of 1,755 fetched websites (1.7%), from 5 chains",
      "number": 29,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r34",
      "kind": "observed",
      "entity": "Destination Pet clinic websites with an online-booking vendor detected",
      "attribute": "Online-booking vendor detected, by chain",
      "scenario": "",
      "value": "14 of 28 fetched websites (50%)",
      "number": 14,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.destinationpet.com/content/dam/yourgi/us/en/events/location.json",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r35",
      "kind": "observed",
      "entity": "Blue River PetCare clinic websites with an online-booking vendor detected",
      "attribute": "Online-booking vendor detected, by chain",
      "scenario": "",
      "value": "8 of 30 fetched websites (26.7%)",
      "number": 8,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://blueriverpetcare.com/locations/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r36",
      "kind": "observed",
      "entity": "Ethos Veterinary Health clinic websites with an online-booking vendor detected",
      "attribute": "Online-booking vendor detected, by chain",
      "scenario": "",
      "value": "5 of 64 fetched websites (7.8%)",
      "number": 5,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.ethosvet.com/our-hospitals/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r37",
      "kind": "observed",
      "entity": "Innovetive Petcare clinic websites with an online-booking vendor detected",
      "attribute": "Online-booking vendor detected, by chain",
      "scenario": "",
      "value": "6 of 79 fetched websites (7.6%)",
      "number": 6,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://innovetivepetcare.com/our-practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r38",
      "kind": "observed",
      "entity": "AmeriVet Veterinary Partners clinic websites with an online-booking vendor detected",
      "attribute": "Online-booking vendor detected, by chain",
      "scenario": "",
      "value": "9 of 198 fetched websites (4.5%)",
      "number": 9,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://amerivet.com/partnership-locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r39",
      "kind": "observed",
      "entity": "National Veterinary Associates clinic websites with an online-booking vendor detected",
      "attribute": "Online-booking vendor detected, by chain",
      "scenario": "",
      "value": "38 of 881 fetched websites (4.3%)",
      "number": 38,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://codesguat.blob.core.windows.net/yextdata/yextLocationData.json",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r40",
      "kind": "observed",
      "entity": "Veterinary Practice Partners clinic websites with an online-booking vendor detected",
      "attribute": "Online-booking vendor detected, by chain",
      "scenario": "",
      "value": "6 of 170 fetched websites (3.5%)",
      "number": 6,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.vetpracticepartners.com/wp-admin/admin-ajax.php?action=pagination&page=1&posttype=hospitals&state=AR",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r41",
      "kind": "observed",
      "entity": "VetEvolve clinic websites with an online-pharmacy vendor detected",
      "attribute": "Online-pharmacy vendor detected, by chain",
      "scenario": "",
      "value": "47 of 50 fetched websites (94%)",
      "number": 47,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://vetevolve.com/about/practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r42",
      "kind": "observed",
      "entity": "United Veterinary Care clinic websites with an online-pharmacy vendor detected",
      "attribute": "Online-pharmacy vendor detected, by chain",
      "scenario": "",
      "value": "38 of 53 fetched websites (71.7%)",
      "number": 38,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://storerocket.io/api/user/E382QYZJBQ/locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r43",
      "kind": "observed",
      "entity": "Blue River PetCare clinic websites with an online-pharmacy vendor detected",
      "attribute": "Online-pharmacy vendor detected, by chain",
      "scenario": "",
      "value": "11 of 30 fetched websites (36.7%)",
      "number": 11,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://blueriverpetcare.com/locations/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r44",
      "kind": "observed",
      "entity": "Suveto clinic websites with an online-pharmacy vendor detected",
      "attribute": "Online-pharmacy vendor detected, by chain",
      "scenario": "",
      "value": "15 of 60 fetched websites (25%)",
      "number": 15,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://api.storepoint.co/v1/16a4d3c38b1055/locations?rq",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r45",
      "kind": "observed",
      "entity": "Ethos Veterinary Health clinic websites with an online-pharmacy vendor detected",
      "attribute": "Online-pharmacy vendor detected, by chain",
      "scenario": "",
      "value": "13 of 64 fetched websites (20.3%)",
      "number": 13,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.ethosvet.com/our-hospitals/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r46",
      "kind": "observed",
      "entity": "National Veterinary Associates clinic websites with an online-pharmacy vendor detected",
      "attribute": "Online-pharmacy vendor detected, by chain",
      "scenario": "",
      "value": "46 of 881 fetched websites (5.2%)",
      "number": 46,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://codesguat.blob.core.windows.net/yextdata/yextLocationData.json",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r47",
      "kind": "observed",
      "entity": "Veterinary Practice Partners clinic websites with an online-pharmacy vendor detected",
      "attribute": "Online-pharmacy vendor detected, by chain",
      "scenario": "",
      "value": "6 of 170 fetched websites (3.5%)",
      "number": 6,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.vetpracticepartners.com/wp-admin/admin-ajax.php?action=pagination&page=1&posttype=hospitals&state=AR",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r48",
      "kind": "observed",
