Moda Operandi Scraper API

Extract structured product data from public Moda Operandi pages as JSON. Send a product URL and receive the fields exposed by the target page.

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Decide before you build

Endpoint: POST /scrape/retail
Scrapers: Moda Operandi product pages
Cost: from 1 credit / call
Free plan: 500 credits / month
Call pattern: sync, POST
On failure: credits refunded
Response format: JSON
Concurrency: by plan tier

E-commerce & Retail requests are synchronous. Cost depends on the options selected for the request.

Try the Moda Operandi scraper on your own targetRun a request against a public product page and inspect the JSON before you integrate.

Open the live test

What you get back

product data

Moda Operandi data in JSON

Retrieve the product information exposed by the public Moda Operandi page.

Title, description and product images
Price, currency and stock when available
Brand, identifiers and product variations
Categories and seller information

Request options

Control how the page is collected

Use rendering or proxy options only when the target requires them.

JavaScript rendering with useChrome
Premium proxy and country targeting
Public URL input; no account login required
Structured JSON in the same response

Call the Moda Operandi scraper

Send a public product URL to the E-commerce & Retail endpoint. The API returns the result in the same response.

Step 1Submit the Moda Operandi product URL and only the options required by the target.

bash

# POST - scrape a public product page
curl -X POST "https://api.scraping-bot.io/scrape/retail" \
  -u "yourUsername:yourApiKey" \
  -H "Content-Type: application/json" \
  -d '{
  "url": "https://www.modaoperandi.com/women/p/toteme/bar-python-embossed-leather-boots/735561",
  "options": {
    "useChrome": false,
    "premiumProxy": true
  }
}'

Code example

Authenticate with your ScrapingBot username and API key, then read the returned JSON.

const auth = "Basic " + Buffer.from("yourUsername:yourApiKey").toString("base64");

const response = await fetch("https://api.scraping-bot.io/scrape/retail", {
  method: "POST",
  headers: { "Content-Type": "application/json", Authorization: auth },
  body: JSON.stringify({ url: "https://www.modaoperandi.com/women/p/toteme/bar-python-embossed-leather-boots/735561", options: { useChrome: false, premiumProxy: true } }),
});

const result = await response.json();

Run this call in two minutesCreate an account, copy your API key, then use the example above.

Get your API key

Request parameters

Parameter	Type	Default	Description
`url`	string	—	Full public page URL, including https://.
`options.useChrome`	boolean	false	Render JavaScript when the target page requires a browser.
`options.premiumProxy`	boolean	false	Use a premium proxy for targets that require it.
`options.proxyCountry`	string	—	Country targeting with a premium proxy.

Response example

Response returned for the public Moda Operandi product page used in the request example, with long lists shortened. Available fields vary with the target page.

