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Research reportPublished by Spotsaas Research · October 2026

DevOps & Platform Engineering Benchmarks 2026

22 metrics defining the state of software delivery — DORA metrics, CI/CD pipelines, incidents, platform engineering, and AI in development.

22
Benchmarks
10
Published sources
2026
Edition
Project Management
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Executive summary

What the data shows

This report compiles 22 benchmarks from 10 independently published sources to give project management buyers a data-grounded view of where the market stands in 2026. Below are the four findings that matter most for software evaluation and budget planning.

1

Elite DORA performers deploy on-demand with <1 hour lead time — the middle tier is hollowing out

2

AI coding tools hit 77% adoption, but the bottleneck moved from writing to reviewing code

3

83% of organisations now have a platform team, up from 51% two years ago

4

Downtime costs hit $14,056 per minute despite better detection tooling

Key statistics

DevOps by the numbers

The headline figures, each attributed to the published report it came from.

<1 hr
Elite team lead time for changes
DORA State of DevOps 2025
77%
AI coding tool adoption
GitHub Developer Survey 2025
83%
Organisations with a platform team
Up from 51% in 2023 — Puppet State of DevOps 2025
$14,056
Cost of downtime per minute
Atlassian Incidents Report 2025
4.7 hrs
Average incident resolution time
PagerDuty State of Digital Operations 2025
55%
Teams using infrastructure as code
HashiCorp State of Cloud Strategy 2025

Every figure sourced from a published report with disclosed methodology. Full citations in the downloadable report.

Report contents

What you get in the full report

Six sections beyond the figures above, in a print-ready PDF.

Executive summary
A one-page overview of every key finding, written for executives and procurement leads.
Year-over-year trends
How each metric has shifted since 2023 — where project management is improving and where it's stuck.
Per-section recommendations
What these benchmarks mean for your buying decisions, with specific next steps per metric.
Visual charts and tables
Every statistic presented as a chart or comparison table — ready for your internal presentations.
Full source citations
All 10 sources listed with report name, publisher, year, and sample size where available.
Print-ready PDF
Formatted for printing or screen sharing — no extra design work needed.

Research methodology

How this report was compiled

This report aggregates 22 metrics from 10 independently published industry sources released between Q3 2024 and Q2 2025. Every statistic is attributed to its original source with the publication year, publisher name, and — where disclosed — sample size and research methodology.

Source selection criteria. We include a metric only when it meets three requirements: (1) it comes from a named, publicly available report, (2) it is based on a disclosed methodology with a sample size of at least 200 organisations or 1,000 professionals, and (3) it is directly relevant to project management software evaluation or operational planning.

Verification process. Where two sources report different figures for the same metric, we note the range in the full report and display the figure from the most recent or most methodologically rigorous source. We do not average conflicting figures.

Editorial independence. Spotsaas does not generate primary research data. We aggregate, verify, and contextualise published benchmarks to help software buyers understand market baselines. No vendor paid for inclusion or positioning in this report.

Transparency

Sources cited in this report

The 10 published reports behind every figure above.

DORA State of DevOps 2025GitHub Developer Survey 2025Puppet State of DevOps 2025Atlassian Incidents Report 2025PagerDuty State of Digital Operations 2025HashiCorp State of Cloud Strategy 2025

Full citations with report titles, publishers, publication dates, and sample sizes are included in the downloadable report.

Everything above, plus the full analysis

Everything above — plus year-over-year trend analysis, per-section recommendations, visual charts, and the complete source list. Free, instant, no sales calls.

  • 22 benchmarks with full citations
  • Year-over-year trend comparisons
  • Per-section buying recommendations
  • Print-ready charts and tables
PDF · FreeDevOps Benchmarks

Where should we send it? Free · arrives in seconds · no spam.

We email it to you — one-click unsubscribe anytime.

Common questions

Frequently asked questions

What are the DORA metrics benchmarks for 2026?
Elite DORA performers deploy on-demand with under 1 hour lead time and sub-1-hour restore time. The 2025 DORA report shows the middle tier is hollowing out — teams are either elite or struggling, with fewer in between. Change failure rate for elite teams is under 5%.
How many developers use AI coding tools?
77% of developers report using AI coding tools (GitHub Copilot, Cursor, etc.) according to the 2025 GitHub Developer Survey. However, the primary bottleneck has shifted from writing code to reviewing AI-generated code, with review time increasing 35%.
What is the average cost of IT downtime per minute?
IT downtime costs an average of $14,056 per minute according to the 2025 Atlassian Incidents Report. For large enterprises, this figure can exceed $23,000 per minute. The average incident takes 4.7 hours to resolve.
What percentage of companies have a platform engineering team?
83% of organisations now have a dedicated platform engineering team, up from 51% two years ago according to the 2025 Puppet State of DevOps Report. Platform teams reduce cognitive load on developers and improve deployment frequency by an average of 3.2x.

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22 benchmarks from 10 published sources — year-over-year trends, per-section recommendations, visual charts, and full citations. Free, instant, no sales calls.

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