OneQuery

AI agent that handles web scraping without custom code or selectors

5.0 (4)

Reviewed by Daniel Nikulshyn·Updated May 2026

Natural Language AI Agent Automation Web Scraping No-Code API Data Extraction

Overview

OneQuery is an AI-powered web scraping tool that lets users extract structured data from websites by describing what they want in natural language. Instead of writing and maintaining custom scrapers, users define a target site and the fields they need, and the agent figures out how to retrieve them. The service is aimed at developers, analysts, and teams who regularly pull data from the web for research, monitoring, lead generation, or pipeline automation. By abstracting away selectors, pagination logic, and site changes, it reduces the engineering overhead typically associated with scraping projects.

Key features

AI agent for automated data extraction
Natural language field definitions
Structured output for downstream use
Handles dynamic and paginated pages
API access for integration into workflows
Reduced maintenance as sites evolve

Use cases

Lead Generation Data Collection

Extract contact details, company info, and prospect data from directories and business websites without building custom scrapers for each source.

Competitive Price Monitoring

Track product prices and availability across e-commerce sites by describing target fields in natural language, with the agent adapting to layout changes.

Market Research Aggregation

Pull structured data from news sites, review platforms, and industry sources to feed analytics workflows for ongoing research projects.

Pipeline Automation via API

Integrate scraped data directly into ETL pipelines or internal tools using the API, enabling hands-off data ingestion at scale.

Pros & Cons

Pros

No need to write or maintain scraper code
Natural language interface for defining data
Adapts when site layouts change
Useful for non-developers and analysts

Cons

May struggle with sites behind strong anti-bot defenses
Less control than hand-written scrapers
Recurring cost versus one-off scripts

Reviews

5.0

Average from 4 ratings.

Marcus Bell

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on handles dynamic and paginated pages, and adapts when site layouts change caught me off guard. May struggle with sites behind strong anti-bot defenses is why this isn't a perfect score, still, I'd recommend giving it a real trial.

Margaret Whitfield

Compared a few options

Evaluated this against two competitors. Where it wins: aPI access for integration into workflows and natural language interface for defining data. On balance the feature set — especially reduced maintenance as sites evolve — justifies the 5 stars for our use case.

Gunnar Eriksson

Solid for our team

We rolled this out across the team last quarter and adapts when site layouts change. API access for integration into workflows fits neatly into how we already work, and natural language field definitions removed a step we used to do by hand. Less control than hand-written scrapers, which is the main caveat, but it has held up under daily use.

Omar Haddad

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on reduced maintenance as sites evolve, and natural language interface for defining data caught me off guard. Recurring cost versus one-off scripts is why this isn't a perfect score, still, I'd recommend giving it a real trial.