appsignal

5 Alternatives to Prometheus in 2026

Dejan Lukić

Dejan Lukić on

5 Alternatives to Prometheus in 2026

Prometheus is a battle-tested, flexible and, most importantly, free tool that has long been the go-to open-source monitoring solution. Much of its popularity came down to its simplicity.

A few years have gone by, though, and the APM space has gotten pretty crowded. Developers are now starting to move away from the complexity of self-hosting, and OpenTelemetry stands out as one of the CNCF’s fastest-expanding projects. In fact, it’s now among the most adopted telemetry frameworks out there.

So, whether you are hitting Prometheus’ limits, getting tired of managing infrastructure, or simply browsing for other options, this guide can help you out by covering 5 alternatives to Prometheus worth considering, listed alphabetically.

Quick Comparison Table

ToolTypePrometheus-compatibleSelf-hostedBest for
AppSignalManaged APMNoNoSmall/mid-sized teams that want an all-in-one solution
DatadogEnterprise observabilityPartialNoLarge orgs with complex infra
Grafana CloudManaged observabilityYesOptionalGrafana users, PromQL power users
InfluxDBTime-series DBNoOptionalIoT, high write volume, edge environments
VictoriaMetricsTime-series DBYesYesPrometheus users hitting scale limits

AppSignal

AppSignal’s easy-to-navigate dashboard
AppSignal’s easy-to-navigate dashboard

AppSignal is an all-in-one application monitoring suite (APM) that combines error tracking, host metrics, logs and uptime in a single tool. It's known for a straightforward UI and predictable pricing.

Why consider it over Prometheus:

  • Zero infrastructure to manage: There are no Prometheus server, Alertmanager, or Grafana dashboards to maintain.
  • Built for developers, not SREs: The setup is simple (<5 minutes), and the UI is intuitive.
  • Full-stack visibility: Traces, errors, performance, and host metrics are all found in one place, whereas Prometheus only handles metrics.
  • OpenTelemetry support: AppSignal supports ingesting OTel data out-of-the-box.
  • Predictable pricing: AppSignal doesn't penalize traffic spikes, which makes monthly costs easier to forecast. The free tier covers a useful baseline for smaller projects.

Best for: Small to mid-sized teams. Those who want comprehensive monitoring without the operational overhead. Ruby, Python, Node.js, and Elixir.

Trade-offs: It’s less customizable than a full Prometheus + Grafana stack. It’s also not ideal if you need highly specialized PromQL queries or if you’ve got massive-scale metrics needs.

Datadog

Datadog’s dashboard
Datadog’s dashboard

Datadog is one of the most widely used APM and observability tools out there. It comes with a set of real-time monitoring and analytics capabilities, covering metrics, traces, logs, synthetics, security, and CI visibility in a single platform. Though it includes APM tooling, Datadog is just as effective at monitoring the health and performance of both apps and infrastructure.

That breadth comes at a cost, and pricing scales with hosts, custom metrics, and log volume.

Why consider it over Prometheus:

  • Broad integrations: Datadog offers a large catalog of integrations across infrastructure, applications, and third-party services.
  • Powerful analytics: This includes advanced querying, anomaly detection, and ML-powered alerting.
  • Unified platform: Metrics, traces, logs, synthetics, security, CI visibility, and more are all available within a single UI.
  • Enterprise-ready: It comes with SSO, RBAC, compliance certifications, and dedicated support.

Best for: Larger organizations with complex, heterogeneous infrastructure and enough budget for enterprise tooling. Teams that need one platform to handle everything.

Trade-offs: Datadog pricing is usage-based and can add up quickly as you add hosts, custom metrics, and log volume. The pricing model has many dimensions, which can make forecasting difficult. It's likely overkill for small teams.

Grafana Cloud

Grafana Cloud’s customizable dashboard
Grafana Cloud’s customizable dashboard

Grafana Cloud is an open-source, feature-rich suite of monitoring observability tools built on top of the Grafana observability stack. It’s popular for its dashboards and extensive configurability. Under the hood, it uses Mimir for metrics, Loki for logs, and Tempo for traces, all wired together with Grafana dashboards.

Why consider it over Prometheus:

  • Prometheus-compatible but managed: You can still use PromQL, remote-write, and familiar workflows, and Grafana Labs handles storage, scaling, and uptime.
  • Unified observability: Metrics (Mimir), logs (Loki), and traces (Tempo) are all available in one platform with native Grafana dashboards.
  • Free tier: You get 10k active series/month, 50GB ingested/month, 50GB traces/month, and 14-day retention on the free tier.
  • OpenTelemetry-native: It supports OTel ingestion.

