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Blog

The harness matters more than the model - Podcast EP07

John Rooney
11 min read
June 27, 2026
"The model is the engine — but the harness is everything else." In Episode 7, we dig into why the infrastructure layer around your AI model matters more than the model itself, rank the best models available right now, and ask whether the open-weighted revolution is about to make frontier subscriptions obsolete.
AI-assisted data extractionLarge Language Models (LLMs)Developer interestData quality
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Blog

AI won’t fix your data quality (until you answer these three questions)

Neha Setia Nagpal
10 min read
May 13, 2026
In our interview, a QA expert warns - before you delegate web scraping quality assurance to AI, make sure you can describe what ‘good’ looks like for yourself.
Scraping practiceOpen-sourceData quality
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Learn

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

Ayan Pahwa
5 min read
April 10, 2026
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.
Data quality
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Blog

Teaching AI to scrape like a pro: how we measure LLMs’ data quality

Theresia Tanzil
10 min read
February 23, 2026
AI-enabled code editors can now conjure scraping code on command. But is it any good? Here’s how Zyte re-engineered LLMs with Web Scraping Copilot to drive best-in-class output.
Scraping practiceData quality
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Blog

Claude Sonnet 4.6 is the new best model for writing scrapers

Konstantin Lopukhin
10 min read
February 18, 2026
Claude Sonnet 4.6 is now the top model in Zyte’s Web Scraping Copilot benchmark, narrowly beating Gemini 3 Pro on extraction quality, with a small increase in code complexity.
AI-assisted data extractionData quality
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Blog

Gemini 3.0 Pro is the new best model for writing scrapers

Konstantin Lopukhin
10 min read
November 20, 2025
Gemini 3.0 Pro outperforms GPT-5, Claude, and other leading LLMs in Zyte’s Web Scraping Copilot benchmarks, delivering the highest code accuracy and lowest complexity. See full results, pros, cons, and recommendations for production workflows.
AI-assisted data extractionData quality
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Blog

How Zyte’s extraction experts guarantee data quality

Artur Sadurski
2 min read
September 1, 2025
Ensuring web data quality at scale means moving beyond fragile scripts and spot checks to robust validation that keeps business decisions accurate and reliable.
Scraping strategyData quality
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Blog

The DQ playbook: How ‘data quality’ fuels business’ pursuit of precision

Theresia Tanzil
2 min read
August 14, 2025
The practice of data quality (DQ) is emerging as a key discipline businesses can use to understand and improve the provenance of the content they collect.
Scraping strategyData quality
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Blog

How Session Management Minimizes Bans and Enhances Data Quality in Web Scraping

Neha Setia Nagpal
1 min read
November 18, 2024
Learn how managing user sessions in web scraping can help overcome website bans, handle IP rate limits, streamline cookie management, and avoid detection.
Anti-banData quality
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Learn

Scraped Data Quality

Linda Giuliano
2 min read
May 22, 2024
Making sure your web data is trustworthy when web scraping at scale is incredibly important, so one of the defining success factors is a comprehensive quality assurance (QA) process.
Scraping practiceData quality
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Blog

Article data extraction | How to Maximize Quality

Konstantin Lopukhin
6 min read
November 4, 2022
Learn how different tools are used to maximize the quality of your news and article data extraction. Understand why it's important and how to scale extraction.
Data quality
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Blog

Measuring Web product data quality for accurate decisions

Shane Evans
3 min read
August 24, 2021
Get the best product data extraction quality for your projects with Zyte’s Automatic Extraction. Leading in scores for price and SKU attributes.
Data quality
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