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All Journal Jurnal Transformatika HISTOGRAM: Jurnal Pendidikan Matematika Syntax Literate: Jurnal Ilmiah Indonesia JOURNAL OF APPLIED INFORMATICS AND COMPUTING Conference SENATIK STT Adisutjipto Yogyakarta JMM (Jurnal Masyarakat Mandiri) JURNAL PENDIDIKAN TAMBUSAI Surya Abdimas KOMPUTIKA - Jurnal Sistem Komputer Care : Jurnal Ilmiah Ilmu Kesehatan JISICOM (Journal of Information System, Infomatics and Computing) Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming Bilancia : Jurnal Ilmiah Akuntansi Jurnal Mantik Jurnal Keperawatan (JKEP) Jurnal Keperawatan Malang (JKM) Journal of Innovation Information Technology and Application (JINITA) JIKO(Jurnal Ilmiah Keperawatan Orthopedi) Darmabakti : Junal Pengabdian dan Pemberdayaan Masyarakat International Journal Of Science, Technology & Management (IJSTM) JMPO Jurnal Ilmiah Wahana Pendidikan INTERNATIONAL JOURNAL OF EDUCATION, INFORMATION TECHNOLOGY, AND OTHERS Journal Of Human And Education (JAHE) Jurnal Abdimas Le Mujtamak PERMANA : Jurnal Perpajakan, Manajemen, dan Akuntansi DUNIA KEPERAWATAN: JURNAL KEPERAWATAN DAN KESEHATAN Eastasouth Journal of Effective Community Services Jurnal Ilmiah Pengabdian Kepada Masyarakat Blantika : Multidisciplinary Journal SmartComp Alsinatuna Jurnal Informatika: Jurnal Pengembangan IT Science Information System and Technology Jurnal Accounting Information System (AIMS) Jurnal Medika: Medika Bhamada: Jurnal Ilmu dan Teknologi Kesehatan (E-Journal) JABI: Jurnal Abdimas Bhakti Indonesia Indonesian Journal of Aerospace
Arif Rakhman
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Experimental Evaluation of Wazuh-Grafana Integration for Real-Time Cyber Threat Detection in Resource-Constrained Environments Sutanto, Achmad; Rakhman, Arif
Journal of Applied Informatics and Computing Vol. 9 No. 5 (2025): October 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i5.10404

Abstract

This research evaluates the performance of integrating Wazuh, an open-source Security Information and Event Management (SIEM) platform, with Grafana, a real-time visualization tool, for cyber threat detection in resource-constrained environments. The objective is to assess detection accuracy, false positive rates, response times, and system efficiency under controlled experimental conditions. The testbed consisted of two virtual private servers (4 vCPUs, 4–8 GB RAM, 38–50 GB storage) and employed the CIC-IDS2017 dataset as a benchmark for simulating three representative attacks: brute-force, malware injection, and webshell exploitation. The results showed that the integrated system achieved 100% detection accuracy with 0% false positives across 30 trials, with an average total detection time of 3033 ms. Resource utilization remained low, with CPU usage below 35% and memory consumption under 25%, confirming feasibility for mid-range servers typical of small institutions. While these results underscore the system’s efficiency, the findings must be interpreted within the limitations of a laboratory environment where predefined signatures were used. Performance in real-world networks with diverse traffic and unknown threats may differ, and further validation is required. This study makes two key contributions: (1) it provides the first structured quantitative benchmark of Wazuh-Grafana integration in constrained environments using a standardized dataset, and (2) it offers practical recommendations for small and medium-sized institutions, including minimum system requirements and guidelines for dashboard configuration. These findings reinforce the role of open-source solutions as affordable, adaptive, and effective alternatives to commercial SIEM systems, particularly for organizations with limited cybersecurity budgets.
Co-Authors ., Rais Achmad Sutanto Adi Candra Kusuma Agus Budianto Agus Wibowo Agustin, Ricky Denis Ahmad Maulana Ahmad Maulana Ahmad Maulana Ahmad Risgianto Amalianti, Via Amirudin, Alfin Aryani, Rizka Novita Aulia, Anisa Auliana, Murni Ayumi, Shafira Mega Bakhar, Muhamad bakhar, Muhammad Basit, Abdul Budi Prastiani , Dwi Dani Fitria Brilianti Deni Irawan, Deni Denise Eka Priyadi Dewi, Marischa Aulia Dewi, Ria Candra Diana Permatasari, Eka Dita Mela Anggraeni Dwi Budi Prastiani Dwi Kukuh Supriyono Ednofri Eko Budihartono, Eko Eko Nugroho, Wildani Fatimah Azzahra Febriana, Ellyza Firman Hidayat Gultom, Septiana Mariokuli Hamdani, Zahra Aulia Hernowo, Rudi Ida Afriliana Iory, Muhammad Janah, Luthfiyatul Khodijah Khodijah Khodijah Kholida Atiyatul Maula Kowiyah, Elita Kristina Kristina Laila Laila Lambang Nurdiansah, Lambang Lestari Slamet, Nabillah Santi Dewi Liani, Fitri Lukmanul Khakim M.Teguh Prihandoyo Maula, Kholida Atiyatul Mohammad Fayruz Mokhamad Rifqi Tsani Mokhammad Rifqi Tsani Muhamad Bakhar Mulyono, Wisnu Adi Muryani, Susi Mustamu, Mercy Anastasia mutiara mutiara Muzirwan Natalia, Anggi Amanda Natalia, Ovia Nawawi, Achmad Nelly, Ade Nesti Hapsari Nurhalimah Nurhalimah Nurmali, Dadang Nurohim Nurohim Oktiawati, Anisa Permatasari, Eka Diana Piantara, Seia Pramita Widodo, Yessy Prasetyo, Loventina Josephine Prayitno Abadi Prihandoyo , M. Teguh Prihandoyo, M Teguh Puannandra Putri, Gerhana Puspariani, Wini Putra, Angga Sanita Putri, Winda Maesya Tiana Rachmasari, Ananda Putri Rakhman, Itmam Aulia RANI RANI, RANI Rivaldo Mersis Brilianto Rivaldo Mersis Brilianto Sabanise, Ade Yerry Febrian Safar Dwi Kurniawan Sembiring, Rinawati Septian, Alvin Amirudin Setyaningrum, Ikawati Silitonga, Mona Risnauli Simbolon, Muhammad Eka Mardyansyah Sobri Sungkar, Muchamad Sonia, Gina Sulasmoro, Arfan Haqiqi Suraina Syahidah, Cinta Azzahara Ulla Syamsiar, Syamsiar Syamsul Falah Uliarta, Magdalena Umriaty Umriaty Umriaty, Umriaty Very Kurnia Bakti, Very Kurnia Wahyudi, Adi Aris Wibowo, Nurhakim Yudhi Widodo, Yessy Pramita Wildani Eko Nugroho Wildani Eko Nugroho, Wildani Eko Wisnu Miftahul Faris Yerry Febrian Sabanise Yerry Febrian Sabanise Yerry Febrian Sabanise, Yerry Febrian Yolanda Putra, Angga Yoyo Yoyo Za'imuddin, Za'imuddin Zahra, Syifa Nida Zahrani, Ardiana Zaki Mubarok, Zaki