Grafana Labs self-hosted stack: Monitoring Ledger 2026

Part of the Infrastructure Monitoring Ledger (edition 2026-10-04). How the scores work: methodology.

Snapshot

Tier: Challenger
Owner: Grafana Labs (Raintank, Inc.), independent, venture-backed (Lightspeed, Sequoia, GIC); last round USD 270M in 2024
Licence model: Open core: Grafana, Mimir, Loki, Tempo under AGPLv3 since 2021, Alloy under Apache 2.0; Grafana Enterprise by quote-based subscription
Products scored: Grafana OSS and Enterprise 13.x, Mimir, Loki, Tempo, Pyroscope and Alloy, all self-hosted; Grafana Cloud excluded
Latest release: Grafana 13.2.0, 2026-08-18
Next signal: No dated milestone; direction is generative dashboard authoring, the Agent-to-Alloy migration and Scenes 2.0 across all views
Archetype: Composable observability stack
Evidence grade: B. Release dates match git tags; several AI and app features (ML, Sift, Application Observability) are documented for Grafana Cloud and their self-hosted status is unclear.

Scorecard

Dimension	Score	Direction
Capability today	77.8 / 100	higher is better
Momentum since end of 2022	+10.2 points	higher is better
Credibility	22.0 / 25	higher is better
Commercial risk	9.5 / 25	lower is better
Technical lock-in	5.5 / 25	lower is better
Integrator fit	15.0 / 20	higher is better
AI leverage	13.0 / 20	higher is better
Ledger Index	75.4 / 100	balanced weights

Capability by domain

Scores 0 to 5 against fixed anchors; total is weighted to 100.

Domain (weight)	2016	2019	2022	Today
Server, virtualization and storage (12)	1.5	1.5	2.5	3
Network monitoring (12)	1	1	2	2.5
Application and service monitoring (10)	1	2	3.5	4
Data collection and scale (12)	1	2	4.5	5
Alerting and event management (12)	2	2	3.5	4
Visualisation and reporting (8)	3.5	4	4.5	4.5
Logs and traces (8)	0.5	3.5	4.5	5
Automation and remediation (8)	2.5	3	3.5	4
Security and compliance (8)	2.5	3.5	3.5	4
New-platform support (VMware exit) (10)	1	1.5	2.5	3.5
Total / 100	31.6	45.0	67.6	77.8

Year by year: 2016: 31.6 · 2017: 31.6 · 2018: 31.6 · 2019: 45.0 · 2020: 46.0 · 2021: 49.6 · 2022: 67.6 · 2023: 67.6 · 2024: 73.0 · 2025: 73.0 · 2026: 77.8