Best for: Those users who are already invested in the Grafana ecosystem and want to offload infrastructure management while keeping their existing dashboards and queries.

Trade-offs: Costs can escalate quickly at scale (usage-based billing). It still requires expertise in PromQL, LogQL, and dashboard configuration. The rich feature set comes at the cost of complexity (which largely lies in multiple query languages). The setup itself is not too straightforward.

InfluxDB

InfluxDB’s dashboard
InfluxDB’s dashboard

InfluxDB is a purpose-built time-series database with a focus on high write throughput and flexible querying. While Prometheus is pull-based and designed around scraping targets at regular intervals, InfluxDB is push-based, which means your application or infrastructure ships data to it directly.

Why consider it over Prometheus:

  • Designed for time-series at scale: InfluxDB handles millions of writes per second and is optimized for IoT and high-frequency data.
  • Flux query language: It’s more expressive than PromQL for complex transformations (though a learning curve does exist).
  • Push-based model: It’s easier to integrate with serverless and edge environments where pull-based scraping doesn't work.
  • InfluxDB Cloud: This fully managed option comes with usage-based pricing.

Best for: IoT, sensor data, real-time analytics, and use cases with very high write volumes. Teams that need flexible data transformation beyond what PromQL offers.

Trade-offs: InfluxDB is not Prometheus-compatible. Migration requires rewriting queries and instrumentation. Flux is capable but has a steeper learning curve than PromQL for many teams. It's also less focused on application observability. It's more of a TSDB (time-series database) than a full monitoring solution.

VictoriaMetrics

VictoriaMetrics + Grafana combined dashboard
VictoriaMetrics + Grafana combined dashboard

VictoriaMetrics is a high-performance, cost-efficient time-series database designed as a drop-in Prometheus replacement. If you like the Prometheus model but are starting to run into scaling challenges, such as high cardinality, memory pressure, and similar, Victoria might be the natural migration choice.

It uses the same configs and PromQL (with some extensions), and it supports remote-write.

Why consider it over Prometheus:

  • Prometheus-compatible: Migration is straightforward, as it supports PromQL, remote-write, and scrape configs.
  • Better performance: It handles high-cardinality data more efficiently and uses less memory and disk.
  • Easier clustering: VictoriaMetrics Cluster scales horizontally without the complexity of Thanos or Cortex.
  • Cost savings: It often comes in at less than half the cost in storage and compute for the same workload.
  • Cloud option available: You can use VictoriaMetrics Cloud if you want managed infrastructure.

Best for: Teams that are happy with the Prometheus model but hitting performance/cost limits. Those who want to self-host with less operational overhead.

Trade-offs: VictoriaMetrics still requires operational expertise when self-hosted. Its ecosystem is smaller than Prometheus’s with fewer community dashboards, exporters, and tutorials.

How to Choose

If you want...Consider...
Simplest setup, all-in-one monitoringAppSignal
Enterprise scale + integrations (with budget)Datadog
Managed Prometheus without migration painGrafana Cloud
High-write time-series / IoT workloadsInfluxDB
Self-hosted performance + cost efficiencyVictoriaMetrics

Next Steps and Resources

With many monitoring and observability tools available, you have options if one tool doesn't match your use case. You'll find everything from fully managed APM tools, like AppSignal and Datadog, to drop-in Prometheus replacements, like VictoriaMetrics, on the market.

The right choice depends less on which tool is "best" on paper and more on what your team needs and is willing to operate. A managed tool you can set up in five minutes will often outperform a self-hosted stack that nobody has time to maintain.

If you want to step away from Prometheus' operational overhead and get full observability out of the box, you can try AppSignal 14 days for free. Setup takes minutes rather than days.

Wondering what you can do next?

Finished this article? Here are a few more things you can do:

Dejan Lukić

Dejan Lukić

Our guest author Dejan is an electronics and backend engineer, who is pursuing entrepreneurship with SaaS and service-based agencies and is passionate about content creation.

All articles by Dejan Lukić

Become our next author!

Find out more

AppSignal monitors your apps

AppSignal provides insights for Ruby, Rails, Elixir, Phoenix, Node.js, Express and many other frameworks and libraries. We are located in beautiful Amsterdam. We love stroopwafels. If you do too, let us know. We might send you some!

Discover AppSignal
AppSignal monitors your apps