Metrics, alarms, dashboards and log storage for resources running on AWS.
10 custom metrics + alarms
5 GB log ingestion, 1M API requests
31 services
APM and metrics tools collect performance data from servers, containers and application code: request traces, CPU and memory, slow queries and custom metrics. General platforms such as Datadog, New Relic and Grafana Cloud cover most stacks, while narrower tools target one runtime, like Skylight and DeadBro for Rails. A newer group, including Langfuse, Arize AX and Portkey, traces LLM calls, token use and cost.
31 services
Metrics, alarms, dashboards and log storage for resources running on AWS.
10 custom metrics + alarms
5 GB log ingestion, 1M API requests
Tracing and evaluation platform for LLM apps and agents, with self-hosted Phoenix option.
25,000 spans/mo
1 GB ingestion/mo, 15-day retention, Unlimited users
Server and container metrics with uptime checks, dashboards and alert rules.
3 servers
5 uptime monitors, Unlimited users
Infrastructure metrics, APM and observability platform with many integrations.
5 hosts
Performance monitoring for Rails: traces, slow queries, N+1 detection and errors.
50,000 requests/mo
1 app, 7 days retention, 1 uptime check
Mobile app performance and crash monitoring by user session.
1M sessions/yr
5 servers
60-sec interval
Open-source evals, tracing, agent simulation and guardrails for LLM apps.
100,000 gateway requests/mo
50 GB storage, 2,000 eval credits, Unlimited seats
Hosted Grafana with Prometheus metrics and Loki logs for dashboards and alerting.
10,000 metric series
50 GB logs, 3 users, 10 dashboards, 14 days retention
LLM gateway with monitoring that routes calls to hundreds of models through one API.
10,000 requests/mo
Open-source tracing, prompt management and evals for debugging LLM applications.
50,000 observations/mo
LLMOps monitoring and evaluation with DSPy-based prompt optimization.
1,000 traces/mo
1 DSPy workflow
MIT-licensed tracing and evaluation for AI agents running in production.
20,000 credits/mo
30-day retention, Unlimited seats
Observability platform covering logs, infrastructure metrics and APM.
1M log events
2 hosts for infra and APM
Linux host monitoring for Docker, systemd units and SMART disks, using an OpenTelemetry agent.
3 servers
Full-stack observability with APM, infrastructure, logs and tracing in one platform.
100 GB ingest/mo
1 full-access user, Unlimited basic users
Observability platform for logs, with hosted ingestion and querying.
200 GB ingestion/mo
15 days retention
AI gateway with request logging and observability for generative AI apps.
10,000 requests/mo
Kubernetes monitoring on Prometheus, alerting to Slack, Teams, Discord and paging tools.
20 Kubernetes nodes
Server metrics and logs in one dashboard with minimal setup.
1 server
Performance profiler for Ruby on Rails apps.
100,000 requests
OpenTelemetry backend storing spans, logs and metrics; an AI agent helps investigate incidents.
1M spans/mo
5M logs/mo, 10M metric points/mo, 30 days retention
Monitoring for servers, website uptime, DNS records and domain expiry.
10 servers
10 uptime monitors, 10 domains
OpenTelemetry tracing for LLM apps recording tokens, cost, latency and tool calls.
10,000 spans/mo
7-day retention, 1 project, 2 seats
API observability with request logging, generated docs, debugging and governance.
250,000 requests/mo
All features included
Uptime checks plus server metrics for Linux and Windows hosts, status pages and a mobile app.
20 uptime monitors
5 servers, 1 status page
Open-source tool for tracing, testing and evaluating LLM applications.
Limits not listed
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Application monitoring dashboard showing live code execution and performance.
Limits not listed
Real-time metrics collection agent for servers and apps, with a cloud dashboard.
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