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This article explains what logs are, when to record them, their value in large-scale systems, and how to build effective log‑management and observability platforms using APM concepts, including metrics, tracing, ELK, Prometheus, and custom tooling for distributed architectures.
This article explains what logs are, when to record them, their value in large‑scale architectures, and how to build effective logging, metrics, and tracing platforms using tools such as ELK, Prometheus, and SkyWalking, while also presenting good and bad logging practices and sample batch‑log retrieval code.
The 2023 DevSecOps forecast highlights five major trends—including prioritizing software supply‑chain security, embedding security education in DevOps, pervasive AI/ML across the SDLC, deeper value‑stream analysis, and left‑shifting observability—while emphasizing zero‑trust, SBOM adoption, and the growing role of security in cloud‑native environments.
HoloInsight is an open‑source, cloud‑native observability platform derived from Ant Group's AntMonitor, offering integrated log‑based monitoring, business metric analysis, and AI‑driven AIOps capabilities while providing a lightweight, modular architecture and extensive extensibility for modern software stacks.
This article explains how QQ Music builds a high‑availability system by combining redundant architecture, a comprehensive toolchain—including chaos engineering and full‑link pressure testing—and deep observability to gracefully handle failures in a large‑scale microservice environment.
This article explores why logs are essential in software development, when to record them, their value for debugging, performance, security and business decisions, and how distributed architectures require robust log‑operation tools such as ELK, Prometheus, tracing systems to achieve effective observability.
The article examines logging’s critical role in distributed systems, detailing its purpose, severity levels, and value for debugging, performance, security, and auditing, while highlighting challenges of inconsistent formats and traceability, and reviewing observability pillars, ELK and tracing tools, and practical implementation best practices.
This guide walks you through installing the open‑source SigNoz APM platform on Kubernetes, configuring its components, exploring link tracing with a demo app, and setting up logging and alerting for comprehensive cloud‑native observability.
This guide walks you through installing and configuring the open‑source Odigos observability control plane on a Kubernetes cluster, showing how to automatically collect traces, metrics, and logs from applications without modifying code and how to visualize the data with Grafana.
This article explains the types and value of observability data, the characteristics and data‑collection requirements of Kubernetes deployments, the challenges of large‑scale log, metric and trace ingestion, and practical solutions such as DaemonSet vs Sidecar, ConfigServer, CRD automation, serverless support, and eBPF integration.