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Stop scraping the "paint" (HTML) and start intercepting the "data packages" (API responses). This guide introduces the Network Interception strategy using Python and Playwright. Learn how to bypass BeautifulSoup entirely, listen to background network traffic, and capture raw, structured JSON data directly from the server—even for complex infinite-scroll sites.
Learn how to build an advanced Python web scraping script using Requests and BeautifulSoup to automatically detect repeated page structures and cluster content intelligently. This topology-based scraping approach extracts clean text, links, images, and headings while removing noise like scripts and navigation, making it ideal for large-scale data extraction, RPA workflows, and structured web data mining.
Struggling with IP bans and CAPTCHAs while scraping data? Learn how to use proxy rotation and headless browsers to ensure your web scraper stays undetected and efficient.
Struggling with empty HTML when scraping? Learn how to solve the dynamic content problem in web scraping using headless browsers like Playwright and Python.
🚀 The 7-Day Price Volatility Dataset: Market Dynamics Tracker 🔍 Dataset Description & Fields This dataset is designed to capture short-term market liquidity and volatility by comparing the initial price of an item to its price exactly one week later. It is a powerful tool for analyzing pricing strategies, predicting short-term market trends, and identifying products with significant price instability. Interpretation: A positive percentage (e.g., ) indicates the item has experienced appreciation (price increase) over the week, potentially signaling rising demand or reduced supply. A negative percentage (e.g., ) indicates depreciation (price decrease), possibly due to overstocking, new competition, or sales events. A value close to signifies strong price stability. 💡 Advanced Analytical Uses The simple structure of this data facilitates a wide range of analytical tasks: Market Timing: Determine the optimal days or conditions under which prices are most likely to drop (or surge) over a 7-day window. Product Segmentation: Group products by their volatility index to understand which market segments are most sensitive to change. Pricing Strategy Audit: Assess the effectiveness of promotional campaigns by observing the seven-day rebound or stabilization after an initial price change. Risk Assessment: Use the change percentage as a risk indicator for inventory management or investment decisions. First time time it was scraped at 02-12-2025 and next time at 09-12-2025.
🚀 The 7-Day Price Volatility Dataset: Market Dynamics Tracker 🔍 Dataset Description & Fields This dataset is designed to capture short-term market liquidity and volatility by comparing the initial price of an item to its price exactly one week later. It is a powerful tool for analyzing pricing strategies, predicting short-term market trends, and identifying products with significant price instability. Interpretation: A positive percentage (e.g., ) indicates the item has experienced appreciation (price increase) over the week, potentially signaling rising demand or reduced supply. A negative percentage (e.g., ) indicates depreciation (price decrease), possibly due to overstocking, new competition, or sales events. A value close to signifies strong price stability. 💡 Advanced Analytical Uses The simple structure of this data facilitates a wide range of analytical tasks: Market Timing: Determine the optimal days or conditions under which prices are most likely to drop (or surge) over a 7-day window. Product Segmentation: Group products by their volatility index to understand which market segments are most sensitive to change. Pricing Strategy Audit: Assess the effectiveness of promotional campaigns by observing the seven-day rebound or stabilization after an initial price change. Risk Assessment: Use the change percentage as a risk indicator for inventory management or investment decisions. First time time it was scraped at 01-12-2025 and next time at 08-12-2025.
A quiet collector asks the internet where to shine its flashlight tonight—price hops, vanishing posts, stealth edits, you name it.
HubSpot Zimbabwe Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Zimbabwe. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Zambia Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Zambia. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot South Africa Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within South Africa. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Kosovo Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Kosovo. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Vietnam Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Vietnam. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Venezuela Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Venezuela. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Uruguay Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Uruguay. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Uganda Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Uganda. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Ukraine Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Ukraine. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Taiwan Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Taiwan. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Trinidad and Tobago Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Trinidad and Tobago. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Türkiye Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Türkiye. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Tunisia Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Tunisia. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Thailand Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Thailand. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Togo Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Togo. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Senegal Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Senegal. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Slovakia Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Slovakia. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
HubSpot Slovenia Partner Companies Dataset (Scraped & Structured) This dataset contains clean, structured information scraped from public HubSpot Partner listings for companies operating within Slovenia. It is designed to support research, analytics, automation workflows, market mapping, and CRM enrichment. 📌 Dataset Includes Company identifiers (ID, slug, name) Partner tier & partner type Website URLs Public descriptions Logo URLs Ratings & review counts Budget ranges (when available) Locations & regions Languages supported Catalog services offered Industries served Credential and accreditation IDs 🧩 Useful For Market analysis & segmentation Lead scoring and enrichment Competitive mapping Workflow automation & RPA pipelines Data-driven decision-making Building internal tools or dashboards ⚠️ Responsible Use Notice This dataset contains publicly available business information only. It must not be used for: Unsolicited spam campaigns Misrepresentation or harmful automation Violating HubSpot's terms of service or any platform's policies Use this dataset ethically and in compliance with all applicable laws.
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