Best Open-Source Datadog Alternatives (2026)
13 self-hostable, open-source projects that replace Datadog — without host- and usage-based bills that spike. Each is scored for how hard it is to self-host, with one-click deploy options where they exist.
Datadog bills by host and by usage across metrics, logs, traces, and APM, so costs spike unpredictably as you scale or get noisy with custom metrics. Teams move to self-hosted observability to cap spend and own their telemetry data rather than shipping it all to a vendor.
Our picks at a glance
Difficulty 2/5 with One-Click and Docker installs and per-second metrics out of the box with little configuration.
The closest single-app Datadog replacement, combining metrics, traces, and logs (APM) in one MIT-licensed tool.
Offers official managed cloud hosting alongside the self-hosted build, matching Datadog's all-in-one scope.
Compare all 13 alternatives
Tap a column header to sort| Project | Deploy | Managed | License | ||||
|---|---|---|---|---|---|---|---|
| 80k ★ | 2/5 Easy | One-Click Docker +3 | GPL-3.0 | 3 days ago | Repo | ||
 Grafana TypeScript | 76k ★ | 2/5 Easy | One-Click Docker +3 | AGPL-3.0 | 3 days ago | Repo | |
| 66k ★ | 4/5 Involved | Docker Docker Compose +2 | Apache-2.0 | 4 days ago | Repo | ||
 SigNoz TypeScript | 32k ★ | 3/5 Moderate | Docker Docker Compose +2 | MIT | 3 days ago | Repo | |
| 29k ★ | 3/5 Moderate | Docker Docker Compose +1 | AGPL-3.0 | 3 days ago | Repo | ||
 Beszel Go | 24k ★ | 1/5 Effortless | Docker Docker Compose +1 | MIT | 18 days ago | Repo | |
 Jaeger Go | 23k ★ | 3/5 Moderate | Docker Docker Compose +1 | Apache-2.0 | 5 days ago | Repo | |
| 17k ★ | 3/5 Moderate | Docker Docker Compose +2 | Apache-2.0 | 3 days ago | Repo | ||
 Keep Python | 12k ★ | 2/5 Easy | Docker Docker Compose +1 | MIT | 3 days ago | Repo | |
| 8.6k ★ | 2/5 Easy | Docker Docker Compose +2 | Apache-2.0 | 3 days ago | Repo | ||
| 7.3k ★ | 3/5 Moderate | Docker Docker Compose +2 | Apache-2.0 | 4 days ago | Repo | ||
| 6.2k ★ | 4/5 Involved | Docker Docker Compose +2 | AGPL-3.0 | 3 days ago | Repo | ||
 Checkmk Python | 2.3k ★ | 3/5 Moderate | Docker Manual | GPL-2.0 | 3 days ago | Repo |
What to look for: Decide whether you need full observability (metrics plus traces plus logs in one place) or just infrastructure metrics, and check retention and storage costs, which dominate at scale. Look for OpenTelemetry support so you aren't locked into one agent, plus a sane alerting and dashboarding story.
The alternatives, reviewed
- #1
NetdataSelf-host: EasyReal-time, high-resolution infrastructure monitoring with per-second metrics
80k C GPL-3.0 3 days agoHow it compares to Datadog
- Long-term retention and cross-node correlation push you toward Netdata Cloud (the free local agent keeps short history by default)
- APM/distributed tracing and log management are weaker than Datadog's full suite
- No public status page feature
- Centralized multi-node management of many agents is easiest via the cloud offering
- #2
GrafanaSelf-host: EasyObservability and analytics dashboards for metrics, logs, and time series
76k TypeScript AGPL-3.0 3 days agoHow it compares to Datadog
- Oriented toward time-series and observability, not ad-hoc business analytics or pivot-style exploration
- No business-friendly visual query builder; dashboards assume knowledge of data sources and query languages
- Weak at relational/tabular BI reporting compared to Tableau or Power BI
- No semantic modeling layer; data modeling lives in the underlying sources
- #3
PrometheusSelf-host: InvolvedIndustry-standard metrics monitoring and alerting toolkit with PromQL
66k Go Apache-2.0 4 days agoHow it compares to Datadog
- No built-in dashboards UI; you must pair it with Grafana
- Long-term storage and horizontal scale need add-ons (Thanos, Cortex, Mimir)
- No logs, traces, or APM out of the box (metrics only)
- Steeper operational learning curve than turnkey Datadog
- #4
SigNozSelf-host: ModerateOpen-source APM and observability for metrics, traces, and logs in one app
32k TypeScript MIT 3 days agoHow it compares to Datadog
- Runs a heavier stack (ClickHouse + OTel collector + multiple services), needing more resources than lightweight monitors
- Some advanced features and SSO are reserved for the cloud/enterprise tier
- No public status page or simple uptime checks like UptimeRobot
- Younger ecosystem than Datadog; fewer turnkey integrations
- #5Grafana LokiSelf-host: Moderate
Horizontally scalable log aggregation system designed to work with Grafana
29k Go AGPL-3.0 3 days agoHow it compares to Datadog
- Full-text search is not supported; only label-based log filtering
- Requires Grafana for a usable query UI (no standalone dashboard)
