WaterCrawl is a web scraping and crawling application built with Python, Django, Scrapy, and Celery that extracts content from websites and converts HTML into markdown. It specifically targets AI/LLM use cases by preparing web data in formats suitable for model training or RAG pipelines. The tool supports structured data extraction and includes Docker deployment options.