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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

Web Application Firewalls: A Comprehensive Survey of Detection Techniques, Deployment Models, and Real-Time Monitoring Approaches

  Authors

  Drupad Dhamdhere,  Shardul Pharande,  Aashish Kondgire,  Sakshi Phutane

  Keywords

Web Application Firewall, Survey, Intrusion Detection, SQL Injection, Cross-Site Scripting, DDoS Mitigation, Machine Learning, Anomaly Detection, Real-Time Monitoring, OWASP Top 10

  Abstract


Web applications remain the most exploited entry point in modern cyber attacks, with industry reports attributing nearly one in four data breaches to vulnerabilities in web-facing software. Web Application Firewalls (WAFs) have emerged as a critical defense layer, inspecting HTTP traffic to identify and block malicious requests before they reach the application. This survey provides a comprehensive review of WAF technologies spanning signature-based, anomaly-based, and machine learning-driven detection methods. We examine the evolution of WAFs from early rule-matching systems such as Snort and ModSecurity through modern cloud-native solutions offered by AWS, Cloudflare, and Azure, and into the emerging class of AI-powered next-generation firewalls. We present a structured taxonomy of web application attacks aligned with the OWASP Top 10 (2021) and their corresponding Common Weakness Enumerations (CWEs), and we systematically compare how different WAF approaches address each category. Our analysis covers deployment architectures (reverse-proxy, embedded, cloud-based, and hybrid), real-time monitoring and alerting mechanisms, and the trade-offs among detection accuracy, latency overhead, and operational complexity. We consolidate findings from over 40 studies published between 2003 and 2025, identify seven persistent research gaps--including the shortage of public evaluation benchmarks, the opacity of commercial solutions, and the difficulty of detecting novel zero day payloads--and outline promising future directions such as federated learning for distributed WAF deployments and explainable AI for security decision-making.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2603544

  Paper ID - 303315

  Page Number(s) - e584-e591

  Pubished in - Volume 14 | Issue 3 | March 2026

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Drupad Dhamdhere,  Shardul Pharande,  Aashish Kondgire,  Sakshi Phutane,   "Web Application Firewalls: A Comprehensive Survey of Detection Techniques, Deployment Models, and Real-Time Monitoring Approaches", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.14, Issue 3, pp.e584-e591, March 2026, Available at :http://www.ijcrt.org/papers/IJCRT2603544.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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