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Alibaba Cloud Observability
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Alibaba Cloud Observability

Driving continuous progress in observability technology!

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Recent Articles

Latest from Alibaba Cloud Observability

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Alibaba Cloud Observability
Alibaba Cloud Observability
Jul 7, 2025 · Information Security

Tracing Malicious Attacks with Alibaba Cloud SLS SQL and Automated Multi‑Cloud Defense

This article walks through a real‑world case where a large platform suffered a massive traffic‑based attack, showing how Alibaba Cloud Log Service (SLS) SQL can extract high‑frequency IPs, join them with user identifiers, perform geographic analysis, and automatically update AWS and Alibaba WAF rules to block malicious sources.

SLSSQLattack tracing
0 likes · 13 min read
Tracing Malicious Attacks with Alibaba Cloud SLS SQL and Automated Multi‑Cloud Defense
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 30, 2025 · Cloud Native

How to Seamlessly Integrate Multi‑Cloud Data with Alibaba Cloud SLS Object Import

This guide explains the challenges of multi‑cloud data fusion, introduces Alibaba Cloud Log Service (SLS) object import architecture with parallel file discovery and data pulling, details supported file and compression formats, elastic scaling for traffic spikes, and provides step‑by‑step hands‑on tutorials for importing OSS and S3 data, plus real‑world billing and operation audit use cases.

AWS S3Log Servicealibaba oss
0 likes · 18 min read
How to Seamlessly Integrate Multi‑Cloud Data with Alibaba Cloud SLS Object Import
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 24, 2025 · Operations

Avoid These 6 Log Management Anti‑Patterns to Keep Your Observability Reliable

This article examines common log‑management anti‑patterns—such as copy‑truncate rotation, NAS storage, multi‑process writes, file‑hole creation, frequent overwrites, and Vim edits—explains why they cause data loss or duplicate collection, and offers practical best‑practice recommendations for reliable log handling in cloud‑native environments.

Anti-PatternsBest PracticesObservability
0 likes · 8 min read
Avoid These 6 Log Management Anti‑Patterns to Keep Your Observability Reliable
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 16, 2025 · Artificial Intelligence

Mastering AI Application Observability: From Metrics to Full‑Stack Tracing

This article explains why cost and performance are critical in the AI era, outlines the three main pain points of AI application development, and details a full‑stack observability solution—including architecture layers, key metrics like TTFT and TPOT, OpenTelemetry tracing, and practical tips for frameworks such as Dify—integrated into Alibaba Cloud CloudMonitor 2.0.

AI ObservabilityAI application monitoringLLM Performance
0 likes · 21 min read
Mastering AI Application Observability: From Metrics to Full‑Stack Tracing
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 9, 2025 · Cloud Native

Unlock Cross‑Region Log Analysis with SLS StoreView: A Practical Guide

This article explains how Alibaba Cloud's SLS StoreView feature enables seamless, real‑time cross‑region and cross‑project log queries, replacing complex ETL pipelines with virtual logstores and offering powerful SPL‑based data processing, visibility control, and schema alignment for efficient cloud‑native observability.

Data VisibilitySLSSPL
0 likes · 10 min read
Unlock Cross‑Region Log Analysis with SLS StoreView: A Practical Guide
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 3, 2025 · Cloud Native

How PromQL Copilot Turns Natural Language into Precise Monitoring Queries

PromQL Copilot leverages Alibaba Cloud's observability platform and AI techniques to convert ambiguous natural‑language monitoring requests into accurate PromQL statements, addressing challenges of ambiguity, domain knowledge, and metric coverage while providing generation, explanation, diagnosis, and recommendation features for cloud‑native environments.

AICloud NativeMetrics
0 likes · 12 min read
How PromQL Copilot Turns Natural Language into Precise Monitoring Queries
Alibaba Cloud Observability
Alibaba Cloud Observability
May 26, 2025 · Cloud Native

Why Observability 2.0 Is Redefining Cloud‑Native Monitoring and Data Pipelines

Observability 2.0 unifies logs, metrics and traces into a single platform, leveraging event‑centric wide‑key‑value models, AI‑driven anomaly detection, and cloud‑native elastic architectures to deliver faster system insight, lower downtime, scalable data pipelines, reduced costs, and improved developer experience across SLS services.

Cloud NativePerformancecost optimization
0 likes · 12 min read
Why Observability 2.0 Is Redefining Cloud‑Native Monitoring and Data Pipelines
Alibaba Cloud Observability
Alibaba Cloud Observability
May 19, 2025 · Information Security

How Tool‑Poisoning Attacks Exploit MCP and What to Do About It

This article analyzes the security risks of the Model Context Protocol (MCP), demonstrates a tool‑poisoning attack that steals private keys via malicious tool descriptions, explores client‑side and server‑side threat vectors, and presents observability‑based mitigation using eBPF and LoongCollector.

AI model securityMCPObservability
0 likes · 23 min read
How Tool‑Poisoning Attacks Exploit MCP and What to Do About It