Dash0
OpenTelemetry-native observability with autonomous AI agents
A compelling pick for OpenTelemetry-native teams wanting a managed platform with unique AI-driven remediation via Agent0. The transparent per-million pricing and 14-day free trial lower risk. If you need on-prem deployment or long log retention (only 30 days for logs/spans), consider Grafana or SigNoz.
Verified 11d ago · liveness 95/100 · cite: rightaichoice.com/tools/dash0
- Teams adopting OpenTelemetry for a standardized observability stack
- Developers and SREs seeking fast troubleshooting with unified logs, metrics, and traces
- Organizations wanting transparent, consumption-based pricing without per-seat fees
- Teams needing a simpler, faster alternative to Datadog or New Relic
- Teams deeply invested in proprietary observability tools requiring agent changes
- Organizations requiring on-premise or self-hosted observability
- Compliance-heavy environments needing long log/span retention beyond 30 days
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Skip Dash0 if you need an on-premises observability solution or are heavily invested in proprietary agents like Datadog's.
Agent0 credits cost $0.60 each; complex root cause analysis consuming 1–2 credits adds up if you run many investigations.
Dash0's consumption-based pricing (no per-seat fees) is a strong fit for growing engineering teams that want cost predictability. It's cheaper than Datadog at scale (no per-host or per-user fees) and simpler than Grafana Cloud's tiered plans. However, high-volume shippers may find SigNoz's self-hosted option more economical.
In short
Dash0 — OpenTelemetry-native observability with autonomous AI agents. Best for Teams adopting OpenTelemetry for a standardized observability stack, Developers and SREs seeking fast troubleshooting with unified logs, metrics, and traces, Organizations wanting transparent, consumption-based pricing without per-seat fees. Plans from $14/mo.
What's new in Dash0
Checked 8 days agoAcross the latest 10 updates: 5 feature updates, 1 launch and 4 news mentions.
Related logs & events tab introduced
Replaced old Events & Logs tab with Related logs & events tab, interleaving log records and span events with correlation scopes.
AWS Lambda Observability GA
Full AWS Lambda observability: connect AWS account, see functions, invocations, errors, cold starts, traces, and logs.
Introducing AI Coding Insights
AI Coding Insights launched — stop guessing what your coding agents deliver.
Beyond Observability
Blog post on observability beyond traditional monitoring.
Build with AI. Ship with confidence.
Company news post on building AI systems with confidence using Dash0.
Observability for the AI Era starts here: Agent0 is GA
Agent0, an observability agent for AI workloads, is now generally available.
From OpenTelemetry-Native to Observability for the AI Era
Company narrative on evolving from OTel-native to AI-era observability.
Dash0 Named to Redpoint’s 2026 InfraRed 100
Dash0 recognized in Redpoint's 2026 InfraRed 100 list.
Observing Kubernetes Ingress Controllers with OpenTelemetry
Guide on observing K8s ingress controllers using OpenTelemetry.
Understanding OpenTelemetry Support in Istio Gateway
Explains OpenTelemetry integration with Istio Gateway.
In users’ own words
“An OpenTelemetry-native system must integrate seamlessly with other cloud-native platforms and standards. Do you agree? Albeit being the second largest CNCF project by number of contributors, OpenTelemetry is but one part of the growing cloud-native ecosystem...For example, an OpenTelemetry-native tool should be easily integrated into the operations of workload orchestration tools, like the standard Kubernetes…”
“𝐃𝐢𝐝 𝐲𝐨𝐮 𝐤𝐧𝐨𝐰 ... ?🧐 😮 We have already covered the entire series about "What is OpenTelemetry"? It is easy to understand, short and to the point, and full of knowledge for all OpenTelemetry newcomers, but it also contains some golden nuggets for the long-term OTel users out there. You can find the playlist here:…”
Real posts from independent users, linked to the source — not testimonials we collected.
Viability Score
How likely is Dash0 to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.
