Hash scraper technology blog

Decision framework for purchasing, building, or outsourcing external data

Decision framework for purchasing, building, or outsourcing external data

Once the need for data is determined, when the next step is blocked Whether it's AI, dashboards, or market analysis, there is usually agreement within the organization that external data is needed....

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5 reasons why web scraping projects fail

5 reasons why web scraping projects fail

"I tried it myself, but it didn't work." This is the most common phrase I hear in consultations. People have tried free tools, asked colleagues who know a bit of coding, and even had AI write code ...

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Why does AI PoC fail in demos? The issue lies not with the model, but with the data supply chain.

Why does AI PoC fail in demos? The issue lies not with the model, but with the data supply chain.

"The demo is done, but it's not in operation" Over the past year, many companies have conducted LLM PoCs. They created chatbots with internal documents, summarized meeting minutes, and extracted dr...

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Creating a crawler with AI, how far can you go and where do you encounter obstacles?

Creating a crawler with AI, how far can you go and where do you encounter obstacles?

"Can I ask ChatGPT to do it?" These days, the most common question among those considering data collection. It's a valid question. If you ask ChatGPT or Claude to "write a Python code to collect pr...

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How to start web data extraction — comparing four methods from manual copying to data collection services

How to start web data extraction — comparing four methods from manual copying to data collection services

When everything is visible on the screen, but you feel stuck moving it to Excel Competitor prices, product reviews, company lists, news articles - all the necessary information is visible on the we...

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Outsourcing web scraping process - from inquiry to the first data, it has been organized step by step.

Outsourcing web scraping process - from inquiry to the first data, it has been organized step by step.

What should I prepare before making an inquiry? The most common hesitation for those considering outsourcing web scraping for the first time is surprisingly the inquiry itself. They often wonder, "...

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Comparing subscription-based crawling vs. individual billing reveals the answer in terms of total cost of ownership (TCO) for one year.

Comparing subscription-based crawling vs. individual billing reveals the answer in terms of total cost of ownership (TCO) for one year.

Illusion of Expensive Monthly Subscription When you first receive a quote for a web crawling subscription service, you'll likely have the same reaction as most people: "Isn't it more expensive than...

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Monitoring is about notifications, not just collecting data - Creating a response loop with price and reputation data

Monitoring is about notifications, not just collecting data - Creating a response loop with price and reputation data

I started monitoring, but nothing is happening Whether it's price monitoring or reputation monitoring, some organizations end up in this state after starting and a few weeks pass. The data comes in...

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Adding AI analysis to collected reviews - How to read VOC through sentiment analysis, classification, and translation.

Adding AI analysis to collected reviews - How to read VOC through sentiment analysis, classification, and translation.

Gathering 30,000 reviews, but no one reads them Review data collection is successful, but often faces challenges in utilization. Even though reviews from various channels are automatically gathered...

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