      "entity": "AmeriVet Veterinary Partners clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "181 of 198 fetched websites (91.4%)",
      "number": 181,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://amerivet.com/partnership-locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r49",
      "kind": "observed",
      "entity": "Suveto clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "45 of 60 fetched websites (75%)",
      "number": 45,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://api.storepoint.co/v1/16a4d3c38b1055/locations?rq",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r50",
      "kind": "observed",
      "entity": "United Veterinary Care clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "38 of 53 fetched websites (71.7%)",
      "number": 38,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://storerocket.io/api/user/E382QYZJBQ/locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r51",
      "kind": "observed",
      "entity": "Innovetive Petcare clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "56 of 79 fetched websites (70.9%)",
      "number": 56,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://innovetivepetcare.com/our-practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r52",
      "kind": "observed",
      "entity": "Veterinary Practice Partners clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "117 of 170 fetched websites (68.8%)",
      "number": 117,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.vetpracticepartners.com/wp-admin/admin-ajax.php?action=pagination&page=1&posttype=hospitals&state=AR",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r53",
      "kind": "observed",
      "entity": "Lakefield Veterinary Group clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "19 of 29 fetched websites (65.5%)",
      "number": 19,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://lakefieldvet.com/practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r54",
      "kind": "observed",
      "entity": "VetEvolve clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "15 of 50 fetched websites (30%)",
      "number": 15,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://vetevolve.com/about/practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r55",
      "kind": "observed",
      "entity": "Blue River PetCare clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "8 of 30 fetched websites (26.7%)",
      "number": 8,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://blueriverpetcare.com/locations/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r56",
      "kind": "observed",
      "entity": "Ethos Veterinary Health clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "13 of 64 fetched websites (20.3%)",
      "number": 13,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.ethosvet.com/our-hospitals/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "r57",
      "kind": "observed",
      "entity": "National Veterinary Associates clinic websites with a payment or financing vendor detected",
      "attribute": "Payment or financing vendor detected, by chain",
      "scenario": "",
      "value": "176 of 881 fetched websites (20%)",
      "number": 176,
      "unit": "websites",
      "scope": "",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "",
      "expression": "",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://codesguat.blob.core.windows.net/yextdata/yextLocationData.json",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d01",
      "kind": "derived",
      "entity": "Top 3 by online-booking vendor detected, by chain combined (National Veterinary Associates, Destination Pet and AmeriVet Veterinary Partners)",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "61 websites",
      "number": 61.0,
      "unit": "websites",
      "scope": "inputs r34, r38, r39",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "38 + 14 + 9",
      "expression": "38+14+9",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d02",
      "kind": "derived",
      "entity": "Top 5 by online-booking vendor detected, by chain combined (National Veterinary Associates, Destination Pet, AmeriVet Veterinary Partners, Blue River PetCare and Innovetive Petcare)",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "75 websites",
      "number": 75.0,
      "unit": "websites",
      "scope": "inputs r34, r35, r37, r38, r39",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "38 + 14 + 9 + 8 + 6",
      "expression": "38+14+9+8+6",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d03",
      "kind": "derived",
      "entity": "Entities in online-booking vendor detected, by chain outside the top 5",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "2 of 7",
      "number": 2,
      "unit": "",
      "scope": "inputs r34, r35, r36, r37, r38, r39, r40",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "7 listed − top 5",
      "expression": "7-5",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d04",
      "kind": "derived",
      "entity": "The 2 outside the top 5 by online-booking vendor detected, by chain combined",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "11 websites",
      "number": 11.0,
      "unit": "websites",
      "scope": "inputs r36, r40",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "sum of the 2 smaller figures",
      "expression": "6+5",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d05",
      "kind": "derived",
      "entity": "Top 3 by online-pharmacy vendor detected, by chain combined (VetEvolve, National Veterinary Associates and United Veterinary Care)",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "131 websites",
      "number": 131.0,
      "unit": "websites",
      "scope": "inputs r41, r42, r46",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "47 + 46 + 38",
      "expression": "47+46+38",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d06",
      "kind": "derived",
      "entity": "Top 5 by online-pharmacy vendor detected, by chain combined (VetEvolve, National Veterinary Associates, United Veterinary Care, Suveto and Ethos Veterinary Health)",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "159 websites",
      "number": 159.0,
      "unit": "websites",
      "scope": "inputs r41, r42, r44, r45, r46",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "47 + 46 + 38 + 15 + 13",
