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Data Quality Gate

Before your AI agent acts on a dataset, check if it's trustworthy. Returns a deterministic verdict — RELIABLE / USABLE_WITH_CLEANING / UNRELIABLE — with exact facts: completeness,nulls,type errors,impossible values,duplicates, outliers.100% deterministic,no LLM, no hallucination. Any JSON dataset.

Pricing

from $0.01 / actor start

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Developer

Nicolas Dupuis

Actor stats

Bookmarked

Total users

Monthly active users

8 days ago

Last modified

Categories

Developer tools

Automation

Raw JSON dataset (array of objects)

rawJson

Optional

The dataset to analyze, as a JSON array of row objects (e.g. items scraped by another Actor). Leave datasetId empty when using this.

Type:array

Default:

[
  {
    "id": 1,
    "address": "12 Elm Street",
    "city": "Springfield",
    "price": 250000,
    "surface_m2": 85,
    "rooms": 3,
    "agent_rating": 4.5,
    "listed_date": "2026-05-10",
    "agency": "Homefinder Realty",
    "description": "Charming 2-bedroom apartment near the park, recently renovated, close to transit.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 2,
    "address": "45 Oak Avenue",
    "city": "Springfield",
    "price": 265000,
    "surface_m2": 88,
    "rooms": 3,
    "agent_rating": 4.2,
    "listed_date": "2026-05-11",
    "agency": "Homefinder Realty",
    "description": "Charming 2-bedroom apartment near the park, recently renovated, close to the transit stop.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 1,
    "address": "12 Elm Street",
    "city": "Springfield",
    "price": 250000,
    "surface_m2": 85,
    "rooms": 3,
    "agent_rating": 4.5,
    "listed_date": "2026-05-10",
    "agency": "Homefinder Realty",
    "description": "Charming 2-bedroom apartment near the park, recently renovated, close to transit.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 4,
    "address": "7 Pine Road",
    "city": "Shelbyville",
    "price": "$180,000",
    "surface_m2": 60,
    "rooms": 2,
    "agent_rating": 4.8,
    "listed_date": "2026-04-02",
    "agency": "Homefinder Realty",
    "description": "Cozy studio in the city center, walking distance to shops and restaurants.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 5,
    "address": "9 Cedar Court",
    "city": "Shelbyville",
    "price": "$310,500",
    "surface_m2": 110,
    "rooms": 4,
    "agent_rating": 4.6,
    "listed_date": "2026-04-15",
    "agency": "Homefinder Realty",
    "description": "Spacious family home with a large backyard and a two-car garage.",
    "status": "sold",
    "agent_notes": null
  },
  {
    "id": 6,
    "address": "3 Birch Lane",
    "city": "Capital City",
    "price": "$425,000",
    "surface_m2": 140,
    "rooms": 5,
    "agent_rating": 4.9,
    "listed_date": "2026-06-01",
    "agency": "Homefinder Realty",
    "description": "Luxury villa with pool, modern kitchen, and panoramic city views.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 7,
    "address": "21 Maple Drive",
    "city": "Capital City",
    "price": "$199,000",
    "surface_m2": -70,
    "rooms": 2,
    "agent_rating": 4.1,
    "listed_date": "2026-03-20",
    "agency": "Homefinder Realty",
    "description": "Bright and airy 1-bedroom condo close to downtown amenities.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 8,
    "address": "18 Willow Way",
    "city": "Ogdenville",
    "price": "$145,000",
    "surface_m2": 55,
    "rooms": 2,
    "agent_rating": -1,
    "listed_date": "2026-02-18",
    "agency": "Homefinder Realty",
    "description": "Affordable starter home in a quiet residential neighborhood nearby.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 9,
    "address": "30 Aspen Court",
    "city": "Ogdenville",
    "price": "$210,000",
    "surface_m2": 75,
    "rooms": 3,
    "agent_rating": 4.3,
    "listed_date": "1899-01-01",
    "agency": "Homefinder Realty",
    "description": "Recently updated 3-bedroom house with an updated kitchen and bath.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 10,
    "address": "55 Chestnut St",
    "city": "North Haverbrook",
    "price": null,
    "surface_m2": 95,
    "rooms": 3,
    "agent_rating": 4.4,
    "listed_date": "2026-05-25",
    "agency": "Homefinder Realty",
    "description": "Modern townhouse with rooftop terrace and secure parking included.",
    "status": true,
    "agent_notes": null
  },
  {
    "id": 11,
    "address": "8 Poplar Place",
    "city": "North Haverbrook",
    "price": "$185,000",
    "surface_m2": 68,
    "agent_rating": 4,
    "listed_date": "2026-05-28",
    "agency": "Homefinder Realty",
    "description": "Well-maintained duplex close to schools and public transportation.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 12,
    "address": "14 Sycamore Ave",
    "city": "Brockway",
    "price": "$220,000",
    "surface_m2": 80,
    "rooms": 3,
    "agent_rating": 4.5,
    "listed_date": "2026-06-10",
    "agency": "Homefinder Realty",
    "description": "Turn-key 3-bedroom home with updated appliances and fresh paint.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 13,
    "address": "2 Magnolia Blvd",
    "city": "Brockway",
    "price": "",
    "surface_m2": 102,
    "rooms": 4,
    "agent_rating": 4.7,
    "listed_date": "2026-06-12",
    "agency": "Homefinder Realty",
    "description": "Elegant 4-bedroom colonial with a finished basement and deck.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 14,
    "address": "27 Redwood Circle",
    "city": "Brockway",
    "price": "$275,000",
    "surface_m2": 90,
    "rooms": 3,
    "agent_rating": 4.2,
    "listed_date": "2026-06-15",
    "agency": "Homefinder Realty",
    "description": "Bright 3-bedroom ranch with an open floor plan and new roof.",
    "status": "active",
    "agent_notes": null
  },
  {
    "id": 15,
    "address": "41 Dogwood Trail",
    "city": "Capital City",
    "price": "$305,000",
    "surface_m2": 105,
    "rooms": 4,
    "agent_rating": 4.6,
    "listed_date": "2026-06-18",
    "agency": "Homefinder Realty",
    "description": "Updated 4-bedroom home near top-rated schools and parks nearby.",
    "status": "active",
    "agent_notes": null
  }
]

