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All Journal Saintika Medika: Jurnal Ilmu Kesehatan dan Kedokteran Keluarga. Jambi Medical Journal : Jurnal Kedokteran dan Kesehatan Jurnal Penelitian Pendidikan IPA (JPPIPA) EPIGRAPHE: Jurnal Teologi dan Pelayanan Kristiani Owner : Riset dan Jurnal Akuntansi JURNAL PENDIDIKAN TAMBUSAI International Journal of Community Service Learning IKRA-ITH ABDIMAS JURNAL MANAJEMEN BISNIS Iqtishoduna: Jurnal Ekonomi Islam Meraja journal Jurnal Teknik Mesin Indonesia Al-Kharaj: Journal of Islamic Economic and Business Rayah Al Islam : Jurnal Ilmu Islam Ilomata International Journal of Management Al-Mutharahah: Jurnal Penelitian dan Kajian Sosial Keagamaan Quantum Teknika Sophist Jurnal Sosial Politik Kajian Islam dan Tafsir Jurnal Pendidikan Guru (JPG) Ilomata International Journal of Management PERAHU (PENERANGAN HUKUM) : JURNAL ILMU HUKUM English Education Journal (E2J) Hukum Responsif : Jurnal Ilmiah Fakultas Hukum Universitas Swadaya Gunung Jati Cirebon Ekosiana : Jurnal Ekonomi Syariah International Journal of Educational Review, Law And Social Sciences (IJERLAS) INTERNATIONAL JOURNAL OF CULTURAL AND SOCIAL SCIENCE Jurnal Akutansi Manajemen Ekonomi Kewirausahaan (JAMEK) Jurnal Kolaboratif Sains International Journal of Social Science, Educational, Economics, Agriculture Research, and Technology (IJSET) EKSYA: Jurnal Ekonomi Syariah Journal Media Public Relations JURNAL PERMADI: PERANCANGAN, MANUFAKTUR, MATERIAL DAN ENERGI Journal Transformation of Mandalika Balance : Jurnal Akuntansi dan Manajemen Industrial Research Workshop and National Seminar Jurnal Pengabdian Mandiri Jurnal Ekonomi dan Manajemen (JEKMA) Indonesian Journal of Applied Accounting and Finance Indonesian Journal of Community Diversity and Engagement Jurnal Ilmiah Pendidik Indonesia Jurnal Informasi, Perpajakan, Akuntansi, dan Keuangan Publik Journal of Language and Literature Studies International Review of Practical Innovation, Technology and Green Energy (IRPITAGE) International Journal of Economics (IJEC) Oryza: Jurnal Agribisnis dan Pertanian Berkelanjutan Journal of Accounting Research, Utility Finance and Digital Assets (JARUDA) Best Journal of Administration and Management Jurnal Sosial dan Sains Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Amkop Management Accounting Review (AMAR) Jotika Journal in Management and Entrepreneurship Jurnal Ilmu Manajemen Dan Kewirausahaan (JIMK) IDEA: Jurnal Psikologi Research Horizon Jurnal Informatika Ekonomi Bisnis International Journal of Enterprise Modelling Kreativitas Pada Pengabdian Masyarakat (Krepa) Journal of Management, Economic, and Accounting AT-TIJARAH: Journal Islamic Banking and Finance Research Jurnal Teknologi Lingkungan Sinergi International Journal of Logistics Jurnal Akselerasi Merdeka Belajar dalam Pengabdian Orientasi Masyarakat (Jurnal AMPOEN) JSE: Jurnal Sharia Economica Time in Physics: Journal for Theoretical, Instrumentation, Material-Molecular, and Education Physics Hutanasyah : Jurnal Hukum Tata Negara JEBD Al-Kharaj: Jurnal Ekonomi, Keuangan & Bisnis Syariah El-Mal: Jurnal Kajian Ekonomi & Bisnis Islam Opportunity Jurnal Penelitian dan Pengabdian Masyarakat Journal Of Law Sciences (Legisci) Jurnal Promosi Kesehatan Poltekkes Bengkulu Submit : Jurnal Ilmiah Teknologi Informasi dan Sains Indonesian Journal of Economic & Management Sciences (IJEMS) Serambi Engineering Journal of Multidisciplinary Inquiry in Science, Technology and Educational Research Journal of Finance and Islamic Banking Iqtishadia: Jurnal Ekonomi dan Perbankan Syariah Journal Economic Business Innovation Jurnal Pengabdian Masyarakat Mandira Cendikia (JPKM-MC) GoodWill Journal of Economics, Management, and Accounting Amwaluna: Jurnal Ekonomi dan Keuangan Syariah Journal of Ekonomics, Finance, and Management Studies Journal of English Education and Literature LITERA: Jurnal Ilmiah Multidisiplin Jurnal Ekonomi Bisnis, Manajemen dan Akuntansi Computer & Science Industrial Engineering Journal JURNAL SATYA MANDIRI MANAJEMEN DAN BISNIS UPEJ : Unnes Physics Education Journal Data : Journal of Information Systems and Management Digitus : Journal of Computer Science Applications Journal of Development Economic and Digitalization As-Syirkah: Islamic Economic & Financial Journal Jurnal Kesehatan Masyarakat Jurnal Logitech : Logika Technology Jurnal Hukum Ekualitas Journal of Management Bijaksana: Jurnal Pengabdian Masyarakat
Sugianto
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Journal : Digitus : Journal of Computer Science Applications

 1 
Redefining Speed and Stability: A Meta Analysis of CI/CD Performance through DORA Metrics Sugianto
Digitus : Journal of Computer Science Applications Vol. 3 No. 1 (2025): January 2025
Publisher : Indonesian Scientific Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61978/digitus.v3i1.952

Abstract

Continuous Integration and Delivery (CI/CD) has transformed modern software development, enabling faster, more reliable delivery cycles. This article investigates the impact of CI/CD on software delivery speed and stability through a meta analytical review of benchmark studies and industry metrics, with a focus on the DORA framework’s Four Key Metrics: Deployment Frequency, Lead Time for Changes, Change Failure Rate (CFR), and Mean Time to Recovery (MTTR). Utilizing data from DORA, CircleCI, GitLab, and other industry reports, the study applies systematic methods to compare elite and non elite performance bands. Results indicate that mature CI/CD implementation significantly enhances deployment frequency and reduces lead times, while simultaneously improving system stability through lower CFR and faster recovery times. Elite performers exemplify how frequent, stable deployments can be achieved through automation, observability, and standardized tooling. Industry-wide evidence indicates that these principles are broadly applicable across various organizational contexts. Discussion highlights existing barriers to CI/CD adoption, including legacy infrastructure, cultural inertia, and toolchain fragmentation. To address these, the article emphasizes the role of GitOps and platform engineering in streamlining CI/CD operations. Emerging trends such as AI integration, Software Bill of Materials (SBOM), and advanced observability are also identified as future enablers of delivery excellence. In conclusion, CI/CD maturity is strongly correlated with elite performance in software delivery. DORA metrics offer a reliable framework for assessment and continuous improvement. Organizations seeking to scale their DevOps effectiveness must align their practices with these benchmarks while leveraging emerging tools and cultural strategies to sustain delivery excellence.
