You can access the Apify Dataset QA Gate 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 Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

$echo '{
<  "records": [
<    {
<      "company": "Acme Supply",
<      "website": "https://acme.example",
<      "email": "sales@acme.example",
<      "phone": "+1 555 0100",
<      "city": "Austin",
<      "state": "TX"
<    },
<    {
<      "company": "Acme Supply",
<      "website": "https://www.acme.example/contact",
<      "city": "Austin",
<      "state": "TX"
<    }
<  ]
<}' |
<apify call leadops_lab/dataset-quality-auditor --silent --output-dataset

Apify Dataset QA Gate for Scraper Workflows API through CLI

The Apify CLI is the official tool that allows you to use Apify Dataset QA Gate locally, providing convenience functions and automatic retries on errors.

Install Apify CLI

Using installation script (macOS/Linux):

$curl -fsSL https://apify.com/install-cli.sh | bash

Using installation script (Windows):

$irm https://apify.com/install-cli.ps1 | iex

Using Homebrew:

$brew install apify-cli

Using npm:

$npm install -g apify-cli

Other API clients include:

Apify Dataset QA Gate API in Python

Apify Dataset QA Gate API in JavaScript

Apify Dataset QA Gate OpenAPI definition

Apify Dataset QA Gate API

Dataset Quality Gate - Schema & Data QA

jy-labs/dataset-quality-gate

Validate Apify Datasets by pasted items, Dataset ID, or Run ID before delivery, automation, or AI/RAG ingestion. Catch schema drift, missing fields, duplicates, and bad URLs/emails/dates.

Juyeop Park

Apify

doshikevin361/apify

Kevin Doshi

Warn Layoffs Scraper

fortuitous_pirate/warn-layoffs-scraper

WARN Act Layoff Database Scraper. Structured data export for lead generation, enrichment, and competitive research.

Fortuitous Pirate

Webhook API

vivid_astronaut/webhook

Fabio Suizu

Dataset Result Gate

vittuhy/dataset-result-gate

Conditional pipeline gate. Fails if the previous actor's dataset is empty, succeeds if it has results — stopping unnecessary downstream runs before they start.

Vít Tuhý

Job Hunt Automation

scrapyspider/job-hunt-automation

Aggregates and normalizes job listings from multiple Apify job scraper datasets. Deduplicates by URL and outputs clean, structured data ready for CRM import or further processing.

ScrapySpider

Lead Intelligence Scorer Pro

leadops_lab/lead-intelligence-scorer-pro

Clean, deduplicate, score, and prepare B2B leads from Apify datasets for CRM import and outreach workflows.

jiaxun mao

Ai Document Qa

vivid_astronaut/ai-document-qa

Fabio Suizu

MongoDB Import

drobnikj/mongodb-import

Import items from dataset into MongoDB

Jakub Drobník

BioMedQA REST API � Verified Biomedical Q&A Dataset

resilient_meteor/biomedqa-api

Persistent REST API serving verified biomedical Q&A pairs from PubMed Central. Use endpoints /qa/random, /qa/search, /qa/gold for LLM fine-tuning datasets. 100% GOLD tier quality. Free to use via Apify Actor Standby.