json

{
  "data": {
    "title": "Bar Python-Embossed Leather Boots",
    "description": "With its signature clean lines and minimalist style, Stockholm-based Totême is the quintessential Scandi-cool.\n'Bar' is a slim boot with an elongated square-toe silhouette set on a slim set-back heel measuring 85mm. They are made in Italy from python-embossed leather and fasten with a tonal back…",
    "image": "https://cdn.modaoperandi.com/assets/images/products/1085341/735561/medium_toteme-black-white-bar-python-embossed-leather-boots.jpg?_v=1790274886",
    "price": 1100,
    "shippingFees": null,
    "currency": "USD",
    "isInStock": true,
    "EAN13": null,
    "ASIN": null,
    "ISBN": null,
    "color": "black/white",
    "brand": "Toteme",
    "category": {
      "name": "toteme",
      "url": "https://www.modaoperandi.com/women/designer/toteme"
    },
    "categories": [
      {
        "name": "Women",
        "url": "https://www.modaoperandi.com/"
      },
      {
        "name": "shoes",
        "url": "https://www.modaoperandi.com/women/products/shoes"
      },
      {
        "name": "boots",
        "url": "https://www.modaoperandi.com/women/products/shoes/boots"
      },
      {
        "name": "toteme",
        "url": "https://www.modaoperandi.com/women/designer/toteme"
      }
    ],
    "siteURL": "https://www.modaoperandi.com/women/p/toteme/bar-python-embossed-leather-boots/735561",
    "siteHtml": null,
    "productHasVariations": false,
    "statusCode": 200,
    "isFinished": null,
    "isDead": null,
    "htmlLength": 213470,
    "captchaFound": false,
    "isHtmlPage": true,
    "host": "www.modaoperandi.com",
    "images": [
      "https://cdn.modaoperandi.com/assets/images/products/1085341/735561/medium_toteme-black-white-bar-python-embossed-leather-boots.jpg?_v=1790274886",
      "https://cdn.modaoperandi.com/assets/images/products/1085341/735561/c/toteme-black-white-bar-python-embossed-leather-boots.jpg?_v=1790274886",
      "https://cdn.modaoperandi.com/assets/images/products/1085341/735561/f/toteme-black-white-bar-python-embossed-leather-boots.jpg?_v=1790274886"
    ],
    "id": "735561",
    "sizeEquivalents": [
      [
        "IT 34",
        "FR 35",
        "US 4",
        "IT 34",
        "AU 2",
        "UK 1",
        "EU 34",
        "CN 34"
      ],
      [
        "IT 34.5",
        "FR 35.5",
        "US 4.5",
        "IT 34.5",
        "AU 2.5",
        "UK 1.5",
        "EU 34.5",
        "CN 34.5"
      ],
      [
        "IT 35",
        "FR 36",
        "US 5",
        "IT 35",
        "AU 4",
        "UK 2",
        "EU 35",
        "CN 35"
      ],
      [
        "IT 35.5",
        "FR 36.5",
        "US 5.5",
        "IT 35.5",
        "AU 4.5",
        "UK 2.5",
        "EU 35.5",
        "CN 35.5"
      ],
      [
        "IT 36",
        "FR 37",
        "US 6",
        "IT 36",
        "AU 5",
        "UK 3",
        "EU 36",
        "CN 36"
      ],
      [
        "IT 36.5",
        "FR 37.5",
        "US 6.5",
        "IT 36.5",
        "AU 5.5",
        "UK 3.5",
        "EU 36.5",
        "CN 36.5"
      ],
      [
        "IT 37",
        "FR 38",
        "US 7",
        "IT 37",
        "AU 6",
        "UK 4",
        "EU 37",
        "CN 37"
      ],
      [
        "IT 37.5",
        "FR 38.5",
        "US 7.5",
        "IT 37.5",
        "AU 6.5",
        "UK 4.5",
        "EU 37.5",
        "CN 37.5"
      ],
      [
        "IT 38",
        "FR 39",
        "US 8",
        "IT 38",
        "AU 7",
        "UK 5",
        "EU 38",
        "CN 38"
      ],
      [
        "IT 38.5",
        "FR 39.5",
        "US 8.5",
        "IT 38.5",
        "AU 7.5",
        "UK 5.5",
        "EU 38.5",
        "CN 38.5"
      ],
      [
        "IT 39",
        "FR 40",
        "US 9",
        "IT 39",
        "AU 8",
        "UK 6",
        "EU 39",
        "CN 39"
      ],
      [
        "IT 39.5",
        "FR 40.5",
        "US 9.5",
        "IT 39.5",
        "AU 8.5",
        "UK 6.5",
        "EU 39.5",
        "CN 39.5"
      ],
      [
        "IT 40",
        "FR 41",
        "US 10",
        "IT 40",
        "AU 9",
        "UK 7",
        "EU 40",
        "CN 40"
      ],
      [
        "IT 40.5",
        "FR 41.5",
        "US 10.5",
        "IT 40.5",
        "AU 9.5",
        "UK 7.5",
        "EU 40.5",
        "CN 40.5"
      ],
      [
        "IT 41",
        "FR 42",
        "US 11",
        "IT 41",
        "AU 10",
        "UK 8",
        "EU 41",
        "CN 41"
      ],
      [
        "IT 41.5",
        "FR 42.5",
        "US 11",
        "IT 41.5",
        "AU 10.5",
        "UK 8.5",
        "EU 41.5",
        "CN 41.5"
      ],
      [
        "IT 42",
        "FR 43",
        "US 12",
        "IT 42",
        "AU 11",
        "UK 9",
        "EU 42",
        "CN 42"
      ],
      [
        "IT 42.5",
        "FR 43.5",
        "US 12.5",
        "IT 42.5",
        "AU 11.5",
        "UK 9.5",
        "EU 42.5",
        "CN 42.5"
      ],
      [
        "IT 43",
        "FR 44",
        "US 13",
        "IT 43",
        "AU 12",
        "UK 10",
        "EU 43",
        "CN 43"
      ]
    ],
    "details": "<ul>\n<li>Heel height measures 85mm/ 3.35\"</li>\n<li>Zip fastening</li>\n<li>Composition: 100% cow leather</li>\n<li>Designer color: Ecru/ Black</li>\n<li>Made in Italy</li>\n</ul>\n",
    "inventory": [
      {
        "sku": "5078283",
        "size": "IT 36",
        "available": 0,
        "onHand": 0,
        "onOrder": 0,
        "canSell": false,
        "processDeliveryDates": {
          "deliveryStartsOn": "2026-09-12T00:00:00.000-04:00",
          "deliveryEndsOn": "2026-09-18T00:00:00.000-04:00"
        }
      },
      {
        "sku": "5078284",
        "size": "IT 37",
        "available": 0,
        "onHand": 0,
        "onOrder": 0,
        "canSell": false,
        "processDeliveryDates": {
          "deliveryStartsOn": "2026-09-12T00:00:00.000-04:00",
          "deliveryEndsOn": "2026-09-18T00:00:00.000-04:00"
        }
      },
      {
        "sku": "5078285",
        "size": "IT 38",
        "available": 2,
        "onHand": 2,
        "onOrder": 0,
        "canSell": true,
        "processDeliveryDates": {
          "deliveryStartsOn": "2026-09-12T00:00:00.000-04:00",
          "deliveryEndsOn": "2026-09-18T00:00:00.000-04:00"
        }
      },
      {
        "sku": "5078286",
        "size": "IT 39",
        "available": 2,
        "onHand": 2,
        "onOrder": 0,
        "canSell": true,
        "processDeliveryDates": {
          "deliveryStartsOn": "2026-09-12T00:00:00.000-04:00",
          "deliveryEndsOn": "2026-09-18T00:00:00.000-04:00"
        }
      },
      {
        "sku": "5078287",
        "size": "IT 40",
        "available": 2,
        "onHand": 2,
        "onOrder": 0,
        "canSell": true,
        "processDeliveryDates": {
          "deliveryStartsOn": "2026-09-12T00:00:00.000-04:00",
          "deliveryEndsOn": "2026-09-18T00:00:00.000-04:00"
        }
      },
      {
        "sku": "5078288",
        "size": "IT 41",
        "available": 1,
        "onHand": 1,
        "onOrder": 0,
        "canSell": true,
        "processDeliveryDates": {
          "deliveryStartsOn": "2026-09-12T00:00:00.000-04:00",
          "deliveryEndsOn": "2026-09-18T00:00:00.000-04:00"
        }
      }
    ],
    "originalPrice": null
  }
}