What moved the score

Year	Domain	Change	Points	Trigger
2019	Application and service monitoring	1 → 2	+2.0	6.0: Explore correlates app metrics with Loki logs; probes via third-party blackbox exporter
2019	Automation and remediation	2.5 → 3	+0.8	File provisioning of dashboards and data sources; official Terraform provider
2019	Data collection and scale	1 → 2	+2.4	Loki 1.0 log store; metrics collection and storage still external
2019	Logs and traces	0.5 → 3.5	+4.8	6.0 with Loki 1.0: label-indexed log ingestion, LogQL search, live tail
2019	New-platform support (VMware exit)	1 → 1.5	+1.0	Kubernetes through community kube-prometheus-stack; no hypervisor integrations
2019	Security and compliance	2.5 → 3.5	+1.6	6.x Enterprise: SAML, team sync, data source permissions, audit logging
2019	Visualisation and reporting	3.5 → 4	+0.8	6.x: new grid, Explore, gauges; Enterprise scheduled PDF reports
2020	Application and service monitoring	2 → 2.5	+1.0	7.0: Jaeger and Zipkin trace data sources
2021	Alerting and event management	2 → 3.5	+3.6	8.0: unified alerting, Alertmanager-compatible grouping, routing trees and silences across data sources
2022	Application and service monitoring	2.5 → 3.5	+2.0	Tempo 2.0 tracing with TraceQL; metrics, logs and traces linked in Explore
2022	Automation and remediation	3 → 3.5	+0.8	Terraform provider 1.x, Ansible collection, webhooks into AWX and runbook tools
2022	Data collection and scale	2 → 4.5	+6.0	Mimir 2.0, 2022-03: HA multi-tenant TSDB on object storage, documented to 1 billion series
2022	Logs and traces	3.5 → 4.5	+1.6	Tempo 2.0: trace IDs in Loki lines open traces; metrics, logs and traces correlated
2022	Network monitoring	1 → 2	+2.4	Grafana Agent embeds snmp_exporter for interface counters; no traps, topology or NCM
2022	New-platform support (VMware exit)	1.5 → 2.5	+2.0	Grafana Agent operator for Kubernetes; Proxmox and vSphere via third-party exporters; cloud data sources
2022	Server, virtualization and storage	1.5 → 2.5	+2.4	Grafana Agent with embedded node and Windows exporters; hypervisors still need third-party exporters
2022	Visualisation and reporting	4 → 4.5	+0.8	9.x: Geomap, Canvas, node graph, heatmap, library panels; per-organization dashboards
2024	Application and service monitoring	3.5 → 4	+1.0	11.x: OpenTelemetry intake, service topology and RED views, Pyroscope profiling, Alloy blackbox probes
2024	Data collection and scale	4.5 → 5	+1.2	Alloy 1.0 clustered collectors with Mimir: distributed collection, HA and long-term object storage
2024	Logs and traces	4.5 → 5	+0.8	11.0: OpenTelemetry logs and traces across the stack; Explore Logs app; correlations engine
2024	Network monitoring	2 → 2.5	+1.2	Alloy 1.x: SNMP components and NetFlow, sFlow, IPFIX intake; Canvas maps drawn by hand; no NCM or IPAM
2024	Server, virtualization and storage	2.5 → 3	+1.2	Alloy 1.0: first-party host, container and storage-array collection; curated infrastructure dashboards
2026	Alerting and event management	3.5 → 4	+1.2	12.4: SLO burn-rate alerting and federated alerting across instances; no topology root cause
2026	Automation and remediation	3.5 → 4	+0.8	13.x: grafana-operator and Crossplane GitOps; ServiceNow and Jira sync; remediation stays external
2026	New-platform support (VMware exit)	2.5 → 3.5	+2.0	Alloy 1.x curated integrations for Proxmox VE, Nutanix AHV, KubeVirt and Kubernetes
2026	Security and compliance	3.5 → 4	+0.8	13.x Enterprise: RBAC, FIPS 140-2, Vault secrets, air-gapped licence (4.5) less 0.5 for CVE-2021-43798 on KEV 2025-10-09 (the security record)

Direction, 2023 to 2026

Each item carries one theme and one driver (V vision, C customer need, M market window, U upstream, P portfolio).

Date	Item	Theme	Driver
2023-03	Acquired Pyroscope; continuous profiling joins the stack	D3 Applications and services	P
2023-06	10.0: correlations engine GA; subfolders	D8 Logs and traces	C
2023-11	10.2: public dashboards GA	D6 Visualisation and reporting	C
2024-04	Alloy 1.0 OpenTelemetry Collector distribution replaces Grafana Agent	D4 Collection and scale	U
2024-04	Sift automated investigations	D7 AI-assisted operations	V
2024-05	11.0: Scenes dashboards GA; Explore Metrics and Explore Logs	D6 Visualisation and reporting	C
2024-08	11.2: query caching for self-hosted Enterprise	D4 Collection and scale	C
2024-08	USD 270M investment round led by Lightspeed	D12 Packaging and licensing	P
2025-01	mcp-grafana v0.1.0 preview	D7 AI-assisted operations	M
2025-05	12.0: natural-language query assistant; AI cluster dashboards	D7 AI-assisted operations	M
2026-02	12.4: SLO tracking, burn-rate and federated alerting	D5 Alerting and events	C
2026-04	13.0: Scenes 2.0; MCP tools in core	D6 Visualisation and reporting	V
2026-07	mcp-grafana v1.0.0 GA	D7 AI-assisted operations	M
2026-08	13.2: streaming dashboards; root-cause clustering	D6 Visualisation and reporting	C

Centre of gravity: Visualisation and reporting (4), AI-assisted operations (4), Collection and scale (2)
Driver mix: Vision 14%, Customer need 43%, Market window 21%, Upstream 7%, Portfolio 14%