      "expression": "47+46+38+15+13",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d07",
      "kind": "derived",
      "entity": "Entities in online-pharmacy vendor detected, by chain outside the top 5",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "2 of 7",
      "number": 2,
      "unit": "",
      "scope": "inputs r41, r42, r43, r44, r45, r46, r47",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "7 listed − top 5",
      "expression": "7-5",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d08",
      "kind": "derived",
      "entity": "The 2 outside the top 5 by online-pharmacy vendor detected, by chain combined",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "17 websites",
      "number": 17.0,
      "unit": "websites",
      "scope": "inputs r43, r47",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "sum of the 2 smaller figures",
      "expression": "11+6",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d09",
      "kind": "derived",
      "entity": "Top 3 by payment or financing vendor detected, by chain combined (AmeriVet Veterinary Partners, National Veterinary Associates and Veterinary Practice Partners)",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "474 websites",
      "number": 474.0,
      "unit": "websites",
      "scope": "inputs r48, r52, r57",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "181 + 176 + 117",
      "expression": "181+176+117",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d10",
      "kind": "derived",
      "entity": "Top 5 by payment or financing vendor detected, by chain combined (AmeriVet Veterinary Partners, National Veterinary Associates, Veterinary Practice Partners, Innovetive Petcare and Suveto)",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "575 websites",
      "number": 575.0,
      "unit": "websites",
      "scope": "inputs r48, r49, r51, r52, r57",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "181 + 176 + 117 + 56 + 45",
      "expression": "181+176+117+56+45",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d11",
      "kind": "derived",
      "entity": "Entities in payment or financing vendor detected, by chain outside the top 5",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "5 of 10",
      "number": 5,
      "unit": "",
      "scope": "inputs r48, r49, r50, r51, r52, r53, r54, r55, r56, r57",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "10 listed − top 5",
      "expression": "10-5",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d12",
      "kind": "derived",
      "entity": "The 5 outside the top 5 by payment or financing vendor detected, by chain combined",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "93 websites",
      "number": 93.0,
      "unit": "websites",
      "scope": "inputs r50, r53, r54, r55, r56",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "sum of the 5 smaller figures",
      "expression": "38+19+15+13+8",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d13",
      "kind": "derived",
      "entity": "Outside: Corporate-chain clinic websites with scan outcome fetched",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "206 of 1,961 websites (10.5%)",
      "number": 206,
      "unit": "websites",
      "scope": "inputs r01",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1961 − 1755",
      "expression": "1961-1755",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d14",
      "kind": "derived",
      "entity": "Outside: Corporate-chain clinic websites with scan outcome blocked",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,777 of 1,961 websites (90.6%)",
      "number": 1777,
      "unit": "websites",
      "scope": "inputs r02",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1961 − 184",
      "expression": "1961-184",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d15",
      "kind": "derived",
      "entity": "Outside: Corporate-chain clinic websites with scan outcome error",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,939 of 1,961 websites (98.9%)",
      "number": 1939,
      "unit": "websites",
      "scope": "inputs r03",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1961 − 22",
      "expression": "1961-22",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d16",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with any reviews platform vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "962 of 1,755 fetched websites (54.8%)",
      "number": 962,
      "unit": "websites",
      "scope": "inputs r26",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 793",
      "expression": "1755-793",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d17",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with any payment and financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,083 of 1,755 fetched websites (61.7%)",
      "number": 1083,
      "unit": "websites",
      "scope": "inputs r27",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 672",
      "expression": "1755-672",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d18",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with any website platform vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,207 of 1,755 fetched websites (68.8%)",
      "number": 1207,
      "unit": "websites",
      "scope": "inputs r28",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 548",
      "expression": "1755-548",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d19",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with any client app vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,556 of 1,755 fetched websites (88.7%)",
      "number": 1556,
      "unit": "websites",
      "scope": "inputs r29",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 199",
      "expression": "1755-199",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d20",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with any online pharmacy vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,569 of 1,755 fetched websites (89.4%)",
      "number": 1569,
      "unit": "websites",
      "scope": "inputs r30",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 186",
      "expression": "1755-186",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d21",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with any online booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,659 of 1,755 fetched websites (94.5%)",
