根据功能和用途，为你挑选 12 款 Datadog 的替代工具。
| 排名 | 工具和标语 | 官方域名 | 月访问量 | 月度增长 (MoM) | 定价模式 |
|---|
| 主要市场 |
|---|
| 评分 |
|---|
| 比较 |
|---|
| ● | Datadog | datadoghq.com | 517.58万 | -26.36万 (-4.8%) | 免费增值，免费试用，付费，定价请咨询，免费 | 美国 | 4.7 | 概览 |
| 1 | Middleware | middleware.io | 3.6万 | -5047 (-12.3%) | 免费增值，定价请咨询 | 印度 | 4.3 | 比较 |
| 2 | Anomify | anomify.ai | 1629 | -2654 (-62%) | 免费增值 | 德国 | 4.1 | 比较 |
| 3 | Superlog | superlog.sh | 1313 | -3975 (-75.2%) | 免费增值，付费，定价请咨询，免费 | 全球 | 4.3 | 比较 |
| 4 | Prowler Cloud | prowler.com | 3.69万 | -1292 (-3.4%) | 免费试用，付费，定价请咨询，免费 | 美国 | 4.4 | 比较 |
| 5 | Vectra AI | vectra.ai | 15.04万 | -1723 (-1.1%) | 定价请咨询 | 美国 | 4.5 | 比较 |
| 6 | Fiddler AI | fiddler.ai | 4.42万 | -5037 (-10.2%) | 定价请咨询 | 美国 | 4.4 | 比较 |
| 7 | Arize AI | arize.com | 24.9万 | 7668 (+3.2%) | 付费，定价请咨询 | 美国 | 4.6 | 比较 |
| 8 | Metaplane（Datadog 旗下） | metaplane.dev | 2.4万 | 2920 (+13.8%) | 免费增值 | 美国 | 4.3 | 比较 |
| 9 | Openlayer | openlayer.com | 4.84万 | -3303 (-6.4%) | 免费增值，定价请咨询 | 美国 | 4.4 | 比较 |
| 10 | Confident AI | confident-ai.com | 8.34万 | -2834 (-3.3%) | 免费增值，付费，定价请咨询 | 美国 | 4.5 | 比较 |
| 11 | Maxim AI | getmaxim.ai | 12.14万 | 1.11万 (+10%) | Contact for Pricing, Free Open Source | 印度 | 4.3 | 比较 |
| 12 | PromptLayer | promptlayer.com | 8.59万 | -4176 (-4.6%) | 免费试用，定价请咨询 | 美国 | 4.5 | 比较 |
提供具有内建AI调试功能的现代全端云端可观测性与APM，但缺乏Datadog庞大的生态系统集成。
免费 / 开源提供带 AI 代理调试功能的开源遥测监控，但相比 Datadog 的托管 SaaS，需要自行部署。
免费 / 开源专注于多云安全态势管理和合规性，但缺乏全栈 APM 和基础设施指标监控。
专项更强专注于机器学习与 LLM 模型可观测性，而 Datadog 主要针对传统基础设施和应用性能监控。
专项更强Specializes in tracing and debugging production LLM applications, but does not provide general cloud infrastructure metrics or log management.
专项更强Specializes in tracing and debugging production LLM applications, but does not provide general cloud infrastructure metrics or log management.
专项更强Focuses strictly on data pipeline health and data warehouse quality, lacking Datadog's broad infrastructure APM capabilities.
专项更强Focuses strictly on data pipeline health and data warehouse quality, lacking Datadog's broad infrastructure APM capabilities.
专项更强Openlayer is a platform that tests AI systems before release, monitors them in production, and enforces policy and compliance requirements across every model and agent your company runs.
专项更强在整个组织内统一 LLM 评估、可观测性与红队测试标准
专项更强Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
专项更强Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
专项更强AI 工程团队的协作层
