You can access the JSON Dataset Quality Auditor programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "buyerQuery": "buyer-ready records with source evidence",
10    "taskIntent": "buyer-ready-product-run",
11    "sourceMode": "startUrls",
12    "outputMode": "buyer-ready-records",
13    "startUrls": [],
14    "maxItems": 10,
15    "perSourceLimit": 5,
16    "overallTimeoutSecs": 900,
17    "requestTimeoutSecs": 30,
18    "maxRequestRetries": 2,
19    "sinceLastRun": False,
20    "deltaMode": True,
21    "maxAggregateMemberSpendUsd": 5,
22    "memberTimeoutSecs": 300,
23    "zentraOwnerQa": False,
24}
25
26# Run the Actor and wait for it to finish
27run = client.actor("zentrafoundry/apify-dataset-quality-auditor-v2").call(run_input=run_input)
28
29# Fetch and print Actor results from the run's dataset (if there are any)
30print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
31for item in client.dataset(run.default_dataset_id).iterate_items():
32    print(item)
33
34# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

JSON dataset quality auditor — Allbirds API in Python

The Apify API client for Python is the official library that allows you to use JSON Dataset Quality Auditor API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

JSON Dataset Quality Auditor API in JavaScript

JSON Dataset Quality Auditor API through CLI

JSON Dataset Quality Auditor OpenAPI definition

JSON Dataset Quality Auditor API

Public JSON Catalog Diff

zentrafoundry/dataset-diff-engine

Diffs two public JSON catalogs you supply. Try is Allbirds vs Everlane products.json. Not time travel. $2 / 1,000.

Zentra

Public Product Feed Monitor

zentrafoundry/public-product-feed-monitor

Watch a public products.json or merchant feed. Try is live Allbirds. First run is a baseline. $2 / 1,000.

Zentra

Public JSON Catalog Diff v2

zentrafoundry/dataset-diff-engine-v2

Diffs two public JSON catalogs. Try is Allbirds vs ColourPop products.json. Distinct pair from v1. $2 / 1,000.

Zentra

Prompt Injection Catalog Scanner

zentrafoundry/zentra-prompt-injection-quarantine

Keyword heuristic over a public product catalog (Try is Allbirds). Not a security control. $2 / 1,000 rows.

Zentra

Dataset Quality Auditor

zentrafoundry/apify-dataset-quality-auditor

Audit an Apify dataset for empties, dupes and schema drift. Try uses a live catalog dataset. $2 / 1,000 rows.

Zentra

JSON Catalog Deduplicator

zentrafoundry/dataset-deduplicator

Unique handle keys from a public JSON catalog (Try is Allbirds). Not an Apify-platform merge. $0.002 / unique row.

Zentra

Public Catalog Price Snapshot

zentrafoundry/sku-price-drop-alert-api

Live Shopify products.json prices (Try is Allbirds). First run is a baseline, not a drop alert. $0.01 / SKU.

Zentra

Shopify Products Scraper

zentrafoundry/shopify-woocommerce-dtc-catalog-intelligence

Pull public Shopify products.json and Woo Store API catalogs: price, SKU, stock, images. Try is 10 live Allbirds products. Passworded shops are out. $2 / 1,000.

Zentra

JSON Catalog Schema Normalizer

zentrafoundry/csv-json-schema-normalizer

Typed rows from a public JSON catalog (Try is Allbirds): title, price number, URL. $0.002 / row.

Zentra

Product Page Price Monitor

zentrafoundry/any-store-price-monitor

Watch price and stock on public PDPs with JSON-LD or Open Graph. Try is a live Allbirds URL. Collection pages without offers can land at $0. $2 / 1,000.

Zentra