DevSecOps Engineer
Resume Metrics

The Numbers Recruiters Look For

The DevSecOps Engineer resume metrics that earn a read: which numbers to use, what good looks like, and where to find each one. Built from 12 years of recruiting, including many years at Google.

Emmanuel Gendre, former Google Recruiter and Tech Resume Writer

Authored by

Emmanuel Gendre

Tech Resume Writer

Last updated: June 4th, 2026 · ~10 min read

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Ex-Google Recruiter
Emmanuel Gendre, former Google Recruiter and Tech Resume Writer

From the author

Emmanuel Gendre, ex-Google recruiter

A recruiter's opinion on devsecops engineer resume metrics

Every resume guide hammers the same point: numbers over adjectives. A devsecops engineer's work is countable, from the vulns you closed to the audits you cleared, yet plenty still fall back on a list of tools and leave it.

So which numbers earn a place on a devsecops engineer resume? Where would each come from, and can one figure swing the decision?

Over my years recruiting, plenty of that time inside Google, the devsecops engineers who got the offer proved the security work paid off: not “rolled out vulnerability scanning” but “drove open criticals from 140 to zero and cut remediation to under 48 hours.” The second one lands an interview, because anyone can list tools, but proving you cut real risk is the hard part.

Sorting which figures pull their weight, then setting them so a recruiter feels the punch, is a big slice of what my resume writing service does. Below I take each figure in turn for a devsecops engineer resume: when it belongs, where to dig it up, and how to pack it into a line.

Rather I look first? I'll read the whole draft line by line, free.

Start here

Why metrics matter on a DevSecOps Engineer resume

I cover how the hiring screen works in a separate article on how recruiters screen resumes, and it runs in rounds. A recruiter clears the first rounds, a brief skim of your profile summary, then the latest roles you held. A senior devsecops engineer or the hiring manager then gets in deep and forms a view on whether you can really keep software secure without slowing delivery down.

So a pair of readers see your figures: the recruiter up front, then a security lead who reads in seconds what a zero open-critical count or an 80% drop in false positives really took.

A recruiter skims past the figure; the keywords are what they want. The security lead above you reads “drove open criticals from 140 to zero” and instantly pictures the program behind it. A figure like that shows you cut real risk, not just ran a scanner and filed a ticket.

Not all of them pull equally, naturally. And if what you carry is on the light side, no problem: for a devsecops engineer, one solid remediation or coverage figure already outranks a tool list.

Rough sense of where the value lands:

The logic

Which types of metrics to use
for a DevSecOps Engineer resume

Open the Job Search Toolkit and the drill is simple: I tailor each resume to the role profile. Quick reminder: a profile is the spread of abilities a role screens for.

A recruiter scores you against it. The devsecops engineer resume guide walks through what each section holds.

Each slice of the security profile has a home on the resume, ideally a recent role, with the number behind it sitting right there.

We call those the metric types. A devsecops engineer runs six, one for every major area the role covers. They run:

The full list

The full list of DevSecOps Engineer resume metrics

Six kinds of metric carry a devsecops engineer resume, from open vulnerabilities to audit findings closed. In each type, the top five a screen cares about come first. Each card lists what the metric tracks, its average, good, and great tiers, how to track it down, and one bullet you can lift. Most live a single query away inside the tools you already run: your scanner, your CI logs, your SIEM, and your ticket tracker. The DevSecOps Engineer resume skills page covers the rest.

1

Vulnerability Management

Finding and killing vulnerabilities is the core of the job, and it is all countable. These figures show you cut real risk, not just ran a scanner and filed the report.

Open critical vulns

Unresolved critical and high vulnerabilities.

Benchmark

Averagedozens
Goodsingle digits
Greatzero

Measure with

Snyk Trivy

Example bullet

Drove open critical vulns from 140 to zero in two quarters.

Mean time to remediate

How fast a vulnerability gets fixed.

Benchmark

Averageweeks
Gooddays
Greathours

Measure with

Snyk SonarQube

Example bullet

Cut critical-vuln MTTR from 30 days to under 48 hours.

Backlog burn-down

Share of the vuln backlog cleared.

Benchmark

Average-30%
Good-60%
Great-90%

Measure with

Snyk Dependabot

Example bullet

Burned down 80% of the security backlog in a quarter.

