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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.

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Recent Articles

Latest from Volcano Engine Developer Services

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Volcano Engine Developer Services
Volcano Engine Developer Services
Jan 26, 2026 · Databases

How Volcano Engine veDB Scales to Tens of Thousands of Pods with Cloud‑Native Architecture

This article explains how Volcano Engine's veDB leverages compute‑storage separation, Kubernetes operators, and declarative operations to achieve extreme deployment density, seamless scaling, and high‑availability for millions of database instances, while addressing the challenges of traditional VM‑based deployments.

Operatorcloud-nativedatabase scaling
0 likes · 14 min read
How Volcano Engine veDB Scales to Tens of Thousands of Pods with Cloud‑Native Architecture
Volcano Engine Developer Services
Volcano Engine Developer Services
Jan 21, 2026 · Operations

How Tail‑Based Sampling Boosts Distributed Tracing Accuracy While Cutting Costs

This article explains the challenges of accurate RED metric collection in high‑traffic microservices, compares head‑based and tail‑based sampling, and details Volcano Engine APMPlus's multi‑level, hash‑routed tail sampling design, performance optimizations, and real‑world evaluation results.

APMKubernetesPerformance optimization
0 likes · 13 min read
How Tail‑Based Sampling Boosts Distributed Tracing Accuracy While Cutting Costs
Volcano Engine Developer Services
Volcano Engine Developer Services
Jan 8, 2026 · Databases

How VeDB Accelerates Fault Diagnosis with AI‑Powered RCA and Full‑SQL Insight

VeDB, ByteDance's cloud‑native distributed database, combines a four‑layer monitoring architecture, AI‑driven root‑cause analysis, full‑SQL insight, and second‑level metric collection to dramatically shorten MTTR, improve reliability, and support massive, high‑concurrency workloads across diverse production scenarios.

AIRCASQL
0 likes · 18 min read
How VeDB Accelerates Fault Diagnosis with AI‑Powered RCA and Full‑SQL Insight
Volcano Engine Developer Services
Volcano Engine Developer Services
Dec 5, 2025 · Artificial Intelligence

Why Vectors Power Scalable AI Search and How S3 Vectors Redefines Storage

This article explains how high‑dimensional vectors enable semantic AI search, compares exact and approximate nearest‑neighbor algorithms, examines the challenges of large‑scale vector storage, and evaluates AWS S3 Vectors' architecture, pricing, and hybrid solutions for cost‑effective, high‑performance retrieval.

AI semanticsANNS3 Vectors
0 likes · 17 min read
Why Vectors Power Scalable AI Search and How S3 Vectors Redefines Storage
Volcano Engine Developer Services
Volcano Engine Developer Services
Nov 18, 2025 · Artificial Intelligence

How a Single SQL Query Powers Multi‑Modal AI Search with veDB‑Search

veDB‑Search extends MySQL compatibility to enable AI‑driven hybrid retrieval—combining vector, full‑text, and scalar searches—through a single SQL statement, simplifying architecture, boosting performance, and supporting in‑database embedding for seamless "search everything" capabilities.

Hybrid RetrievalIn-DB EmbeddingMulti‑Path Recall
0 likes · 16 min read
How a Single SQL Query Powers Multi‑Modal AI Search with veDB‑Search
Volcano Engine Developer Services
Volcano Engine Developer Services
Oct 23, 2025 · Artificial Intelligence

How Jeddak AgentArmor Secures AI Agents: A Deep Dive into Trustworthy AI

This article examines ByteDance's Jeddak AgentArmor framework, detailing the systemic risks of intent misinterpretation and constraint violations in AI agents, the full‑lifecycle threat model, dual probabilistic trust and policy mechanisms, and real‑world validation cases that demonstrate its effectiveness.

AI securityAgentArmorpolicy compliance
0 likes · 15 min read
How Jeddak AgentArmor Secures AI Agents: A Deep Dive into Trustworthy AI
Volcano Engine Developer Services
Volcano Engine Developer Services
Oct 14, 2025 · Artificial Intelligence

How CollabLLM Redefines LLM Collaboration with Multi‑Turn Training

CollabLLM tackles the limitations of large language models in everyday multi‑turn dialogues by introducing a user‑centric, multi‑turn training framework that leverages simulated interactions, multi‑round reward modeling, and veRL toolchain support, achieving superior performance over single‑turn baselines.

LLMcollaborative trainingmulti‑turn dialogue
0 likes · 13 min read
How CollabLLM Redefines LLM Collaboration with Multi‑Turn Training