Last calculated: July 2026
How we score →Key Features
- OpenTelemetry-native ingestion for logs, metrics, traces, events, and RUM
- Agent0: autonomous incident investigation, RCA, and fix PR generation (GA June 2026)
- SignalStore: unified data store with PromQL, SQL, and Apache Iceberg
- Distributed tracing with heatmap drilldowns and trace trees
- Perses-based dashboards with configuration as code
- Darkplane: AI coding insights for build- and ship-time visibility
- Automations: runbook automation and routine task handling
- Cost control: monthly budget limits, spam filters, cost forecasts
- Synthetic monitoring with API check runs (13-month retention)
- Web events on GeoMap with clustering and tooltips
- Google Cloud SQL monitoring for PostgreSQL, MySQL, SQL Server
- Kubernetes monitoring with pre-built dashboards
- Keyboard-centric navigation and filtering
- Dash0 CLI with OAuth support and OTLP proxy
- Configuration as code for dashboards, alerts, and rules
About Dash0
Dash0 is an OpenTelemetry-native observability platform designed for developers, SREs, and platform engineers who need to manage production at AI speed. It unifies logs, metrics, traces, events, and RUM in a single data store called SignalStore, built on open standards like PromQL, SQL, and Apache Iceberg. With the GA release of Agent0 (June 2026), Dash0 offers autonomous incident investigation, root cause analysis, and automated fix PRs. Darkplane provides AI coding insights, and Automations handle routine tasks. Key features include distributed tracing with heatmap drilldowns, Perses-based dashboards as code, cost controls (monthly budgets, spam filters), and 13-month retention for metrics and synthetic checks. Dash0 positions itself as a simpler, more transparent alternative to legacy vendors like Datadog, with transparent consumption-based pricing and no per-seat fees. New additions include Web events on GeoMap with clustering and Google Cloud SQL monitoring for PostgreSQL, MySQL, and SQL Server.
Behind the Verdict
Dash0's pitch is straightforward: if you've standardized on OpenTelemetry, this is one of the few platforms that doesn't ask you to rip out your OTel pipeline. The real differentiator is Agent0—an autonomous AI that actually files pull requests with fixes after an incident. We've seen a lot of 'AI ops' vaporware, but Agent0 is GA as of June 2026 and appears genuinely functional for root cause analysis across logs, metrics, and traces. That said, Agent0 Credits add cost ($0.60 per credit), and complex investigations consume 1–2 credits. On the plus side, there are no per-seat AI fees. The pricing is refreshingly simple: $0.20/million metric data points, $0.60/million for logs/spans/events, with 13-month retention for metrics and synthetic checks, but only 30 days for spans/logs. That retention limit may be a blocker for compliance-heavy shops. The integrations list is solid—Kubernetes, Google Cloud, Terraform, PagerDuty, Slack—but less extensive than Datadog's. Dash0 is strongest for teams already using OpenTelemetry and wanting a managed, AI-augmented experience. Pass if you need on-premise, long log retention, or a deep catalog of third-party integrations.
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Real-world workflow fit
Concrete scenarios for the personas Dash0 actually fits — and what changes day-one when you adopt it.
You get paged for a latency spike. You open Dash0, query traces with high cardinality attributes, see a heatmap showing a slow SQL query, and drill into the trace. Agent0 automatically analyzes the trace and logs, identifies a missing index, and drafts a PR.
Outcome: Root cause identified and fix PR created in under 10 minutes, without context switching.
You need to set up monitoring for a Kubernetes cluster. You connect your cluster via the Dash0 integration, which auto-instruments pods and provides pre-built dashboards for CPU, memory, and request rates. You then set up PromQL alerts for high error rates.
Outcome: Full observability stack deployed in minutes with zero custom configuration.
Use Cases
- Monitor Kubernetes clusters with OpenTelemetry-native dashboards and alerts
- Troubleshoot slow database queries using distributed tracing with heatmaps
- Reduce observability costs with transparent consumption-based pricing
- Unify logs, metrics, and traces in one pane without switching tools
- Set up synthetic API checks to catch downtime before users notice
- Automate root cause analysis and fix PRs with Agent0
- Monitor Cloud SQL instances with automatic metric collection
Models Under the Hood
as of 2026-07-24
Limitations
- Dash0 is a SaaS platform only—no on-premises option, so air-gapped environments can't use it.
- Retention is fixed: metrics and synthetic checks 13 months, spans/logs/web events 30 days, which may limit long-term analysis.
- Consumption-based pricing can surprise if you don't set budget limits and spam filters.
