Pricing

Pay per usage

Dataset Quality Gate - Schema & Data QA

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.

Pricing

Pay per usage

Rating

0.0

(0)

Developer

Juyeop Park

Actor stats

Bookmarked

Total users

Monthly active users

2 days ago

Last modified

Categories

Developer tools

Automation

You can access the Dataset Quality Gate - Schema & Data QA 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 '{
<  "reportName": "Sample dataset quality report",
<  "maxItems": 1000,
<  "validateAllItems": false,
<  "itemOffset": 0,
<  "itemOrder": "first",
<  "failRunOnError": false,
<  "items": [
<    {
<      "id": "item-1",
<      "url": "https://example.com/a",
<      "email": "owner@example.com"
<    },
<    {
<      "id": "item-2",
<      "url": "https://example.com/b",
<      "email": "second@example.com"
<    }
<  ],
<  "requiredFields": [
<    "id",
<    "url"
<  ],
<  "expectedSchema": {
<    "id": "string",
<    "url": "string",
<    "email": "string"
<  },
<  "uniqueFields": [
<    "id"
<  ],
<  "formatRules": {
<    "url": "url",
<    "email": "email"
<  }
<}' |
<apify call jy-labs/dataset-quality-gate --silent --output-dataset

Dataset Quality Gate: Apify Dataset Schema & Data QA API through CLI

The Apify CLI is the official tool that allows you to use Dataset Quality Gate - Schema & Data QA 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:

Dataset Quality Gate - Schema & Data QA API in Python

Dataset Quality Gate - Schema & Data QA API in JavaScript

Dataset Quality Gate - Schema & Data QA OpenAPI definition

Dataset Quality Gate - Schema & Data QA API

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