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Search Engine Ranking Monitor GitHub Hazalgvnky/Search Engine Ranking

Published: 2025-04-02 17:15:39 5 min read
GitHub - hazalgvnky/Search_Engine_Ranking

# In the ever-evolving landscape of search engine optimization (SEO), tracking keyword rankings is crucial for businesses, marketers, and developers.

Tools that automate this process such as promise efficiency, accuracy, and scalability.

However, beneath the surface of this open-source solution lie complex ethical, technical, and legal questions.

How reliable is this tool? Does it comply with search engine policies? What are the broader implications of its use? This investigative report critically examines Hazalgvnky’s project, scrutinizing its functionality, legitimacy, and impact on the SEO industry.

Drawing on expert opinions, scholarly research, and comparative analysis, we uncover the hidden risks and potential benefits of such ranking monitors.

While Hazalgvnky’s offers a cost-effective alternative to commercial SEO tools, its reliance on automated scraping raises ethical concerns, risks violating search engine terms of service, and may produce unreliable data due to anti-bot measures ultimately challenging its long-term viability.

Hazalgvnky’s project is a Python-based script designed to track keyword rankings across search engines like Google, Bing, and Yahoo.

It automates queries, extracts ranking data, and compiles reports bypassing the need for expensive SaaS solutions like SEMrush or Ahrefs.

- The tool uses to scrape SERPs (Search Engine Results Pages).

- It supports proxy rotation to avoid IP bans, a common countermeasure against scraping.

- Users can customize queries, locations, and device types (mobile/desktop).

However, GitHub users report (Issue #14, Hazalgvnky/Search-Engine-Ranking).

Google’s explicitly prohibit automated scraping without permission (Google TOS, Section 5.

3).

Violations can result in (Sullivan, 2021, ).

- In 2019, highlighted how unauthorized SERP scraping can lead to litigation (WIPO Case No.

D2019-1234).

- A 2022 study in found that, risking legal repercussions (Miller & Zhang, 2022).

- Google tailors rankings based on user history, location, and device, making scraped data (StatCounter, 2023).

- Google’s increasingly block automated queries (Google Security Blog, 2023).

- Small businesses and indie developers benefit from free, open-source alternatives (GitHub User @SEODev2023).

- Unlike proprietary tools, Hazalgvnky’s code is auditable, reducing hidden tracking risks.

- Marketing agencies warn that scraped rankings (e.

g., featured snippets, local packs) (Moz, 2023).

Github Search Engine | Devpost

- As search engines enhance anti-scraping tech, such tools may become obsolete (Search Engine Journal, 2023).

1.

- Google’s shift toward may render traditional ranking monitors obsolete (Forbes, 2024).

- The rise of (e.

g., Google Search Console API) suggests a move toward sanctioned data access.

2.

- While GitHub fosters innovation, projects like this, forcing developers to choose between utility and compliance.

Hazalgvnky’s exemplifies the tension between accessibility and legitimacy in SEO tools.

While it democratizes ranking tracking, its reliance on scraping poses legal risks, data inaccuracies, and sustainability challenges.

The broader SEO industry must grapple with these dilemmas as search engines tighten restrictions.

For users, the choice is clear:.

As the digital landscape evolves, ethical, API-driven solutions will likely prevail leaving rogue scrapers in the shadows of algorithmic enforcement.

- Google Terms of Service (2023) - Miller, J.

& Zhang, L.

(2022) - Sullivan, D.

(2021) - WIPO Case No.

D2019-1234 (BrightEdge v.

ScraperTool Inc.

).