Hello everyone, it's me again.
A week ago, I posted the DevSecOps interview breakdown covering what candidates consistently get wrong.
Here’s the link if you guys are interested: I Reviewed 47 DevSecOps Interview Loops. Here’s What Candidates Consistently Get Wrong. : r/devopsjobs
For this post, we’re focusing on the other side of that coin - what's happening on the hiring side.
Same methodology. Different angle.
I pulled 60+ DevSecOps job postings across fintech, SaaS, health tech, and cloud-native platform orgs posted between January and March 2026. Then cross-referenced them against actual interview feedback from practitioners who went through those loops in the same period. Then I went back and read the listings again.
> Different stacks. Different compliance pressures. Different tooling budgets.
> Same gap between what the listing promises and what the interview actually tests.

What the listings say

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Most DevSecOps job descriptions in 2026 read like someone took a DevOps JD, added "and security" to every third line, and called it done. You will see SAST, DAST, container scanning, Terraform, Kubernetes, CI/CD — and then somewhere buried in the middle: "experience with threat modeling preferred." Preferred. Not required. The tools get the headline. The actual security thinking is a footnote.

What the interview actually probes for

Then you get into the loop and the questions look nothing like the listing.
Across the interviews I tracked, the questions that consistently separated candidates were not about tools at all. They were things like: "Walk me through a time when you identified a real attack path in your pipeline — not a theoretical one — and explain how you prioritized it." Or: "You've added SAST to CI. A critical vulnerability is flagged two hours before a release. Walk me through exactly what you do." Or the one that caught the most people off guard: "What did your security program measurably change in the last quarter, and how do you know?"
That last one. Right there. That is the question most candidates are not ready for.
The tools were implementation details. The thinking behind the tools — the threat model, the prioritization logic, the measurement — was the real test. This lines up directly with what NIST's Secure Software Development Framework (SSDF, SP 800-218) emphasizes: controls need to be tied to outcomes, and those outcomes need to be measurable across the lifecycle — not just policies that exist on paper.

The listings vs. what actually gets you hired

https://preview.redd.it/yjxxzpczd0og1.png?width=985&format=png&auto=webp&s=29619473457d8a0610600d53f9b772d12069e9df
Here is the pattern that showed up consistently. The listings front-load tool experience because it is easy to write and easy to screen for. Interviewers know this too - they've already assumed you know the tools if you made it to the loop. What they are actually evaluating is whether you understand why the tools exist and whether you can connect them to real risk reduction.
Weaker candidates described their stack and stopped there. "We run Snyk in CI, we scan containers before deployment, we have a SIEM." Fine. That's a configuration list, not a security program.
Stronger candidates answered like this: "We identified that our base images were drifting and creating registry poisoning risk. We prioritized that over our SAST backlog because the exploitability was higher and the blast radius was larger. We implemented image pinning and set up automated drift detection. Median time to remediate dropped from 19 days to 4." Baseline. Attack path. Control. Measurable outcome. Every time.
The delta between those two answers is not tool knowledge. It's systems thinking.

The developer friction problem nobody talks about in listings

https://preview.redd.it/xezo1r9zd0og1.png?width=1190&format=png&auto=webp&s=a86148eb4a17bc48eb705af9f4180cdd6a4e99d2
This one surprised me. Almost none of the job descriptions mention developer experience as a factor. But in the actual interviews, how a candidate talks about developer adoption was one of the clearest differentiators between strong and average candidates.
The weaker answers described security purely as a gatekeeping function. Build fails, ticket gets filed, someone eventually fixes it. That is not wrong — but it is incomplete in a way that signals the candidate has not had to deal with the real consequences of friction at scale.
The stronger answers acknowledged the tension directly. One candidate put it this way: "We were failing builds aggressively in the first three months. Developers started writing exception requests instead of fixing findings. We moved to risk-tiered enforcement — only blocking on critical and high with known exploits — and exception volume dropped by 60% while actual remediation went up." That is what security maturity looks like in a real engineering organization. The 2024 DORA State of DevOps Report, now in its tenth year and drawing on responses from more than 39,000 professionals globally, backs this up: high-performing teams do not have less security — they have security that is more tightly integrated into the development feedback loop. Security that creates friction without improving signal quality is a risk in itself. Top candidates got that. Most did not.

The salary picture right now

https://preview.redd.it/u4foa9azd0og1.png?width=971&format=png&auto=webp&s=3008e1ddc8487b9268c38ecb0d9804047061d943
Worth knowing where the market actually sits before you negotiate or decide whether this transition is worth the effort.
According to Glassdoor's March 2026 data based on 308 submitted salaries, the median DevSecOps engineer salary in the US is $182,147, with the 25th percentile at $142,123 and the 75th percentile at $237,121. For context on the DevSecOps premium: Robert Half's 2026 Salary Guide — which is based on actual compensation from placements across the country and validated against third-party job posting data from over 1.5 million positions — puts the DevOps engineer midpoint salary at $145,750, with a range of $118,000 to $173,750. The security integration layer on top of a pure DevOps role commands a meaningful comp bump, and it is visible in the numbers.
The other thing visible in the listings: the comp-to-experience ratio is unusually favorable right now. Roles paying $150K–$180K+ are posting with 3–5 year experience requirements. The hiring pool is still thin relative to demand, and organizations know it.

What the top performers had in common

Across those 60+ postings and the interview feedback I cross-referenced, the strongest candidates did one thing consistently: they spoke in risk reduction terms, not tool terms. They could explain what attack paths they were targeting, how they measured whether the control actually worked, what broke when they implemented it, and how they iterated. They treated developer adoption as a systems problem, not a compliance problem. And they separated compliance requirements - SOC 2, ISO 27001, customer security questionnaires - from actual risk reduction, understanding that one is a constraint and the other is the objective.
If you are preparing for a DevSecOps loop right now, the shift is not learning another tool. It is being able to answer: what risk were you targeting, how did you measure improvement, what broke after you implemented it, and how did you iterate? That is what interviewers are probing for. The listings just haven't caught up yet.
If you want a structured path that specifically builds this kind of systems thinking - not just tool familiarity - the CDP from Practical DevSecOps is built around exactly this. Full disclosure, I'm associated with them, so weight that however you want. What I can say is the curriculum maps directly to what I saw tested in these loops: threat modeling, risk-based prioritization, pipeline security, measurable outcomes. It's one option. The NIST SSDF, OWASP SAMM, and honest hands-on work will get you far on their own too.
Curious what this sub is seeing - what's the most telling DevSecOps interview question you've gotten recently, and did the listing prepare you for it at all?