Discover/LittleBox India API
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LittleBox India APIlittleboxindia.com

Access LittleBox India's New Arrivals collection: retrieve SKUs, titles, product IDs, handles, and images. Flag products missing color specifications.

This API takes change requests — .
Endpoint health
verified 2d ago
list_new_arrivals_missing_color
get_new_arrivals_skus_and_images
2/2 passing latest checkself-healing
Endpoints
2
Updated
23d ago

What is the LittleBox India API?

The LittleBox India API provides 2 endpoints that expose product data from the New Arrivals collection on littleboxindia.com. The get_new_arrivals_skus_and_images endpoint returns every product's SKU paired with its primary image URL across all collection pages in a single call, while list_new_arrivals_missing_color surfaces only those products whose titles omit the expected 'in <Color>' suffix — each result including sku, title, handle, product_id, and product_type.

This call costs10 credits / call— charged only on success
Try it

No input parameters required.

api.parse.bot/scraper/2f11bf2b-7c74-4a58-aeda-a1024dadf892/<endpoint>
Ready to send
Fill in the parameters and hit sign in to send to see live response data here.
Call it over HTTPgrab a free API key at signup
curl -X GET 'https://api.parse.bot/scraper/2f11bf2b-7c74-4a58-aeda-a1024dadf892/list_new_arrivals_missing_color' \
  -H 'X-API-Key: $PARSE_API_KEY'
Python SDK · recommended

Typed, relational, agent-ready

A generated client with real types, enums, and the links between objects — the structure a flat JSON response can't carry. Autocompletes in your editor and reads cleanly to coding agents.

  • Fully typed · autocompletes
  • Objects link to objects
  • Typed errors & pagination

Typed Python client. Set up the SDK in your uv project, then pull this API’s typed client:

uv add parse-sdk
uv run parse init
uv run parse add --marketplace littleboxindia-com-api

uv run parse add --marketplace pulls a pinned snapshot of this canonical API — it won’t change underneath you. To customize it, subscribe and swap to your own copy.

"""Walkthrough: LittleBox India SDK — fetch SKUs, images, and missing-color products."""
from parse_apis.LittleBox_India_API import LittleBox, ParseError

client = LittleBox()

# List products with their SKUs and image URLs from New Arrivals
for product in client.product_images.list(limit=3):
    print(product.sku, product.image_url)

# Get a single product image entry
item = client.product_images.list(limit=1).first()
try:
    print(item.sku, item.title, item.image_url)
except ParseError as e:
    print(f"error: {e}")

# List products missing color specification in their title
for product in client.products.missing_color(limit=3):
    print(product.sku, product.title, product.product_type)

print("exercised: product_images.list / products.missing_color")
All endpoints · 2 totalmissing one? ·

Lists all SKUs from the New Arrivals collection whose product titles lack the standard 'in <Color>' sub-color suffix. The site convention is to append a color name after 'in' (e.g. 'Ruched Mini Dress in Dusty Blue'); products missing this pattern are returned. Results are fetched in a single call across all pages of the collection.

Input

No input parameters required.

Response
{
  "type": "object",
  "fields": {
    "items": "array of products missing color in title, each with sku, title, handle, product_id, product_type",
    "total": "integer count of matching products"
  },
  "sample": {
    "data": {
      "items": [
        {
          "sku": "DR13506",
          "title": "Ruched Floral Print Sleeveless Mini Dress",
          "handle": "ruched-floral-print-sleeveless-mini-dress",
          "product_id": 10536597225759,
          "product_type": "Dresses"
        },
        {
          "sku": "TP14184",
          "title": "Checkered Smocked Waist V Neck Sleeveless Top",
          "handle": "checkered-smocked-waist-v-neck-sleeveless-top-1",
          "product_id": 10536592998687,
          "product_type": "Tops"
        },
        {
          "sku": "TP13525",
          "title": "Beaded Neck Sheer Floral Top",
          "handle": "beaded-neck-sheer-floral-top",
          "product_id": 10536589426975,
          "product_type": "Tops"
        }
      ],
      "total": 72
    },
    "status": "success"
  }
}

About the LittleBox India API

New Arrivals Collection Coverage

Both endpoints target LittleBox India's New Arrivals collection and require no input parameters. get_new_arrivals_skus_and_images covers the full collection, returning an items array where each entry contains sku, title, handle, product_id, and image_url, along with a total count. This gives a complete picture of the current new-arrivals inventory with visual assets in one call.

Color Gap Detection

list_new_arrivals_missing_color applies a filter based on LittleBox India's naming convention: product titles are expected to end with an 'in <Color>' suffix (for example, 'Ruched Mini Dress in Dusty Blue'). Any product whose title does not match this pattern is included in the response. Each item in the returned items array carries sku, title, handle, product_id, and product_type, making it straightforward to identify which specific product types and SKUs need title corrections.

