Trawl

We Gave Every MCP Tool a readOnlyHint: Agent-Safety by Design

Trawl's MCP server gives ten tools to AI agents. We hand-annotated all ten so a grounding agent never fires a billable scrape run by accident.

Setting Up Price Alerts for Competitor Product Pages Without Code

You don't need a developer to know when a competitor changes price. This guide shows non-technical operators how to set up reliable price change alerts on any product page using no-code tools and webhooks, in under an hour.

What Actually Breaks a Scraper in Production

A column of zeros looks like one bug. It's four: nav fails, selector rot, blocks, geo incoherence, each needing the opposite fix. Diagnose before you heal.

How to Use Job Posting Data for Competitor Intelligence

Job postings reveal competitor strategy 6 to 18 months before announcements. Here is how to collect, normalize, and alert on hiring data as a systematic competitive intelligence feed.

Why We Run Scrape Scheduling on Mongo, Not Kafka

Why we coordinate scheduled scrapes on MongoDB instead of a message broker: the incident that forced it, one atomic lock, and the honest trade-offs.

Using AI to Compare OTAs for Your Bed and Breakfast

B&B owners spend hours every week manually checking OTA rates. Here's how to use AI to synthesise price data across booking platforms into a clear daily decision in minutes, without replacing your judgment.

Trawl Is Now in Private Beta (Plus MCP Upgrades)

Trawl is now in private beta: limited seats, free plan, no credit card. Plus a sharper MCP server for AI agents, fairer billing, and reliability polish.

E-Commerce Seller Pricing Playbook: Buybox, MAP Compliance, and Multi-Marketplace Monitoring

Win the buybox, stay MAP-compliant, and reconcile prices across every marketplace channel. The operational playbook for sellers managing multi-channel pricing at scale.

Independent Hotel Price Monitoring Guide

Independent hotels depend on OTAs for over 63% of bookings, yet most still check competitor rates manually. This guide covers automated rate monitoring, parity tracking, and alert setups that work without a tech team.

BYOI Explained: Bring Your Own Infrastructure for Scraping

Bring Your Own Infrastructure for scraping. What it costs, what it solves, when it wins over managed SaaS or pure DIY. A practical overview.

Anatomy of a Price Monitor: From URL to Alert in 5 Minutes

Build a real price monitor in five minutes. Pick a URL, define the schema, schedule the scrap, wire the alert. Exactly how it works end to end.

Self-Healing Scrapers: Why AI Fixes Beat Retry Logic

Retry logic retries. Self-healing learns and fixes. How scrapers detect their own drift, rewrite their own extraction, and stay stable at scale.

When to Use Managed Scraping vs Build Your Own (2026)

Build versus buy for scraping is a cost curve, not a preference. Hidden costs, break-even volumes, and signals that tell you which side wins today.

Choosing a Web Scraping Approach in 2026: Categories, Not Brands

Four categories of scraping approaches in 2026. A category-first decision framework without named comparisons. Pick the shape, not the brand.

How to Automate Web Scraping with AI in 2026

Learn how LLMs, vision models, and MCP are replacing brittle selectors with intelligent, self-healing scraping pipelines for 2026.

How to Track Website Changes and Get Alerts (No Code)

Learn how to monitor any website for changes and receive instant alerts. No coding required. From competitor pricing to regulatory updates, set up tracking in minutes.

Scraping Without Getting Blocked: Proxies, Stealth & CAPTCHAs

Learn how to bypass anti-bot systems in 2026 with proxy rotation, TLS fingerprinting, browser stealth, and CAPTCHA solving. Real code, zero hand-waving.

10 Price Monitoring Workflows That Actually Ship

Ten concrete price monitoring workflows that actually ship. From daily SKU audits to B2B benchmarking pipelines. No brand comparisons, just the shape of workflows that keep delivering past week two.

How to Monitor Competitor Prices Automatically in 2026

Your competitors changed prices 47 times last week. You noticed zero. Here is the complete system for automated price monitoring that protects margins.

Web Scraping for Price Monitoring: The 2026 Playbook

Prices change millions of times daily. Manual tracking is dead. Here is the 2026 playbook for building price monitoring scrapers that actually scale.

Web Scraping in 2026: The Complete Guide

Web scraping is a $1.17B industry in 2026, and getting harder. This guide covers the full stack from HTTP requests to AI orchestration, with honest cost breakdowns and legal clarity.