      "number": 1659,
      "unit": "websites",
      "scope": "inputs r31",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 96",
      "expression": "1755-96",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d22",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with any practice-software client portal vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,724 of 1,755 fetched websites (98.2%)",
      "number": 1724,
      "unit": "websites",
      "scope": "inputs r32",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 31",
      "expression": "1755-31",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d23",
      "kind": "derived",
      "entity": "Outside: Fetched clinic websites with an ezyVet practice-software client portal detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "1,726 of 1,755 fetched websites (98.3%)",
      "number": 1726,
      "unit": "websites",
      "scope": "inputs r33",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "1755 − 29",
      "expression": "1755-29",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "provenance.md#clinic-websites-scanned",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d24",
      "kind": "derived",
      "entity": "Outside: Destination Pet clinic websites with an online-booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "14 of 28 fetched websites (50%)",
      "number": 14,
      "unit": "websites",
      "scope": "inputs r34",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "28 − 14",
      "expression": "28-14",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.destinationpet.com/content/dam/yourgi/us/en/events/location.json",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d25",
      "kind": "derived",
      "entity": "Outside: Blue River PetCare clinic websites with an online-booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "22 of 30 fetched websites (73.3%)",
      "number": 22,
      "unit": "websites",
      "scope": "inputs r35",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "30 − 8",
      "expression": "30-8",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://blueriverpetcare.com/locations/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d26",
      "kind": "derived",
      "entity": "Outside: Ethos Veterinary Health clinic websites with an online-booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "59 of 64 fetched websites (92.2%)",
      "number": 59,
      "unit": "websites",
      "scope": "inputs r36",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "64 − 5",
      "expression": "64-5",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.ethosvet.com/our-hospitals/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d27",
      "kind": "derived",
      "entity": "Outside: Innovetive Petcare clinic websites with an online-booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "73 of 79 fetched websites (92.4%)",
      "number": 73,
      "unit": "websites",
      "scope": "inputs r37",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "79 − 6",
      "expression": "79-6",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://innovetivepetcare.com/our-practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d28",
      "kind": "derived",
      "entity": "Outside: AmeriVet Veterinary Partners clinic websites with an online-booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "189 of 198 fetched websites (95.5%)",
      "number": 189,
      "unit": "websites",
      "scope": "inputs r38",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "198 − 9",
      "expression": "198-9",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://amerivet.com/partnership-locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d29",
      "kind": "derived",
      "entity": "Outside: National Veterinary Associates clinic websites with an online-booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "843 of 881 fetched websites (95.7%)",
      "number": 843,
      "unit": "websites",
      "scope": "inputs r39",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "881 − 38",
      "expression": "881-38",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://codesguat.blob.core.windows.net/yextdata/yextLocationData.json",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d30",
      "kind": "derived",
      "entity": "Outside: Veterinary Practice Partners clinic websites with an online-booking vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "164 of 170 fetched websites (96.5%)",
      "number": 164,
      "unit": "websites",
      "scope": "inputs r40",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "170 − 6",
      "expression": "170-6",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.vetpracticepartners.com/wp-admin/admin-ajax.php?action=pagination&page=1&posttype=hospitals&state=AR",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d31",
      "kind": "derived",
      "entity": "Outside: VetEvolve clinic websites with an online-pharmacy vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "3 of 50 fetched websites (6%)",
      "number": 3,
      "unit": "websites",
      "scope": "inputs r41",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "50 − 47",
      "expression": "50-47",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://vetevolve.com/about/practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d32",
      "kind": "derived",
      "entity": "Outside: United Veterinary Care clinic websites with an online-pharmacy vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "15 of 53 fetched websites (28.3%)",
      "number": 15,
      "unit": "websites",
      "scope": "inputs r42",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "53 − 38",
      "expression": "53-38",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://storerocket.io/api/user/E382QYZJBQ/locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d33",
      "kind": "derived",
      "entity": "Outside: Blue River PetCare clinic websites with an online-pharmacy vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "19 of 30 fetched websites (63.3%)",
      "number": 19,
      "unit": "websites",
      "scope": "inputs r43",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "30 − 11",
      "expression": "30-11",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://blueriverpetcare.com/locations/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d34",