Vuln density

Vulnerabilities per service or per KLOC.

Benchmark

Averagehigh
Goodlow
Greatnear zero

Measure with

SonarQube Snyk

Example bullet

Took vuln density per service down 70% with shift-left scanning.

Scan coverage

Share of repos and services scanned.

Benchmark

Averagesome
Goodmost
Greatall

Measure with

Snyk Trivy

Example bullet

Put every repo under automated vulnerability scanning.

2

Pipeline Security & Shift-Left

DevSecOps moves security into the pipeline instead of bolting it on at the end. These show you put real gates in CI so risky code stops before it ships.

Security gates in CI

Share of pipelines with a security gate.

Benchmark

Averagenone
Goodsome
Greatall

Measure with

SonarQube Snyk

Example bullet

Added security gates to every pipeline, blocking criticals at the build.

SAST / DAST coverage

Share of code under static and dynamic scans.

Benchmark

Averagepartial
Goodmost
Greatfull

Measure with

SonarQube OWASP ZAP

Example bullet

Got SAST and DAST on 100% of services.

Secrets caught early

Where leaked secrets get stopped.

Benchmark

Averageafter
Goodat PR
Greatpre-commit

Measure with

Snyk Vault

Example bullet

Moved secret detection to pre-commit, ending leaked keys in git.

Mean scan time

Time security scans add to a build.

Benchmark

Average20 min
Good5 min
Great< 2 min

Measure with

Trivy Snyk

Example bullet

Cut scan time in CI from 18 minutes to 90 seconds.

Build-break on risk

How reliably risky builds get stopped.

Benchmark

Averagemanual
Goodsome
Greatenforced

Measure with

SonarQube GitHub Actions

Example bullet

Set pipelines to fail on any new critical CVE.

3

Compliance & Audit

Security work has to stand up to an auditor. These show you turned a scramble of screenshots into controls that prove themselves, the part a hiring manager in a regulated shop reads first.

Compliance coverage

Share of required controls met.

Benchmark

Averagepartial
Goodmost
Greatall

Measure with

Vault Checkmarx

Example bullet

Took the org from 40% to full SOC 2 control coverage.

Audit findings closed

Share of findings remediated.

Benchmark

Average-30%
Good-70%
Greatall

Measure with

SonarQube Snyk

Example bullet

Closed every audit finding before the deadline.

Policy as code

Share of policy enforced in code.

Benchmark

Averagenone
Goodsome
Greatall

Measure with

Terraform Vault

Example bullet

Moved security policy into code, enforced on every deploy.

Control automation

Share of controls checked automatically.

Benchmark

Averagemanual
Goodsemi
Greatautomated

Measure with

Trivy Vault

Example bullet

Automated 80% of compliance checks, cutting audit prep to days.

Evidence on demand

How fast audit evidence comes together.

Benchmark

Averageweeks
Gooddays
Greaton demand

Measure with

Splunk Vault

Example bullet

Made audit evidence one query, not a month of screenshots.

4

Detection & Response

When something gets in, the clock starts. These show you spot a threat fast, contain it faster, and keep the team from drowning in false alarms.

Security MTTD

Time to detect a security event.

Benchmark

Averagehours
Goodminutes
Greatseconds

Measure with

Falco Splunk

Example bullet

Got threat detection under 60 seconds with runtime monitoring.

Security MTTR

Time to contain an incident.

Benchmark

Averagedays
Goodhours
Greatminutes

Measure with

Splunk Datadog

Example bullet

Cut incident containment from days to under an hour.

False-positive rate

Share of noise in security alerts.

Benchmark

Average-30%
Good-60%
Great-85%

Measure with

Falco Splunk

Example bullet

Dropped false-positive security alerts 80%, ending alert fatigue.

Threat coverage

Share of relevant techniques monitored.

Benchmark

Averagesome
Goodmost
Greatbroad

Measure with

Splunk Falco

Example bullet

Mapped detections to 90% of relevant MITRE techniques.

Runtime coverage

Share of workloads with runtime security.

Benchmark

Averagepartial
Goodmost
Greatall

Measure with

Falco Datadog

Example bullet

Put runtime threat detection on every cluster.

5

Cloud & Infra Security Posture

Most breaches start with a misconfiguration or an over-broad role. These show you hardened the estate and kept the surface small, so there was less to attack in the first place.

