BestHub
Sign in
Volcano Engine Developer Services
Author

Volcano Engine Developer Services

The Volcano Engine Developer Community, Volcano Engine's TOD community, connects the platform with developers, offering cutting-edge tech content and diverse events, nurturing a vibrant developer culture, and co-building an open-source ecosystem.

159
Articles
0
Likes
2
Views
0
Comments
Recent Articles

Latest from Volcano Engine Developer Services

100 recent articles max
Volcano Engine Developer Services
Volcano Engine Developer Services
Dec 27, 2023 · Cloud Native

How ByConity Achieves Leader Election with Shared Storage and CAS

This article explains how ByConity uses a high‑availability shared KV store and CAS operations to implement a lightweight, fault‑tolerant leader election mechanism that eliminates the need for external services like Zookeeper, simplifies node management, and ensures safe leader transitions in a cloud‑native data warehouse.

ByConitycloud-nativedistributed consensus
0 likes · 21 min read
How ByConity Achieves Leader Election with Shared Storage and CAS
Volcano Engine Developer Services
Volcano Engine Developer Services
Dec 6, 2023 · Cloud Native

Mastering Kubernetes Cluster Autoscaler: Real‑World Challenges & Solutions

This article explores how Volcano Engine's VKE leverages Kubernetes Cluster Autoscaler to achieve elastic scaling, detailing the component's core functions, a customer’s high‑throughput workload, four major scaling problems encountered, and practical recommendations to improve performance, reliability, and cost efficiency.

Cluster AutoscalerKubernetesPerformance optimization
0 likes · 18 min read
Mastering Kubernetes Cluster Autoscaler: Real‑World Challenges & Solutions
Volcano Engine Developer Services
Volcano Engine Developer Services
Nov 16, 2023 · Big Data

Why Replace Logstash with Flink? Boost Log Processing Performance and Reliability

This article examines the shortcomings of Logstash in log collection—data loss, poor performance, high troubleshooting cost, and lack of dynamic scaling—and demonstrates how migrating to Flink can provide at‑least‑once semantics, flexible error handling, high‑throughput low‑latency processing, automatic resource scaling, and advanced analytics within the ELK ecosystem.

Data StreamingELKFlink
0 likes · 9 min read
Why Replace Logstash with Flink? Boost Log Processing Performance and Reliability
Volcano Engine Developer Services
Volcano Engine Developer Services
Nov 9, 2023 · Databases

How ByteHouse Redefines ELT for Cloud‑Native Data Warehousing

This article explains how ByteHouse, a cloud‑native data warehouse, shifts traditional ETL to ELT, simplifies data pipelines, enhances scalability, and introduces advanced features such as stage‑by‑stage scheduling, adaptive resource management, async execution, and future roadmap for big‑data workloads.

ByteHouseData WarehouseELT
0 likes · 16 min read
How ByteHouse Redefines ELT for Cloud‑Native Data Warehousing
Volcano Engine Developer Services
Volcano Engine Developer Services
Oct 12, 2023 · Cloud Native

How ByteDance’s Katalyst Memory Advisor Boosts Kubernetes Memory Efficiency

This article explains the challenges of memory management in mixed workloads, outlines the limitations of native Linux and Kubernetes mechanisms, and details how ByteDance’s open‑source Katalyst Memory Advisor improves memory utilization, QoS, and eviction handling through user‑space policies, multi‑dimensional interference detection, and adaptive mitigation actions.

KatalystKubernetesResource Optimization
0 likes · 17 min read
How ByteDance’s Katalyst Memory Advisor Boosts Kubernetes Memory Efficiency
Volcano Engine Developer Services
Volcano Engine Developer Services
Sep 25, 2023 · Operations

How Player-Level Tweaks Can Slash Video On-Demand Costs by Up to 20%

This article explains how video on‑demand cost is dominated by CDN bandwidth, how player‑side optimizations—such as reducing cache waste, using dynamic buffering levels, smarter range requests, precise preloading, and resolution adjustments—can cut bandwidth by 8% and overall costs by 20% while preserving user experience.

AB testingCDNcost optimization
0 likes · 17 min read
How Player-Level Tweaks Can Slash Video On-Demand Costs by Up to 20%
Volcano Engine Developer Services
Volcano Engine Developer Services
Sep 19, 2023 · Databases

Unlocking AI with Vector Databases: Architecture, Optimization, and Real-World Cases

This article explores how vector databases serve as the memory layer for large AI models, detailing their distributed, compute‑separated architecture, performance optimizations, hybrid vector‑scalar retrieval, and practical deployments across TikTok’s ecosystem such as image search, intelligent Q&A, and multimodal AI services.

AIKnowledge Basedistributed architecture
0 likes · 11 min read
Unlocking AI with Vector Databases: Architecture, Optimization, and Real-World Cases
Volcano Engine Developer Services
Volcano Engine Developer Services
Sep 8, 2023 · Artificial Intelligence

Why Volcano Engine Says Multi‑Model Strategy Is the Future of AI

In this interview, Volcano Engine’s president Tan Dai explains how the rise of large models reshapes the AI landscape, why training thresholds now favor a pyramid of ultra‑large, medium‑size, and vertical models, and how a cloud‑first, multi‑model approach can address cost, security, and scalability challenges for enterprises.

AI strategycost optimizationmodel scaling
0 likes · 10 min read
Why Volcano Engine Says Multi‑Model Strategy Is the Future of AI