HODISALARGA ASOSLANGAN HOLDA BIG DATA MA‘LUMOTLARNI VIZUALIZATSIYA QILISH UCHUN DELTA-BASED RENDERING ALGORITMLARIDAN FOYDALANISH

Authors

  • F.N. Hotamov Tune Consulting LLC, Tashkent, Uzbekistan. Author

Keywords:

big data, delta based rendering, real-time dashboard, low latency

Abstract

So‘nggi yillarda real vaqt rejimidagi ma’lumotlarni tahlil qilish va ularni vizual ko‘rsatish tizimlariga talab keskin oshdi. Fintech, IoT, transport monitoringi va kiberxavfsizlik kabi sohalarda soniyasiga millionlab hodisalar (events) hosil bo‘ladi. Ammo mavjud BI tizimlar (Tableau, PowerBI, Grafana) bu hodisalarni oqim shaklida vizual ko‘rsatishda kechikish (latency) va resurs isrofi muammolariga duch keladi. Shu bois, delta-based rendering — ya’ni faqat o‘zgargan ma’lumot segmentlarini yangilash konsepsiyasiga asoslangan yangi yondashuv ishlab chiqish dolzarb hisoblanadi.

References

Akidau, T., et al. (2018). Streaming Systems: The What, Where, When, and How of Large-Scale Data Processing. O’Reilly Media.

Kreps, J. (2014). Questioning the Lambda Architecture. LinkedIn Engineering Blog.

Published

2025-10-16

Issue

Vol. 4 No. 26 (2025): Science and technology in the modern world

Section

Articles

How to Cite

HODISALARGA ASOSLANGAN HOLDA BIG DATA MA‘LUMOTLARNI VIZUALIZATSIYA QILISH UCHUN DELTA-BASED RENDERING ALGORITMLARIDAN FOYDALANISH. (2025). Science and Technology in the Modern World, 4(26), 82-83. https://in-academy.uz/index.php/ZDIFT/article/view/22136