Misconfigs fixed

Cloud misconfigurations remediated.

Benchmark

Average-40%
Good-70%
Great-95%

Measure with

Trivy Falco

Example bullet

Cleared 95% of cloud misconfigurations found by the scanner.

Least privilege

Share of roles scoped down.

Benchmark

Averagebroad
Goodtighter
Greatleast-priv

Measure with

Vault Trivy

Example bullet

Locked every cloud role to least privilege.

Attack surface

Exposed assets reduced.

Benchmark

Average-30%
Good-60%
Great-85%

Measure with

Trivy OWASP ZAP

Example bullet

Shrank public attack surface 70% by closing open endpoints.

Hardened images

Share of images from a hardened base.

Benchmark

Averagesome
Goodmost
Greatall

Measure with

Trivy Docker

Example bullet

Moved all builds to hardened, scanned base images.

Posture score

CSPM or benchmark score.

Benchmark

Average60%
Good80%
Great95%+

Measure with

Trivy Vault

Example bullet

Lifted cloud posture score from 62 to 96.

6

Supply Chain & Dependencies

Most code you ship is code you did not write. These show you got the dependencies and the build pipeline under control, the risk that has burned plenty of teams lately.

Dependency vulns

Vulnerable dependencies remediated.

Benchmark

Average-40%
Good-70%
Great-95%

Measure with

Snyk Dependabot

Example bullet

Cut vulnerable dependencies 90% with automated upgrades.

SBOM coverage

Share of builds with a bill of materials.

Benchmark

Averagenone
Goodsome
Greatall

Measure with

Trivy JFrog

Example bullet

Generated an SBOM for every build, end to end.

Signed artifacts

Share of artifacts signed and verified.

Benchmark

Averagenone
Goodsome
Greatall

Measure with

JFrog Vault

Example bullet

Got every release artifact signed and verified.

Patch cadence

How fast critical patches land.

Benchmark

Averagemonthly
Goodweekly
Greatdays

Measure with

Dependabot Snyk

Example bullet

Took critical patch time from a month to 3 days.

Third-party risk

Share of dependencies risk-scored.

Benchmark

Averagefew
Goodmost
Greatall

Measure with

Snyk JFrog

Example bullet

Risk-scored every third-party dependency in the build.

Are your strongest security numbers on the resume?

Security work spills out numbers most teams never bother to record: vulns closed, time to remediate, audit findings cleared, false positives cut. The problem is they disappear beneath a rundown of every tool you once touched. Hard to grade from the inside.

Pass it to me.

I'll comb your DevSecOps Engineer resume as a hiring manager would and call which figures stay, which need sharpening, and which to cut loose. Free, inside 12 hours.

Get a Free DevSecOps Engineer Resume Review

I review personally all resumes within 12 hrs

PDF, DOC, or DOCX • under 5MB

Want to read more first? See how the resume review works →

Qualitative metrics

What if my work didn't leave a number?

A blank metric is not a write-off. With nothing numeric to show, the work itself and the steadiness it created still count for plenty. Each card here maps the route to it and hands you a line to reuse.

1

Vulnerability Management

Practice introduced

When to use it: no one was scanning before you showed up

Example bullet

Stood up the vulnerability scanning the whole org now runs on.

Remediation owned

When to use it: clearing the backlog was yours

Example bullet

Owned the push that cleared a 140-deep critical backlog to zero.

Before / after direction

When to use it: the count fell but nobody kept score

Example bullet

Drove remediation until criticals stopped reaching production.

2

Pipeline Security & Shift-Left

Practice introduced

When to use it: security was bolted on at the end

Example bullet

Shifted security left into the pipeline gates the org now ships through.

Pipeline owned

When to use it: wiring the gates was yours

Example bullet

Owned the work that turned a manual review into an automated gate.

Before / after direction

When to use it: scans got added but nobody timed it

Example bullet

Tuned the gates until a critical CVE could not reach main.

3

Compliance & Audit

Practice introduced

When to use it: there was no policy as code

Example bullet

Wrote the policy-as-code the org now enforces on every deploy.

Compliance owned

When to use it: clearing the audit was yours

Example bullet

Owned the program that carried the org through its first SOC 2.