Real Time Mobility Intelligence: Evaluating Kafka Based Pipelines in Global Smart Transit Systems Sugianto; Arainy, Corizon Sinar
Digitus : Journal of Computer Science Applications Vol. 3 No. 4 (2025): October 2025
Publisher : Indonesian Scientific Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61978/digitus.v3i4.959

Abstract

Real-time streaming architectures are redefining the landscape of urban transit analytics by enabling low latency, data driven decision making. This study evaluates and compares the real time data processing capabilities of public transit systems in London, New York, and Singapore. The objective is to determine how architectural choices, data freshness, and machine learning integration influence key performance indicators such as latency, ETA accuracy, and anomaly detection. The methodology involves a multi city case study, where Kafka based pipelines integrated with Apache Flink and Spark were assessed for ingestion, processing, and service delivery. Datasets included GTFS Realtime, SIRI feeds, and contextual APIs (e.g., speed bands and crowd density). Metrics for evaluation included feed latency, mean absolute error (MAE) and root mean square error (RMSE) for ETA, and response times for anomaly detection. The results demonstrate that Singapore’s transit system outperformed its counterparts with the lowest latency (~12s), highest ETA accuracy (MAE = 18s; RMSE = 25s), and superior anomaly detection via multi sensor fusion. London and New York, while technologically robust, faced constraints due to longer feed update intervals and integration complexities. Kafka ML's online learning enhanced model adaptability, significantly reducing ETA prediction errors across dynamic conditions. Furthermore, stress testing revealed Singapore’s architecture as the most resilient under peak load. The study concludes that the effectiveness of real-time urban transit systems depends on harmonizing streaming infrastructure... Singapore’s architecture may serve as a potential reference model for other cities, while recognizing contextual differences in implementation. Singapore’s architecture offers a scalable template for other cities. Ethical considerations, including data governance and passenger privacy, are essential for sustainable implementation.
Co-Authors Abd Majid, M Shabri Abd Majid, M. Sabri Abdul Kahar Abdul Kahar Abdul Rahman Achmad Siddik Thoha Adaniah, Nahdatul Ade Khadijatul Z. Hrp Adlani Hasrun, Muh. Nazri AH. Hasan Bashori Ahmad Choiri Ahmad Fuadi Tanjung Ahmad Royhan Bustomi Aini Wahyu Ningtyas, Baqiya Alfian, Ian Ali Mahmudi Amelia Fravitasari Todingallo Amin, Mat Amwa, Djauky Ridho Andi Maslan Andi Syarifuddin Anilia Ratnasari, Anilia Anita Annisa Rahmi, Annisa Arainy, Corizon Sinar Ardiantoro, Luki Ari Apryansyah Ari Yuniastuti Ariyanto Arjuna, Kevin Arung Gihna Mayapada Astried Silvanie atika Aulia, Novia Rahma Ayu Anggraeni, Novia Ayu Wulandari S. Tanjung Azhar, M. Elfi Azhari Akmal Tarigan Azzahra, Iftitah Balqis, Tsamara Bambang Suwerda, Bambang Basri Bado, Basri Bianca Puspita Riadina Bunga Dwi Fani Ritonga Casmudi Dalimunthe, Maya Oktavia Damayanti, Alfina Delima Sari Lubis Derrel Azhar Sugianto Dhian Rosalina, Dhian Diaz, Fauzan Dinar, Muhammad Dudung Hidayat Efendi, Imaduddin Bachtiar Ekayanti, Erly Eko Eko Sutrisno, Eko Ellianawati Ely Rudyatmi, Ely Erly Ekayanti Rosyida Erna Pujianti Ernawati Usman Ernawaty Usman Ervina Ery