- Agent0 credits cost $0.60 each, adding incremental cost for complex investigations.
as of 2026-06-28
Verification history
We have re-verified Dash0 12 times since . Each pass re-reads the vendor's own pages and updates only what actually changed.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 12 verification passes.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Dash0 tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free Trial
$0 for 14 days
Ideal for
Teams evaluating Dash0 with full access for 14 days, no credit card required.
What this tier adds
Free entry point with unlimited data ingestion and Agent0 credits included.
Pay-as-you-go (per million data points)
Usage-based
Where the pricing makes sense
The company stage and team size where Dash0's pricing actually pencils out — and where peers do it cheaper.
Dash0's consumption-based pricing (no per-seat fees) is a strong fit for growing engineering teams that want cost predictability. It's cheaper than Datadog at scale (no per-host or per-user fees) and simpler than Grafana Cloud's tiered plans. However, high-volume shippers may find SigNoz's self-hosted option more economical.
Setup time & first value
How long it actually takes to get something useful out of Dash0 — broken out by persona, not the marketing-page minute.
For a Kubernetes cluster, you can connect and see metrics within minutes using the pre-built integration. For a custom application, set up OpenTelemetry instrumentation in your code and point the exporter to Dash0—first traces appear in under 30 minutes. No agent installation needed.
Switching to or from Dash0
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Datadog: Replace the Datadog agent with the OpenTelemetry Collector; Dash0's API accepts OTLP directly.
- →From New Relic: Switch to OpenTelemetry SDKs and configure the OTLP exporter to point at Dash0's endpoint.
- →From Grafana Cloud: Use the Prometheus remote write endpoint to send metrics, and export dashboards as Perses JSON.
- →From SigNoz (self-hosted): Redirect your OpenTelemetry exporter endpoint and import your dashboards via the Dash0 API.
- ↗To Grafana: Export your Perses dashboards to Grafana JSON and redirect the OTLP exporter to Grafana's endpoint.
- ↗To SigNoz: Point your OpenTelemetry collector to SigNoz's backend; dashboards need re-creation in SigNoz.
Integrations
Resources & Guides
- Documentationdash0.com
Welcome to Dash0
Full product docs from dash0.com
- Guidedash0.com
Dash0 Guides
Explore our step-by-step guides and best practices to expand your knowledge in Observability, OpenTelemetry and beyond.
- Resourcedash0.com
Observing Kubernetes Ingress Controllers with OpenTelemetry
Comparing OpenTelemetry support across Contour, Emissary, Istio Gateway, kgateway, and Traefik. The final post in our series on Kubernetes ingress observability.
- Resourcedash0.com
Understanding OpenTelemetry Support in Traefik
A deep dive into Traefik’s OpenTelemetry integration, exploring how traces, logs, and metrics behave in practice and where the project stands using a proposed OpenTelemetry Support Maturity Model.
- Resourcedash0.com
Understanding OpenTelemetry Support in kgateway
A deep dive into kgateway’s OpenTelemetry integration, exploring how traces, logs, and metrics behave in practice and where the project stands using a proposed OpenTelemetry Support Maturity Model.
- Resourcedash0.com
Observing vLLM with OpenTelemetry and Dash0
How to observe vLLM using OpenTelemetry and Dash0. Covers the traces vLLM actually emits, which Prometheus metrics matter, OTel Collector configuration, and what you'll see once data is flowing.
- Resourcedash0.com
Observability at the Edge: OpenTelemetry in Ingress Controllers
An evaluation of OpenTelemetry support across Kubernetes ingress controllers and gateways - tracing, metrics, logs, semantic conventions, and resource identity. Most projects "support OpenTelemetry." What that actually means varies more than you'd expect.
- Resourcedash0.com
Observing Ingress-NGINX with OpenTelemetry and Dash0
Ingress-nginx is an ingress controller. It sits at the edge of your cluster, routing external requests to pods that would otherwise not be reachable from the outside. Ingress controllers are a critical part of most Kubernetes setups, yet often remain a black box. While Ingress-NG
Tutorials & Learning
Official links
Tools that pair well with Dash0
Common stack mates teams adopt alongside Dash0, with the specific reason each pairing earns its keep.
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