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Ayan Pahwa

Author

Ayan Pahwa

Developer Advocate

Ayan is a developer advocate at Zyte.

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scrapy-items-types
Scraping strategy

A guide to Scrapy item types

Scrapy supports multiple item types, but which should you use, and why.

Ayan Pahwa·July 24, 2026
harness-engineering-3
AI

Harness Engineering #3- Headless mode: the minimal agent harness

What's the smallest harness that still works? Turns out it's already sitting inside almost every coding agent you have installed — headless mode: same loop, tools, and reasoning as the interactive agent, minus the human in the chair. We point it at a web page and pull clean, structured data out the other end in about ten lines.

Ayan Pahwa·12 min read·July 13, 2026
gpt5-6-cover
AI

GPT-5.6, Fable 5, and GLM-5.2 entered a bar “crawl” and got hit by The Rate Limit

When OpenAI shipped GPT-5.6 and Anthropic's Fable 5 was sitting at the top of the price list, my question was not "which one wins a leaderboard." It was the one I actually pay for: for the scraping I do, how much model do I need to buy?

Ayan Pahwa·16 min read·July 10, 2026
Harness Engineering, part 2: harnessing a data extraction agent
Large Language Models (LLMs)

Harness Engineering, part 2: harnessing a data extraction agent

Point it at a website, tell it which fields you want, get back clean structured records. That's the agent we're designing in this post — and the interesting part isn't the model, it's the harness decisions that make it actually reliable at scale.

Ayan Pahwa·8 min read·July 1, 2026
Harness Engineering, part 1: what is an agent harness and why it matters
Large Language Models (LLMs)

Harness Engineering, part 1: what is an agent harness and why it matters

Same model, same weights, zero retraining — LangChain changed nothing but the scaffolding around a coding model and jumped it from 30th place to the top five on a benchmark. That scaffolding has a name: the harness. And it's the part you actually control.

Ayan Pahwa·8 min read·June 29, 2026
Zyte's first Developer Community Meetup: the recap, slides, and recording
Announcement

Zyte's first Developer Community Meetup: the recap, slides, and recording

AI agents can now write, run, and self-heal your web scrapers, and in Zyte's first-ever Web Scraping Community Meetup we show you exactly how. Live demos, a Claude Code plugin that turns a prompt into production-ready data, and a fireside chat on where AI is really heading.

Ayan Pahwa·3 min read·June 25, 2026
1 C N T 1225

How to run any model inside Claude Code

I run GLM 5.2 inside Claude Code with the same tools, the same skills, and the same agent loop. Three environment variables is all it takes.

Ayan Pahwa·11 min read·June 23, 2026
Why I'm adding GLM-5.2 to my agentic coding arsenal
Large Language Models (LLMs)

Why I'm adding GLM-5.2 to my agentic coding arsenal

Is GLM-5.2 really closing the gap to Anthropic - and at just a fraction of the cost - or is it just more AI hype? I think so, and let me show you why.

Ayan Pahwa·12 min read·June 19, 2026
How to build your first Scrapy extension
Developer interest

How to build your first Scrapy extension

My Scrapy project now plays a triumphant fanfare when a crawl finishes clean and a sad trombone when it doesn't, which is also how I finally learned what Scrapy's extension points are actually for.

Ayan Pahwa·11 min read·June 18, 2026
Now what exactly is loop engineering? And where do Anthropic's Fable 5 model and web scraping fit in?
Developer interest

Now what exactly is loop engineering? And where do Anthropic's Fable 5 model and web scraping fit in?

A viral clip from Claude Code's creator put a name to something a lot of us have been circling: loop engineering. Here's why web scraping may be its best-fit domain — and what that means in practice.

Ayan Pahwa·12 min read·June 10, 2026
Web scraping on an iPhone? Yes, really!
Use case

Web scraping on an iPhone? Yes, really!

When you can scrape the web by API, a world of possibility opens up. Yes, you can extract live web data using iOS Shortcuts.

Ayan Pahwa·10 min read·June 4, 2026
Automate deployment of your web scraper on VPS with Ubuntu 24.04 cloud-init
Developer interest

Automate deployment of your web scraper on VPS with Ubuntu 24.04 cloud-init

Your VPS is ready, but now you need to work through the same sequence you have run a dozen times before: apt update, apt install python3-pip, pip install scrapy, playwright install chromium, the Chromium dependency list that never installs cleanly on the first try, Redis, possibly Postgres, whatever else this particular project needs.

Ayan Pahwa·9 min read·May 31, 2026
Web scraping on 22 KB of RAM: Fitting the world on an ESP8266 microcontroller
Tool-assisted coding

Web scraping on 22 KB of RAM: Fitting the world on an ESP8266 microcontroller

Data-gathering doesn’t have to be memory-intensive. You can fit the world’s weather on a 9cm-square board, when you move the work to a web scraping API.

