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promql

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Efficient Ops
Efficient Ops
Aug 28, 2024 · Operations

Mastering Prometheus: Architecture, Metrics, and Real-World Monitoring Techniques

This article provides a comprehensive overview of Prometheus, covering its architecture, suitable and unsuitable use cases, data model with TSDB and WAL, metric types, PromQL query language, and practical examples for monitoring CPU, memory, and disk usage in Kubernetes environments.

ObservabilityPrometheuskubernetes
0 likes · 12 min read
Mastering Prometheus: Architecture, Metrics, and Real-World Monitoring Techniques
Efficient Ops
Efficient Ops
Mar 3, 2024 · Operations

Mastering Prometheus: From Metrics Collection to Alerting and Visualization

This comprehensive guide explains Prometheus' architecture, metric collection models, storage format, query language (PromQL), alerting workflow, configuration reload methods, metric types, custom exporters, and how to visualise data with Grafana, providing a complete end‑to‑end monitoring solution.

GrafanaObservabilityPrometheus
0 likes · 21 min read
Mastering Prometheus: From Metrics Collection to Alerting and Visualization
Code Ape Tech Column
Code Ape Tech Column
Feb 16, 2024 · Operations

Building a Linux Host Monitoring System with Prometheus, Grafana, and Node Exporter

This guide walks through installing and configuring Prometheus, Grafana, and Node Exporter on a Linux server using Docker, shows how to set up monitoring dashboards, customize PromQL queries, and verify the monitoring system, providing complete steps and code snippets for a functional host monitoring solution.

DockerGrafanaPrometheus
0 likes · 9 min read
Building a Linux Host Monitoring System with Prometheus, Grafana, and Node Exporter
Efficient Ops
Efficient Ops
Dec 24, 2023 · Operations

Avoid These 6 Common Prometheus Mistakes When Getting Started

This guide translates and condenses six frequent errors new Prometheus users make—high‑cardinality labels, losing valuable tags during aggregation, using bare selectors, omitting the for field, choosing too‑short rate windows, and applying rate‑related functions to wrong metric types—offering practical fixes to improve monitoring reliability.

ObservabilityPrometheusalerting
0 likes · 12 min read
Avoid These 6 Common Prometheus Mistakes When Getting Started
Didi Tech
Didi Tech
Sep 21, 2023 · Cloud Native

OBC: A Cloud-Native Real-Time Computing Engine for Metrics at Didi

To replace costly, duplicated Flink jobs, Didi built Observe‑Compute (OBC), a cloud‑native, PromQL‑driven real‑time metric engine with centralized policy management, scalable containerized workers, and zero‑downtime scaling, achieving million‑RMB annual savings while handling 10 M points per second.

Cloud NativeFlink alternativeOBC
0 likes · 17 min read
OBC: A Cloud-Native Real-Time Computing Engine for Metrics at Didi
Efficient Ops
Efficient Ops
Jul 31, 2023 · Operations

Master Prometheus: From Basics to Advanced Monitoring, Alerting, and Grafana Integration

This comprehensive guide explains Prometheus fundamentals, its ecosystem, metric collection models, configuration, PromQL querying, custom exporters, Grafana visualization, and Alertmanager setup, providing step‑by‑step instructions and code examples for effective system monitoring and alerting.

GrafanaPrometheusalerting
0 likes · 19 min read
Master Prometheus: From Basics to Advanced Monitoring, Alerting, and Grafana Integration
macrozheng
macrozheng
Nov 19, 2022 · Operations

Unlocking Prometheus: Visual Guide to Architecture, Metrics, and Alerts

This article visually explains Prometheus’s architecture, core features, metric collection methods, exporters, PromQL query language, and alerting workflow, helping readers understand how to monitor cloud‑native systems effectively while noting its strengths and limitations.

ExportersPrometheusalerting
0 likes · 8 min read
Unlocking Prometheus: Visual Guide to Architecture, Metrics, and Alerts
IT Architects Alliance
IT Architects Alliance
Jun 27, 2022 · Operations

Comprehensive Guide to Prometheus: Metrics Collection, Storage, Querying, Alerting and Visualization

This article provides a detailed overview of Prometheus, covering its architecture, metric exposure, scraping models, storage format, metric types, custom exporter implementation in Go, PromQL query language, built‑in functions, Grafana integration, and alerting with Alertmanager, offering practical code examples throughout.

GoGrafanaPrometheus
0 likes · 20 min read
Comprehensive Guide to Prometheus: Metrics Collection, Storage, Querying, Alerting and Visualization
Architect
Architect
Jun 26, 2022 · Operations

Comprehensive Guide to Prometheus: Architecture, Metric Collection, Querying, Exporting, and Visualization

This article provides a detailed overview of Prometheus, covering its architecture, metric exposure and scraping models, data model, metric types, configuration reload, PromQL query language, custom exporters, Grafana integration, and Alertmanager alerting, with practical code examples and best‑practice tips.

