Market evidence report — dependability-engineer

Source: 49 real job ads (JSearch API, countries: us 49), extracted into the MSSQL evidence store; as of 2026-07-11. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).

Seniority distribution

Seniority	Ads	Share
mid	25	51 %
senior	20	41 %
junior	2	4 %
lead	2	4 %

Tools — full market ranking

#	Item	Ads	Share
1	Kubernetes	9	18 %
2	AWS	8	16 %
3	Terraform	7	14 %
4	Python	6	12 %
5	CMMS	5	10 %
6	Ansible	4	8 %
7	Docker	4	8 %
8	GitHub Actions	4	8 %
9	Datadog	3	6 %
10	GCP	3	6 %
11	Go	3	6 %
12	Jenkins	3	6 %
13	Maximo	3	6 %
14	Reliasoft	3	6 %
15	SAP	3	6 %

Hard skills — full market ranking

#	Item	Ads	Share
1	root cause analysis	23	47 %
2	reliability engineering	20	41 %
3	data analysis	14	29 %
4	incident response	10	20 %
5	failure analysis	9	18 %
6	predictive maintenance	9	18 %
7	troubleshooting	8	16 %
8	risk assessment	7	14 %
9	performance optimization	6	12 %
10	preventive maintenance	6	12 %
11	capacity planning	5	10 %
12	incident management	4	8 %
13	performance tuning	4	8 %
14	reliability analysis	4	8 %
15	statistical modeling	4	8 %
16	system design	4	8 %
17	automation	3	6 %
18	failure mode analysis	3	6 %
19	infrastructure as code	3	6 %
20	infrastructure design	3	6 %
21	maintenance strategy development	3	6 %
22	reliability improvement	3	6 %
23	rotating equipment maintenance	3	6 %
24	security compliance	3	6 %

Methods — full market ranking

#	Item	Ads	Share
1	fault tree analysis	5	10 %
2	ci/cd	4	8 %
3	ci/cd pipelines	3	6 %
4	continuous delivery	3	6 %
5	continuous improvement	3	6 %
6	DevSecOps	3	6 %
7	FMEA	3	6 %
8	infrastructure as code	3	6 %
9	lean manufacturing	3	6 %
10	lean six sigma	3	6 %
11	reliability centered maintenance (RCM)	3	6 %
12	sre principles	3	6 %
13	Weibull analysis	3	6 %

Responsibilities — full market ranking

#	Item	Ads	Share
1	automation development	6	12 %
2	performance monitoring	5	10 %
3	system maintenance	4	8 %
4	maintenance strategy development	3	6 %
5	performance optimization	3	6 %
6	system monitoring	3	6 %

Regional breakdown

Corpus note: 49 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.

US (us)

49 ads.

Top hard skills:

root cause analysis — 47 % (23 ads)
reliability engineering — 41 % (20 ads)
data analysis — 29 % (14 ads)
incident response — 20 % (10 ads)
failure analysis — 18 % (9 ads)
predictive maintenance — 18 % (9 ads)
troubleshooting — 16 % (8 ads)
risk assessment — 14 % (7 ads)
performance optimization — 12 % (6 ads)
preventive maintenance — 12 % (6 ads)

Top tools:

Kubernetes — 18 % (9 ads)
AWS — 16 % (8 ads)
Terraform — 14 % (7 ads)
Python — 12 % (6 ads)
CMMS — 10 % (5 ads)
Ansible — 8 % (4 ads)
Docker — 8 % (4 ads)
GitHub Actions — 8 % (4 ads)
Datadog — 6 % (3 ads)
GCP — 6 % (3 ads)

Seniority: mid 51 % · senior 41 % · junior 4 % · lead 4 %

UK (gb)

Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.

EU/DACH (de, at, ch, nl)