Blog post
Scraping with Pydantic and Scrapy
Get consistent data through webscraping with Scrapy, Pydantic and SQLModel.
Turn data into your sharpest competitive advantage
Welcome to Inqyr. I am an independent data consultant focused on helping you achieve your business goals using data. Whether it's a targeted bespoke analysis or a full-blown AI solution, you work directly with me.
Services - I help you identify, explore, and respond to new opportunities.
I don't fit everyone, but I adapt my approach to fit your exact needs. I'm passionate about helping businesses of all sizes unlock their data potential. When you work with Inqyr, you partner directly with me to dream up and build exactly what you need to be successful.
- Generative AI. Generative AI is transforming industries, enabling massive cost savings and entirely new customer experiences. I can guide your generative AI strategy, handle the complex engineering, and deploy the absolute best solution to achieve your goals.
- Data Enrichment. Unlock actionable information on your customers, prospects, or competitors. I utilize robust, scalable infrastructure to trawl for the bespoke data you need, structuring it perfectly for your reporting, models, or marketing campaigns.
- Machine Learning. My expertise in lead scoring and probabilistic models empowers you to make data-driven decisions and achieve remarkable growth. By leveraging advanced algorithms, I enable you to identify high-potential leads and proactively address customer churn.
- Data and AI Strategy. Raw data and isolated models are useless without a strong strategy tying them to your business goals. I bring years of experience developing cohesive data strategies that actually impact your bottom line.
Harnessing technology for a brighter future
I believe technology is the answer to the world’s greatest challenges. It’s also the cause, so we find ourselves in a bit of a catch-22 situation.
Data Engineering - Mass-scale extraction and intelligent enrichment.
I architect resilient data pipelines capable of scraping and processing millions of websites daily, turning the chaotic internet into your structured competitive advantage.
- High-Volume Web Scraping. Bypassing complex anti-bot systems at scale requires serious engineering. I build distributed, highly resilient crawling infrastructure that reliably extracts millions of data points without breaking or getting blocked.
- Open-Source AI Processing. Raw HTML is useless without context. Instead of relying on expensive, generic commercial APIs, I deploy highly optimized, fine-tuned open-source models to classify, summarize, and extract precise entities from unstructured web data at a fraction of the cost.
- Automated Data Pipelines. Extraction is only the first step. I engineer end-to-end pipelines that ingest massive volumes of data, strictly validate the schema, and seamlessly integrate the enriched datasets directly into your analytics warehouse or lead-scoring models.
Generative AI - Agentic AI solutions to solve real business problems.
I've designed and deployed high-performance, autonomous AI workflows that streamline complex operations and save my clients millions of dollars annually.
- RAG Architecture. Stop relying on generic AI that hallucinates. I engineer robust Retrieval-Augmented Generation (RAG) pipelines that ground Large Language Models directly in your proprietary databases, ensuring every output is accurate, secure, and auditable.
- Agentic AI Workflows. Standard chatbots just talk; agents take action. I build autonomous AI systems capable of executing multi-step tasks—from parsing inbound data to triggering backend system updates—drastically reducing your operational overhead.
- AI Strategy & Business Deployment. A brilliant model is useless if it doesn't integrate with your business. I bridge the gap between cutting-edge AI research and practical enterprise deployment, ensuring the solutions we build align perfectly with your security protocols and bottom-line objectives.
Generative Search - Conversational e-commerce search.
I've engineered an advanced e-commerce search framework that combines semantic text search with image recognition. By wrapping it in GenAI, product discovery becomes purely conversational.
- Hybrid Search. Powering this framework is a custom hybrid search. It's completely flexible, searching over both product descriptions and visual representations. It allows your users to find products even if they don't know the exact keywords to use.
- Virtual Retail Assistant. Hybrid search alone isn't enough. I combine it with generative AI to create a true virtual retail assistant. Customers can ask natural questions like, "I'm looking for an outfit for a summer beach wedding," and the system will surface exactly what they want.
- New Sales Channels. I approach deployment with absolute flexibility. Because the architecture is API-first, I can embed this conversational experience wherever your customers are—on-site, Facebook, Instagram, or anywhere else.