- Scalable distributed mode requires object storage (S3/GCS) and careful tuning
- #6
BeszelSelf-host: EffortlessLightweight server monitoring hub with SSH-based agents and beautiful UI
24k Go MIT 18 days agoHow it compares to Datadog
- No network device or SNMP monitoring
- Alerting options are basic compared to Zabbix or Checkmk
- No long-term data retention tuning or downsampling for historical data
- #7
JaegerSelf-host: ModerateDistributed tracing system for monitoring microservice latency and dependencies
23k Go Apache-2.0 5 days agoHow it compares to Datadog
- Tracing only; no metrics or log aggregation built in
- Production deployments require Cassandra or Elasticsearch for storage at scale
- UI is functional but less polished than commercial APM products
- #8
VictoriaMetricsSelf-host: ModerateFast, cost-efficient time-series database and monitoring drop-in for Prometheus
17k Go Apache-2.0 3 days agoHow it compares to Datadog
- Primarily a metrics backend; needs Grafana for dashboards and vmalert for alerting
- No logs/traces/APM in the core product (separate VictoriaLogs project for logs)
- No public status page or synthetic uptime checks
- Assembling a full observability suite requires multiple components
- #9
KeepSelf-host: EasyOpen-source alert management platform to correlate and deduplicate noisy alerts
12k Python MIT 3 days agoHow it compares to Datadog
- AI correlation features require OpenAI API key (not fully self-contained)
- Relatively young project; some integrations are still alpha quality
- No built-in on-call scheduling; must integrate with external tools
- #10AlertmanagerSelf-host: Easy
Handle Prometheus alerts with deduplication, grouping, silencing, and routing
8.6k Go Apache-2.0 3 days agoHow it compares to Datadog
- No built-in dashboard; must pair with Grafana or a similar UI
- Configuration is file-based YAML with no graphical editor
- High-availability clustering requires careful setup
- #11
OpenTelemetry CollectorSelf-host: ModerateVendor-agnostic agent for collecting, processing, and exporting telemetry data
7.3k Go Apache-2.0 4 days agoHow it compares to Datadog
- Requires additional backends (Jaeger, Prometheus) for storage and querying
- Configuration via YAML pipelines has a steep learning curve
- No visualization layer; solely a data collection and routing component
- #12
ZabbixSelf-host: InvolvedEnterprise-grade real-time monitoring for networks, servers, and applications
6.2k C AGPL-3.0 3 days agoHow it compares to Datadog
- Setup and configuration are complex; steep learning curve (database, server, frontend, proxies)
- Dated UI compared to modern SaaS dashboards
- No SaaS/managed tier from the project itself
- APM/tracing and modern log analytics are weaker than Datadog's offering
- #13
CheckmkSelf-host: ModerateEnterprise-grade infrastructure monitoring for servers, networks, and cloud
2.3k Python GPL-2.0 3 days agoHow it compares to Datadog
- Raw (open-source) edition lacks distributed monitoring available in commercial tiers
- Setup requires agent installation on monitored hosts
- Steeper initial configuration compared to lighter tools like Gatus
The verdict
For a true Datadog-style single pane of metrics, traces, and logs, SigNoz is the best self-hosted replacement and has a managed option; if you only need fast infrastructure metrics with minimal setup, Netdata is the quickest win, and Prometheus plus Grafana remains the standard building-block stack.
Datadog alternatives — frequently asked questions
Is there an open-source all-in-one alternative to Datadog?
SigNoz is the closest: it's an MIT-licensed open-source APM that handles metrics, traces, and logs in a single application, mirroring Datadog's unified scope.
Which Datadog alternative is easiest to self-host?
Netdata, at difficulty 2/5, installs in one step and gives real-time per-second metrics immediately. Grafana is also 2/5 if you want dashboards on top of an existing data source.
Can I cut monitoring costs by self-hosting?
Yes. All these tools are free to run, removing Datadog's per-host and usage billing. VictoriaMetrics specifically targets cost-efficient, high-volume time-series storage as a Prometheus drop-in.
What's the standard open-source monitoring stack?
Prometheus for metrics collection and alerting (PromQL) paired with Grafana for dashboards is the industry-standard combination; both are widely supported and free.
Do any of these offer managed hosting?
Netdata, Grafana, SigNoz, and VictoriaMetrics all offer managed cloud options. Prometheus and Zabbix are self-host only.
Which is best for high-cardinality, large-scale metrics?
VictoriaMetrics is purpose-built as a fast, cost-efficient time-series database and a drop-in replacement for Prometheus, handling large metric volumes efficiently.