Muthoriq, Ery Fadhel Mohammad Fahira, Adinda Permata Faizah, Secho Nur Fardan Zidane Juniawan Fatchurrahman, M. Fauziah Amarani Febrianti, Lola Fela Yudha, Syuhada Fera Yuliana Fitri Susanti Siregar Furaida Khasanah Gilby Sapulette, Shella Gracia Carolina Yusuf Gustini, Sri Hadinugroho, Dwi Lindarto Harahap, Febri Khairani Harry Irawan Haryadi HARYONO Hasana, Ani Riani Hasdiansah, Hasdiansah Hasibuan, Zerimah Afgani Hasudungan Hutagalung, Henokh Hendra Harmain Herlina Hertanto, Edrick Emiliano Sam Heru Subaris Kasjono Heru Subaris Kasjono, Heru Subaris Hidayati, Beti Malia Rahma Holijah, Siti Hutasoit, Ririn Ibnu Fadhil Ramadhan Ilham Nur Dimas Yahya Imas Ratna Ermawati, Imas Ratna Indun Ipin Aripin, Ipin Irawan, Dedeng Irawati Irawati Irlanita Ayuning Tyas Isa Akhlis Iskandar Muda Iskandar Muda Ismul Fakhri Lubis iswanto Ithohirah Harahap Jamaluddin Juliana Nasution Juliana Nasution Khairul Faiz Batubara Kurniawan, Gita Erlangga Lakoro, Iski Latifah Sukmawati Yuniar Letsoin, Rizaldy Taslim Pinzon Liana Lilla Puji Lestari Lisdiana M Shabri Abd Majid M, A.Pananrangi M. Fauzan M. Shabri Abd. Majid M. Yasir Nasution M. Yasir Nst M.Hakim Sitompul Majid, Shabri Abd Mardiana Ningsih Marliyah Marpaung, Refianda Olivia Febrianti Masni Maulana, Irsyad Melia Frastuti Meutia Dewi, Meutia Mohzana Mudarman Muhamad Yusup Kamal Arkan Muhammad Amin Muhammad Hasan Muhammad Ikbal Abdullah MUHAMMAD ILHAM Muhammad Lathief Ilhamy Nasution Muhammad Primiaji Rialihanto Muhammad Syukri Albani Nasution Muhammad Zainul Haq Muhlisin, Muhammad . Muliani Mustamin Mutthaqin, Muhammad Satrya Naim, Muh Yusan Nanang Indradi Narto Nashwa Nabila Kasih Natadiwijaya, Ismail Fikri Neni Nur Afia Ni'mah, Nurun Ning Setiati NOJENG, SYARIFUDDIN Nugrahaningsih WH, Nugrahaningsih NUR AHMADI BI RAHMANI Nur Azizah Nuraeni Nanda Sari Nurfuadi, Wika Nurhayati Haris Nurriskiana Akbar Nurul Ilaina Nuryati Pane, Sanusi Gazali Pasaribu, Syafita Khairunnisa Pinzon, Monica Cindy Anjelica Novena Letsoin Pohan, Erwin Pranoto, Ethys Pratama, Yudha Prayogi Kusdino Priangga Widiandoko Pristiansyah, Pristiansyah Puspitasari2, Devi Putra, Yunanda Eka Putri Sri Wahyuni Rachman, Dwi Fauzi Rahayu Indriasari Rahma, Tri Inda Fadhila Rahmad Firdaus Rahmani, Nur Ahmadi Bi Rahmat Rahmat Azahar Siregar Raju Adha Ramadhina, Nur Sekar Ramdhani, Izmy Chantika Ratna Etika Sintawati Rennata, Adella Vrida Rida Jelita Rika Umbaiyani Ritonga Rina Rinaldi Rispa Amelia Rizaldy Pinzon Rizkika Zalza Bila Utami Rofiqoh Lubis, Nurul Rohana Rosdiana Santi Arafah sanusi, Anwar Saparuddin Siregar Sardjito Eko Windarso, Sardjito Eko Sarmiana Batubara Sastri Aida Zuhra Sekar Tyas Widyanti setiawan, Dibyo Sholikhah, Faizatus Sintiani, Tina Siregar, Tetty Handayani Siti Aisyah SITI FATIMAH Siti Shofiah SOBIRIN Soni Afriansyah SOPIAN SAORI Sri Agustina Hasibuan Sri Haryanti Sri Puji Ganefati Sri Puji Ganefati Subekti Subkhi, Nur Suhardi Suhartini Susanty, Widya Syafira Syafrizal, Rodi Syahputri, Kharisma Syamsul Ph.D M.A. Hadi Syarbaini, Ahmad Muhaisin B. T. Rizkan Polem Tarmudi Tawali Tenripada, Tenripada Thamrin Tahir Tiku, Seruni Ra’ba Bara’ Titie Solihati, Ade Tokan, Fitria Tri Isti Hartini, Tri Isti Trisniani, Sherafima Tuti Anggraini Tuti Anggraini Ullya Rahmawati Ummi Masrufah Maulidiyah WAHYUDI Wibisana, Kevin Widyawati, Rina Windarso, Sarjito Eko Wiwi Isnaeni Yamtana Yasmin Putri Sa’idah Yoko Tristiarto Yuda Mahendra Hasibuan Yuliana, Eva Yuni Lubis, Syafrina