How It Works

From source URL to verified data. Here's how.

Four stages. Every record checked. No engineering from your side. Crawlify handles the sources, the anti-bot complexity, the QA, and the delivery. You get clean data, on schedule.

A person at a desk studying a monitor that shows API, JSON, CSV, and DOC file formats — the outputs Crawlify delivers
  • ScholarMeet
  • Scholar9
  • AllEvents
  • HirePilot
  • SummitStudio
  • EventAtlas
The scoping step: a source URL and the fields to extract — salary, benefits, job type, location, company — each confirmed

You tell us what you need. We figure out the rest.

Tell us the sources, fields, and update frequency. We assess technical feasibility, design the extraction approach, and deliver a schema proposal within 48 hours—ready for your review before development begins.

What we handle

  • Feasibility analysis
  • Anti-bot assessment
  • Schema design
  • Compliance review
  • Scheduling

Your input

  • Source URLs
  • Desired fields
  • Refresh frequency
The extraction step: a source queue with a career site completed and others queued, and an AI engine at 92% handling JS rendering, pagination, and PDF OCR

AI crawls every source. Handles the complexity you shouldn't have to.

Our AI extraction engine handles JavaScript sites, PDFs, APIs, pagination, and dynamic content automatically. We continuously monitor source changes and update extractors before they affect your data, ensuring every delivery stays accurate and reliable.

Our Engine

  • Rendering
  • Anti-bot
  • Pagination
  • OCR
  • Monitoring

Your Input

  • URLs
  • Schedule
  • Fields
The verification step: a record verified by a human at 98%+ confidence, with QA stats — verified accuracy, records reviewed, human corrections, and average QA time

Every record goes through a human. That's the difference.

Every AI-extracted record is reviewed by a human analyst before delivery. We verify accuracy, completeness, freshness, and duplicates, ensuring clean, trusted, audit-ready data with 99.5%+ verified accuracy.

  • Every record reviewed
  • Source checked
  • Duplicate detection
  • Timestamp logged
  • Audit trail
The delivery step: a verified dataset flowing to REST API, CSV/JSON, Snowflake, Amazon S3, and Google Sheets, each with a live delivery status

Clean data, where you need it, when you need it.

Receive verified data in the format and destination that fit your workflow. We deliver via REST API, webhooks, cloud storage, or data warehouses on a real-time, daily, weekly, or custom schedule—with automatic monitoring and retry protection.

Ongoing Maintenance

What happens after the first delivery.

Crawlify maintains every pipeline continuously. When a source site changes its layout, we detect it (usually within hours) and update the extractor before your next delivery. When anti-bot measures evolve, we adapt. When your schema needs to change, we update and re-validate.

You never maintain a scraper. You never debug a broken extraction. You never worry about whether tomorrow's data will arrive. That's what fully managed means.

Crawlify's maintenance workflow: monitor the source 24/7, detect a layout change, update the extractor, validate and test, and delivery continues — each step marked active, detected, updated

Compliance & Data Handling

Public data, collected responsibly.

Crawlify extracts only publicly available web data. We do not collect data behind authentication walls, scrape private databases, or access restricted content. Every project undergoes a compliance review before extraction begins.

We respect robots.txt directives and rate-limit our crawlers. For regulated industries (finance, healthcare, government), we provide full provenance documentation: the source URL, extraction timestamp, and verification trail for every record.

GDPR Aware

We follow GDPR principles for data protection.

CCPA Aware

We comply with CCPA regulations for user privacy.

Public Data Only

We extract only publicly available information from websites.

Rate-Limited Crawling

We respect website policies and rate-limit our crawlers to be responsible.

Full Audit Trail

Every record includes source URL, timestamp, and verification trail for complete transparency.

Read Full Compliance Approach

Frequently asked questions

Typical setup: 48 hours for scoping, 3 to 5 business days for first verified delivery. Complex multi-source projects may take 1 to 2 weeks.

Ready to see it work on your data?

Tell us your sources and fields. We'll scope it, extract a sample, verify it, and show you the output. Free. No commitment.

No credit card. No commitment. Just clean data.

Two colleagues at a whiteboard mapping a data pipeline from sources through extraction and verification to delivery