Apify Dataset ID

datasetId

Optional

ID of an existing Apify dataset to analyze instead of rawJson. Leave rawJson empty (or clear it to []) when using this.

Type:string

Dataset Quality Scorer

fiery_dream/dataset-quality-scorer

Score ML datasets for quality (completeness, consistency, duplicates, balance). Detect data drift, outliers, and recommend improvements.

Cody Churchwell

E-commerce Data Cleaner & Analyzer

aidatatools/ecommerce-data-cleaner

Turn messy scraper output into clean, deduplicated, calculated reports for AI agents. 90-99% fewer tokens, exact figures, zero hallucination. Detects price anomalies, fake discounts and duplicates. Works with Amazon, AliExpress, eBay, Temu — any dataset. 100% deterministic Python.

Nicolas Dupuis

Dataset Quality Gate - Schema & Data QA

jy-labs/dataset-quality-gate

Apify Dataset data validation and schema validation for JSON rows. Check Dataset ID, Run ID, or pasted items before delivery, automation, or AI/RAG ingestion.

Juyeop Park

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

Dataset Deduplicator & Cleaner

eszetael_lab/dataset-deduplicator-cleaner

Returns your records with duplicates removed and values normalized — same fields as the input, nothing added or renamed. Exact, normalized or fuzzy matching on keys you choose. A data quality report lands under QUALITY_REPORT. Takes a dataset ID or inline JSON, so it chains after any scraper.

Radosław Szal

Apify Dataset Quality Profiler

eager_vitamin/apify-dataset-quality-profiler

Profile missing fields, nulls, empty strings, JSON types, distinct counts, and duplicate keys in an Apify dataset.

Lau Kuan Ee

LLM Dataset Processor

dusan.vystrcil/llm-dataset-processor

Allows you to process output of other actors or stored dataset with single LLM prompt. It's useful if you need to enrich data, summarize content, extract specific information, or manipulate data in a structured way using AI.