Credibility: 22.0 / 25

Criterion	Score	Basis
Cadence	5	Monthly minor releases and a yearly major at GrafanaCON, kept since 2016
Roadmap transparency	4.5	Public GitHub issues and code; direction at GrafanaCON and ObservabilityCON
Say-do	4.5	9 of 9 items since 2023 shipped; public dashboards 5 months late, AI assistant 2 months late
Velocity	5	Several substantive capabilities per release across six products
Lifecycle stability	3	Legacy alerting and AngularJS removed; Grafana Agent replaced by Alloy; short support windows

Say-do record, 2023 to 2026: 9 items 2023-2026, all shipped; 7 on time, public dashboards GA 5 months late (10.2), natural-language query assistant 2 months late (12.0).

Commercial risk: 9.5 / 25 (lower is better)

Criterion	Score	Basis
Price and licence volatility	1.5	AGPLv3 relicensing in 2021 predates the window; since 2023 the Agent-to-Alloy repackaging only
Purchase constraints	2.5	Open source free; Enterprise subscription only, quote based, from about USD 29,000 a year
Channel and access	1	Open downloads, docs and trials; partner programme not described in the research
Owner stability	2	Independent but venture-funded at a USD 6B valuation; growth pressure, no acquisition
Cost of staying supported	2.5	Enterprise data source plugins stop when the licence lapses; frequent upgrades and forced Agent migration

Security record of the product itself: CVE-2021-43798 (path traversal, fixed 8.3.1 2021-12-07) added to KEV 2025-10-09: minus 0.5. CVE-2021-39226 on KEV 2022-08-25, outside the window. Source: the security record.

Technical lock-in: 5.5 / 25 (lower is better)

Criterion	Score	Basis
Formats	2	Dashboards in Grafana's own JSON schema; metrics in open Prometheus TSDB and Parquet formats
Export path	1.5	Full JSON export through the API; data readable with PromQL and LogQL APIs; Enterprise plugins stop on expiry
Stack coupling	0.5	100+ data sources; OpenTelemetry and Prometheus standards; object storage of choice
Hardware / cloud coupling	0.5	Any hardware, offline; Enterprise needs air-gapped licence activation
Skills and tooling coupling	1	PromQL and Grafana skills are widespread

Integrator fit: 15.0 / 20

Criterion	Score	Basis
Partner programme openness	2.5	Partner programme not described in the research
Multi-tenancy and self-service	3.5	Organizations in Grafana; per-tenant isolation in Mimir and Loki via X-Scope-OrgID; no billing portal
API and infrastructure-as-code	5	Full HTTP API; official Terraform provider with 45M+ downloads, Ansible collection, Kubernetes operator
Skills and certification	4	Grafana Certified Associate and Certified Operator exams

AI leverage: 13 / 20

Strand	Today	Latest step
AIOps on monitoring data	3	2024: Sift automated investigations; documented for Cloud, counted half; GPU dashboards since 9.0
AI platform stack	3	2025: 12.0: AI assistant GA in Enterprise; AI cluster dashboards for LLM latency and GPU memory
AI-assisted operations	3	2025: 12.0: natural-language PromQL/LogQL assistant GA in Enterprise; recommends, does not act
Agent openness	4	2026: mcp-grafana v1.0.0 GA, 2026-07; MCP tools also in Grafana 13.0

AI say-do: 3 tracked, 2 delivered GA (Sift, MCP 1.0), 1 delivered as preview (assistant in 11.0), 0 dropped. AI recommends and writes queries; it does not act.

Reading

Grafana Labs is turning a visualisation tool into a full self-hosted observability stack, with Mimir, Loki, Tempo and Alloy for collection and storage, and AI assistance and MCP on top. Its release rhythm and say-do record are the strongest of this group, though upgrades regularly remove older features. For classic infrastructure work the gaps are network management, hypervisor discovery and topology root cause, and several AI features are documented for Cloud first.

Open questions and evidence caveats

Grafana ML, Sift and Application Observability are cited partly from Grafana Cloud docs; self-hosted Enterprise availability needs confirming.
Scores assume the whole stack is deployed; Grafana alone collects nothing.
Grafana OnCall and enterprise partner details are absent from the research.