Dataset Quality Check - Validate Scraped Data Before Export
jy-labs
Validate a scraped dataset before you ship it: required fields, types, duplicates and URL/email formats, with a pass/fail JSON and Markdown report. Swap the sample items for your dataset ID.
Input
Output fields
Sign up on Apify or log in
The Dataset Quality Gate - Schema & Data QA Actor is ready to run with the inputs already set for "Dataset Quality Check - Validate Scraped Data Before Export". Sign up or log in and you'll land in Apify Console with a copy of this exact task.
Start the "Dataset Quality Check - Validate Scraped Data Before Export" task
The Dataset Quality Gate - Schema & Data QA Actor will start running based on the input automatically. You can also change all the input fields, like fields that must be present and fields that must be unique, to match your specific use case.
Receive the "Dataset Quality Check - Validate Scraped Data Before Export" output
Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as gate status, passed, report name, and more.
Integrate into your workflow
The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Dataset Quality Check - Validate Scraped Data Before Export" task via API.

Integrate "Dataset Quality Check - Validate Scraped Data Before Export" into your workflow
Connect "Dataset Quality Check - Validate Scraped Data Before Export" with 100+ integrations, or run it via API or MCP.
Webhook
n8n
Make
Zapier
Airbyte
Keboola
IFTTT
Hubspot
GDrive
Gmail
Apify MCP
GitHub
Slack
LangChain
LlamaIndex
Flowise
Pinecone
OpenAI
Mastra
Clay