Response Shape and Pagination

Both endpoints return a flat items array and a total integer. get_new_arrivals_skus_and_images consolidates all collection pages into a single response, so no pagination parameters are needed. list_new_arrivals_missing_color similarly returns all matching products in one payload, scoped only to items that fail the color-suffix check.

Reliability & maintenanceVerified

The LittleBox India API is a managed, monitored endpoint for littleboxindia.com — not a raw scraper you maintain. Every endpoint is automatically health-checked on a schedule, and when littleboxindia.com changes and a check fails, the API is automatically queued for repair and re-verified. It is built to keep working as the site underneath it changes.

This isn't an official littleboxindia.com API — it's an independent, maintained REST wrapper over public data. Where the source has no official API (or only a limited one), Parse gives you a stable contract over a source that never promised one, and keeps it current. Need a new endpoint or field? You can revise it yourself in plain English and the agent rebuilds it against the live site in minutes — contributing the change back to the shared API is free.

Last verified
2d ago
Latest check
2/2 endpoints passing
Maintenance
Monitored & self-healing
Will this API break when the source site changes?+
It's built not to. Every endpoint is health-checked on a schedule with automated test probes. When the source site changes and a check fails, the API is automatically queued for repair and re-verified — that's the self-healing layer. Each API page shows when its endpoints were last verified. And because marketplace APIs are shared, any fix reaches everyone using it.
Is this an official API from the source site?+
No — Parse APIs are independent, managed REST wrappers over publicly available data. That is the point: where a site has no official API (or only a limited one), Parse gives you a maintained, monitored endpoint for that data and keeps it working as the site changes — so you get a stable contract over a source that never promised one.
Can I fix or extend this API myself if I need a new endpoint or field?+
Yes — and you don't have to wait on us. This API was generated by the Parse agent, which stays attached. Describe the change in plain English ("add an endpoint that returns reviews", "fix the price field") in the revise box on the API page or via the revise_api MCP tool, and the agent rebuilds it against the live site in minutes. Contributing the change back to the public API is free.
What happens if I call an endpoint that has an issue?+
Errors are machine-readable: a bad call returns a clean status with the list of available endpoints and a repair hint, so an agent (or you) can recover or trigger a fix instead of failing silently. Confirmed failures feed the automatic repair queue.
Common use cases
  • Audit a fashion catalog for missing color metadata by checking product_type and title fields from list_new_arrivals_missing_color.
  • Build an image gallery of new arrivals by mapping each sku to its image_url from get_new_arrivals_skus_and_images.
  • Monitor new product launches by polling total from get_new_arrivals_skus_and_images and diffing against a previous snapshot.
  • Identify naming convention violations across product types using the product_type field in list_new_arrivals_missing_color.
  • Sync LittleBox India new arrivals into an internal PIM system using product_id, handle, and sku as join keys.
  • Generate a report of products needing editorial fixes by exporting sku and title from the missing-color endpoint.
Pricing & limitsSee full pricing →
TierPriceCredits/monthRate limit
Free$0/mo2005 req/min
Hobby$30/mo1,00020 req/min
Developer$100/mo5,000100 req/min
Team$300/mo20,000300 req/min
Company$1,000/mo100,000500 req/min

Each endpoint has a fixed posted price per successful call — most fall between 1 and 10 credits — shown on this API's page before you run it. Exceeding the rate limit returns a 429 response. Authenticate with the X-API-Key header.

Frequently asked questions
Does LittleBox India offer an official developer API?+
LittleBox India does not publish an official public developer API or documented data access program for its catalog.
What does `list_new_arrivals_missing_color` actually return — does it cover all product types?+
It returns all products in the New Arrivals collection whose titles lack the 'in <Color>' suffix, regardless of product type. Each item includes sku, title, handle, product_id, and product_type, so you can see which categories are most affected.
Does the API cover collections other than New Arrivals — for example, sale or category pages?+
Not currently. Both endpoints are scoped to the New Arrivals collection. You can fork this API on Parse and revise it to add endpoints targeting other collections such as sale, bestsellers, or specific category pages.
Do the endpoints include pricing or stock availability for each SKU?+
Not currently. The endpoints return sku, title, handle, product_id, product_type, and image_url — pricing and inventory fields are not included. You can fork this API on Parse and revise it to add a price or availability endpoint.
Is there a freshness or caching consideration for these endpoints?+
The endpoints reflect the state of the New Arrivals collection at the time of the request. If LittleBox India updates its collection frequently, repeated calls will capture new additions or removals, but there is no built-in change-detection or webhook mechanism in this API.
Page content last updated . Spec covers 2 endpoints from littleboxindia.com.
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