Credits, failures and limits

Case	Credits	Notes
Standard request	from 1 credit / call	Current plans start at this rate.
JavaScript rendering	Additional credits	Enable only when the target requires it.
Premium proxy	Additional credits	Use for targets that require a premium proxy.
Unsuccessful request	Not deducted	Only successful requests count towards the monthly limit.

E-commerce & Retail API or Raw HTML scraper?

	E-commerce & Retail API	Raw HTML scraper
Endpoint	/scrape/retail	/scrape/raw-html
Returns	Structured product JSON	Rendered page HTML
Flow	One synchronous request	One synchronous request
Starting cost	from 1 credit / call	from 1 credit / call
Use it when	You need parsed product fields	You need your own extraction logic

Questions about the Moda Operandi API

Does the Moda Operandi scraper access private data?: No. This guide covers public product pages and does not require signing in to a Moda Operandi account.
Are all fields always available?: No. Returned data depends on what the public Moda Operandi page exposes and what the extractor supports.
Can I collect multiple pages at once?: Each request takes one public URL. Submit one request per page you need to collect.
When should I use a premium proxy?: Use it only when a target requires it or when you need country targeting for a public page.

Source: ScrapingBot API documentation.

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Browse the E-commerce & Retail category for the complete list of guides. Visit the ScrapingBot blog for implementation guides.

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