Turnkey High-Volume Web Crawling
Custom headless browser clusters with automated anti-bot bypassing. We deliver clean, structured data streams directly to S3 and enterprise data warehouses.
Services
High-Throughput Data Infrastructure
Engineered for fault tolerance, anti-bot resistance, and rigorous field-level verification.
Distributed Crawler Architecture Consulting
Fault-tolerant Playwright and Scrapy pipeline engineering. Complete failover logic, IP rotation strategies, and direct indexing into OpenSearch vector databases.
Manual Operations & Dataset QA Squads
Dedicated human-in-the-loop validation teams cleaning low-confidence records, executing complex schema audits, and verifying edge-case data before vector storage.
Failover Pipeline
Four-Stage Ingestion Logic
How a record travels from the open web to your warehouse.
Automated Extraction
Headless browser clusters bypass anti-bot shields and extract raw web records at gigabyte-per-second throughput.
LLM Schema Structuring
AI pipelines parse unformatted payloads into typed fields and score record confidence against validation thresholds.
Human Squad Verification
Records falling below threshold auto-route to dedicated human QA squads for instant manual remediation and cleaning.
Clean Database Indexing
Fully verified, 99.9% clean datasets are indexed directly into OpenSearch, vector stores, and enterprise storage.
Where we deliver data
Clean, structured outputs land directly where your teams work.
Object storage
Structured data streams delivered directly to Amazon S3.
Enterprise warehouses
Clean, structured data streams delivered directly into your enterprise data warehouse.
Search & vector stores
Verified records indexed into OpenSearch and vector databases for AI and retrieval workloads.
Have a crawling project in mind?
Tell us about your sources, volume, and target schema.