ExportersGrafanaPrometheus
0 likes · 22 min read
Comprehensive Guide to Prometheus: Architecture, Metric Collection, Querying, Exporting, and Visualization
Architecture Digest
Architecture Digest
Jun 11, 2022 · Operations

Comprehensive Introduction to Prometheus: Architecture, Metrics, Configuration, PromQL, Exporters, Visualization, and Alerting

This article provides a thorough overview of Prometheus, covering its ecosystem, how metrics are exposed and scraped, storage and query mechanisms, metric types, PromQL usage, exporter implementation, dynamic configuration reload, Grafana visualization, and Alertmanager alerting, with practical code examples throughout.

ExportersGrafanaPrometheus
0 likes · 21 min read
Comprehensive Introduction to Prometheus: Architecture, Metrics, Configuration, PromQL, Exporters, Visualization, and Alerting
Tencent Cloud Developer
Tencent Cloud Developer
May 30, 2022 · Cloud Native

An Introduction to Prometheus: Metrics Collection, Storage, Querying, Visualization and Alerting

Prometheus is an open‑source monitoring system that scrapes metrics from services or exporters, stores them in a time‑series database, lets users query with PromQL, visualizes data via its web UI or Grafana, and sends alerts through Alertmanager, supporting custom Go metrics, various discovery methods, and four metric types.

GoGrafanaPrometheus
0 likes · 21 min read
An Introduction to Prometheus: Metrics Collection, Storage, Querying, Visualization and Alerting
Ops Development Stories
Ops Development Stories
Oct 26, 2021 · Operations

How to Install, Configure, and Monitor Node Exporter with Prometheus

This guide walks through installing the Go‑based Node Exporter, configuring it as a systemd service or Docker container, exposing standard Prometheus metrics, and using PromQL to calculate CPU usage across multiple nodes.

CPUPrometheusmonitoring
0 likes · 13 min read
How to Install, Configure, and Monitor Node Exporter with Prometheus
Shopee Tech Team
Shopee Tech Team
Sep 23, 2021 · Big Data

Design and Architecture of the Boussole Real-Time Multi-Dimensional Data Analysis Engine

Boussole is Shopee’s real‑time analytics engine that transforms each dimension into key‑value pairs stored primarily in HBase, pre‑aggregates selected dimension combos, hashes metrics and tags, executes distributed PromQL queries with a CockroachDB‑inspired executor, applies Delta‑of‑Delta compression and point‑capping, and continues to evolve with adaptive pre‑aggregation and new storage models to maintain millisecond latency for massive multi‑dimensional analysis.

Distributed QueryPre-aggregationbig data
0 likes · 24 min read
Design and Architecture of the Boussole Real-Time Multi-Dimensional Data Analysis Engine
Architect
Architect
Feb 26, 2021 · Operations

Comprehensive Guide to Prometheus: Overview, Installation, Configuration, PromQL, Exporters, Grafana Integration, and Alerting

This article provides a detailed introduction to Prometheus, covering its history, core features, installation methods, configuration file structure, PromQL basics, various exporters, Grafana visualization, alerting with Alertmanager, service discovery, and best‑practice recommendations for building a production‑grade monitoring system.

AlertmanagerExportersGrafana
0 likes · 34 min read
Comprehensive Guide to Prometheus: Overview, Installation, Configuration, PromQL, Exporters, Grafana Integration, and Alerting
Aikesheng Open Source Community
Aikesheng Open Source Community
Aug 24, 2020 · Operations

Prometheus Data Query Basics and Practical Usage Guide

This article introduces Prometheus' query language PromQL, explains instant and range vector selectors, label matching, offset handling, storage design, common functions and aggregation operators, and provides practical advice for efficient querying and avoiding performance issues.

PrometheusQuery Languagemonitoring
0 likes · 13 min read
Prometheus Data Query Basics and Practical Usage Guide
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Aug 30, 2017 · Operations

Mastering Prometheus: From Metrics Basics to High‑Availability Monitoring

This article shares practical experiences of using Prometheus for monitoring complex services, covering metric types, PromQL query techniques, naming conventions, service discovery with file‑based configs, high‑availability sharding, alerting via Alertmanager, and visualisation with Grafana, providing actionable guidance for reliable observability.

GrafanaPrometheusalerting
0 likes · 15 min read
Mastering Prometheus: From Metrics Basics to High‑Availability Monitoring