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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
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.

AIMetricsMonitoring
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.

Performancecloud-nativecost 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 securityCloud Native SecurityMCP
0 likes · 23 min read
How Tool‑Poisoning Attacks Exploit MCP and What to Do About It
Alibaba Cloud Observability
Alibaba Cloud Observability
May 19, 2025 · Cloud Native

How LoongCollector Transforms Log Collection with High‑Performance Pipelines

LoongCollector, the 2025 evolution of iLogtail, introduces a fully redesigned pipeline architecture, hot‑reload isolation, significant CPU and memory reductions, and advanced monitoring, delivering up to 80% higher log‑collection throughput for cloud‑native environments while ensuring seamless upgrades and multi‑region fault tolerance.

Pipelinelog collectionobservability
0 likes · 14 min read
How LoongCollector Transforms Log Collection with High‑Performance Pipelines
Alibaba Cloud Observability
Alibaba Cloud Observability
May 12, 2025 · Cloud Native

Building a Cost‑Effective, High‑Availability Global Log Collection with Alibaba Cloud SLS

This article explains how enterprises can overcome the challenges of globally collecting logs by using Alibaba Cloud's high‑performance iLogtail/LoongCollector agents, selecting optimal network paths, applying cost‑saving strategies such as CloudLens diagnostics and LZ4 compression, and configuring multi‑region dual‑write for reliable, low‑cost log delivery.

Alibaba CloudLoongCollectorSLS
0 likes · 24 min read
Building a Cost‑Effective, High‑Availability Global Log Collection with Alibaba Cloud SLS