Ayan Pahwa·8 min read·May 25, 2026
Flatcar Linux for web scrapers: deploy immutable containers with just one config file
Developer interest

Flatcar Linux for web scrapers: deploy immutable containers with just one config file

The next time you spin up a VPS to give it a persistent home, you spend the better part of an afternoon rebuilding from memory. Here's a tool to help using Flatcar Linux

Ayan Pahwa·11 min read·May 25, 2026
My agentic coding setup: Claude Code, multi-agent orchestration, and how I actually work
Developer interest

My agentic coding setup: Claude Code, multi-agent orchestration, and how I actually work

Ayan's 4 agent team, using Claude's /goal, and the models and coding agents he uses to code effectively.

Ayan Pahwa·25 min read·May 22, 2026
OpenClaw and Claude helped me buy the perfect sneakers using Zyte API
Tool-assisted coding

OpenClaw and Claude helped me buy the perfect sneakers using Zyte API

Quickly compare e-commerce products across any site with an agent, a skill and an AI-powered web scraping API.

Ayan Pahwa·10 min read·April 30, 2026
Giving spidey-senses to your web scraping spiders using Spidermon
Web scraping APIs

Giving spidey-senses to your web scraping spiders using Spidermon

Learn how Spidermon helps you monitor web scraping data quality in real time. Validate items, track field coverage, and get alerts before bad data impacts your pipeline.

Ayan Pahwa·5 min read·April 27, 2026
Zyte Blog — field notes from the world of data extraction
Data quality

How to ensure data quality in your Scrapy web scraping projects using Spidermon and Claude Code

Spidermon is an open-source monitoring framework for Scrapy. You attach it to your spider, define what "success" looks like, and it automatically checks your crawl results after the spider closes, flagging anything that doesn't meet your standards.

Ayan Pahwa·5 min read·April 10, 2026
Zyte Blog — field notes from the world of data extraction
Web data collection

Why your API responses look like gibberish: the gzip decompression trap

The script was working. Requests were going out, responses were coming back with HTTP 200. But the response body was unreadable noise, a wall of binary characters that crashed the JSON parser and reported "no data found". No error code, no timeout, no network failure; just garbage where structured data should be.

Ayan Pahwa·6 min read·April 8, 2026
Code is cheap, show me the talk: How copilots are re-engineering developers
AI-assisted data extraction

Code is cheap, show me the talk: How copilots are re-engineering developers

Discover how AI copilots like Zyte’s Web Scraping Copilot are transforming developer workflows—making code a commodity and shifting value to problem-solving and prompting skills.

Ayan Pahwa·10 min read·March 20, 2026
Build your own MCP server: LLMs meets web data with Zyte API
Web scraping APIs

Build your own MCP server: LLMs meets web data with Zyte API

Learn how to build your own Model Context Protocol (MCP) server to connect LLMs with real-time web data using Zyte API, FastMCP, and the Docker MCP toolkit.

Ayan Pahwa·10 min read·March 16, 2026
Zyte Blog — field notes from the world of data extraction
Developer interest

Stop using Python requests for web scraping: Use these modern modules instead

While the 'Requests' library remains the default choice for many Python developers due to its reliability and extensive documentation, the Python HTTP landscape has evolved considerably. Modern alternatives now offer significant advantages, including built-in asynchronous support, HTTP/2 compatibility, enhanced performance, and up-to-date TLS handling.

Ayan Pahwa·6 min read·March 11, 2026
Brewing a bot: RAG and web data fuel the perfect coffee recommendation
Web scraping APIs

Brewing a bot: RAG and web data fuel the perfect coffee recommendation

Learn how to build a real-time AI chatbot using RAG, web scraping, Zyte API, LangChain, and OpenAI. Scrape JavaScript-heavy websites, store data in a vector database, and generate accurate answers from fresh web data.

Ayan Pahwa·10 min read·March 5, 2026
Zyte Blog — field notes from the world of data extraction
Web scraping APIs

Building a production-style web scraper with Scrapy, Docker, and PostgreSQL

Demo project scrape2postgresql shows how to scrape structured data with Scrapy, store it in PostgreSQL, and run both the spider and database in separate containers using Docker Compose.

Ayan Pahwa·7 min read·March 2, 2026
Scraping Swiss Army Knife: My personal fix for web setup fatigue using Docker, Scrapy and Zyte
Web scraping APIs

Scraping Swiss Army Knife: My personal fix for web setup fatigue using Docker, Scrapy and Zyte

Tired of repeating web scraping setup? Learn how a multi-arch Docker container with Scrapy, Zyte, Requests, and Pandas speeds up exploration and debugging.

Ayan Pahwa·10 min read·February 5, 2026
Scraping Swiss Army Knife: My personal fix for web setup fatigue using Docker, Scrapy and Zyte
Web scraping APIs

How I trade gold using e-ink, live data and an old Raspberry Pi

Track real-world gold and silver retail prices automatically using Zyte API, Python, and a Raspberry Pi with an e-ink display. Learn how to scrape rendered HTML, parse prices, and build an always-on trading dashboard.

Ayan Pahwa·10 min read·February 2, 2026

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