Before / after direction

When to use it: controls got tighter but nobody kept count

Example bullet

Automated the controls until audit prep took days, not a quarter.

4

Detection & Response

Practice introduced

When to use it: nothing watched for threats before you

Example bullet

Built the threat detection the security team now runs on.

Detection owned

When to use it: catching incidents was yours

Example bullet

Owned the work that turned a silent breach risk into a 60-second alert.

Before / after direction

When to use it: detection grew faster but it stayed unmeasured

Example bullet

Tuned the alerts until real threats stood out from the noise.

5

Cloud & Infra Security Posture

Practice introduced

When to use it: no one tracked cloud posture

Example bullet

Set up the posture scanning the org now grades itself against.

Posture owned

When to use it: locking it down was yours

Example bullet

Owned the hardening that shut down a sprawling public attack surface.

Before / after direction

When to use it: it got safer but no one scored it

Example bullet

Hardened the estate until least privilege was the default, not the exception.

6

Supply Chain & Dependencies

Practice introduced

When to use it: no one tracked dependencies

Example bullet

Stood up the supply-chain scanning the org now depends on.

Supply chain owned

When to use it: securing the build was yours

Example bullet

Owned the work that put an SBOM and a signature on every release.

Before / after direction

When to use it: dependencies got patched but nobody wrote it down

Example bullet

Automated upgrades until a critical dependency CVE got patched in days.

DevSecOps engineer, or someone who installed a scanner?

A stack of tools proves nothing about the risk you cut; the numbers do that. Hand it over; I'll point out which lines prove real devsecops work and which are filler.

What you get back is a straight read of the resume, a sharp fix list, no fluff, inside a day, my treat.

Get a Free DevSecOps Engineer Resume Review

I review personally all resumes within 12 hrs

PDF, DOC, or DOCX • under 5MB

Want to read more first? See how the resume review works →

Frequently asked

DevSecOps Engineer resume metrics FAQ

Reach for scope and direction. Hitting a number is the prize, but the slice you owned and the way it shifted things matter just as much. Call out the scanning you rolled out, the CI gates you put in, or the roles you cut to least privilege. Recruiters read those as real security work, plain and simple. Every card up the page sets the angle beside an example.

It can, if the estimate is grounded and you would own it in the room. Say criticals dropped hard after you wired scanning into CI but you kept no dashboard: 'cut open criticals by roughly 80%' is fair game. Lean on percentages when the raw counts are sensitive. One requirement: you can retrace the steps for an interviewer.

Never. A fabricated number unravels the instant someone presses on it, and security numbers practically beg to be pressed: someone can ask which scanner caught it, or how you measured the fall. One fabricated stat is enough to sink the loop. Standing on what you truly did keeps it honest and lands all the same.

Only the strongest lines, not all of them. Hold your figures for the bullets that genuinely carry your most recent role, the ones a recruiter reaches first. Spread one across the whole list and the good ones dissolve into padding. A tight, defensible few wins over a wall of them.

Whichever carries more punch without overstating. A large drop shows best in percentage terms ('cut critical vulns 90%'); a large absolute speaks for itself ('zero open criticals in production'). Skip any lone percentage standing on nothing. Pair them only when it pays: 'MTTR from 30 days to under 48 hours.'

Yes, and they appear earlier than most new grads assume. A scanner you stood up, the vulns you cleared on a project, a CI gate you built, or a dependency you patched all show up across a single internship or a personal project. You need no sprawling estate, only a sign your work made something safer.

Nearer than you would expect. Vulns and remediation live in your scanner; detection and response sit in your SIEM; scan times are in your CI logs; audit findings are in your ticket tracker. If that is all history now, estimate it with care and say so.

Only the one. A single strong figure right at the top, the criticals you cleared or your best remediation result, buys those opening seconds. Send the rest into the work-experience bullets to keep the summary quick. The devsecops engineer resume guide covers writing that summary.

Who wrote this

Built by an ex-Google recruiter

Emmanuel Gendre, former Google Recruiter and Tech Resume Writer

Emmanuel Gendre

Former Google recruiter · 12 years · 1,500+ tech resumes rewritten

I screen devsecops engineer resumes the same way I did at Google: against the role profile, against the JD, and against the bar real hiring managers set. The metrics on this page are the ones I tell my own clients to chase.

Read my full story →

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