      "kind": "derived",
      "entity": "Outside: Ethos Veterinary Health clinic websites with an online-pharmacy vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "51 of 64 fetched websites (79.7%)",
      "number": 51,
      "unit": "websites",
      "scope": "inputs r45",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "64 − 13",
      "expression": "64-13",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.ethosvet.com/our-hospitals/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d35",
      "kind": "derived",
      "entity": "Outside: National Veterinary Associates clinic websites with an online-pharmacy vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "835 of 881 fetched websites (94.8%)",
      "number": 835,
      "unit": "websites",
      "scope": "inputs r46",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "881 − 46",
      "expression": "881-46",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://codesguat.blob.core.windows.net/yextdata/yextLocationData.json",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d36",
      "kind": "derived",
      "entity": "Outside: Veterinary Practice Partners clinic websites with an online-pharmacy vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "164 of 170 fetched websites (96.5%)",
      "number": 164,
      "unit": "websites",
      "scope": "inputs r47",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "170 − 6",
      "expression": "170-6",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.vetpracticepartners.com/wp-admin/admin-ajax.php?action=pagination&page=1&posttype=hospitals&state=AR",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d37",
      "kind": "derived",
      "entity": "Outside: AmeriVet Veterinary Partners clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "17 of 198 fetched websites (8.6%)",
      "number": 17,
      "unit": "websites",
      "scope": "inputs r48",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "198 − 181",
      "expression": "198-181",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://amerivet.com/partnership-locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d38",
      "kind": "derived",
      "entity": "Outside: United Veterinary Care clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "15 of 53 fetched websites (28.3%)",
      "number": 15,
      "unit": "websites",
      "scope": "inputs r50",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "53 − 38",
      "expression": "53-38",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://storerocket.io/api/user/E382QYZJBQ/locations",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d39",
      "kind": "derived",
      "entity": "Outside: Innovetive Petcare clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "23 of 79 fetched websites (29.1%)",
      "number": 23,
      "unit": "websites",
      "scope": "inputs r51",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "79 − 56",
      "expression": "79-56",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://innovetivepetcare.com/our-practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d40",
      "kind": "derived",
      "entity": "Outside: Veterinary Practice Partners clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "53 of 170 fetched websites (31.2%)",
      "number": 53,
      "unit": "websites",
      "scope": "inputs r52",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "170 − 117",
      "expression": "170-117",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.vetpracticepartners.com/wp-admin/admin-ajax.php?action=pagination&page=1&posttype=hospitals&state=AR",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d41",
      "kind": "derived",
      "entity": "Outside: Lakefield Veterinary Group clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "10 of 29 fetched websites (34.5%)",
      "number": 10,
      "unit": "websites",
      "scope": "inputs r53",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "29 − 19",
      "expression": "29-19",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://lakefieldvet.com/practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d42",
      "kind": "derived",
      "entity": "Outside: VetEvolve clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "35 of 50 fetched websites (70%)",
      "number": 35,
      "unit": "websites",
      "scope": "inputs r54",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "50 − 15",
      "expression": "50-15",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://vetevolve.com/about/practices/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d43",
      "kind": "derived",
      "entity": "Outside: Blue River PetCare clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "22 of 30 fetched websites (73.3%)",
      "number": 22,
      "unit": "websites",
      "scope": "inputs r55",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "30 − 8",
      "expression": "30-8",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://blueriverpetcare.com/locations/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d44",
      "kind": "derived",
      "entity": "Outside: Ethos Veterinary Health clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "51 of 64 fetched websites (79.7%)",
      "number": 51,
      "unit": "websites",
      "scope": "inputs r56",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "64 − 13",
      "expression": "64-13",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://www.ethosvet.com/our-hospitals/",
      "observed_at": "2026-10-03",
      "fixture": false
    },
    {
      "id": "d45",
      "kind": "derived",
      "entity": "Outside: National Veterinary Associates clinic websites with a payment or financing vendor detected",
      "attribute": "Derived figure",
      "scenario": "",
      "value": "705 of 881 fetched websites (80%)",
      "number": 705,
      "unit": "websites",
      "scope": "inputs r57",
      "input_price_scope": "",
      "scenario_scope": "",
      "formula": "881 − 176",
      "expression": "881-176",
      "source_owner": "Vettica website technology scan of 1,961 chain clinic websites (3 October 2026)",
      "source_url": "https://codesguat.blob.core.windows.net/yextdata/yextLocationData.json",
      "observed_at": "2026-10-03",
      "fixture": false
    }
  ]
}