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$1.00 / 1,000 qa reports

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Apify Dataset QA Gate

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Pass, warn, or stop Apify datasets before CRM import, enrichment, client delivery, or webhook automation.

Pricing

$1.00 / 1,000 qa reports

Rating

0.0

(0)

Developer

jiaxun mao

Actor stats

Bookmarked

Total users

Monthly active users

23 days ago

Last modified

Categories

Automation

Developer tools

Lead generation

Inline records

records

Optional

Paste raw dataset records as JSON objects. Use this or sourceDatasetId.

Type:array

Source Apify dataset

sourceDatasetId

Optional

Optional Apify Dataset ID to audit instead of inline records.

Type:string

Required CRM fields

requiredFields

Optional

Fields that must be present for a row to count as CRM-ready.

Type:array

Default:

[
  "companyName",
  "domain",
  "email",
  "phone",
  "location"
]

Pass thresholds

passThresholds

Optional

Quality thresholds used to return PASS, WARN, or FAIL for downstream automations.

Type:object

Default:

{
  "minCrmReadyPercent": 80,
  "maxDuplicatePercent": 10,
  "minRequiredFieldCoveragePercent": 70
}

Maximum records

maxRecords

Optional

Maximum records to read and audit.

Type:integer

Minimum:1

Maximum:100000

Default:10000

Issue sample size

sampleSize

Optional

Maximum number of rows with missing required fields to include in sampleIssues.

Type:integer

Minimum:1

Maximum:100

Default:25

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.