Tech Demand

What is worth learning · reported week 2026-W44 (last completed ISO week, SGT) · Platform
Experience: all0-23-56+unstated
Role: allAI-MLBackendDataFrontendFullstackMobileOther-ITPlatformSRESecurity

1. Demand ranking

439 enriched SWE postings in 2026-W44. Share = postings mentioning the technology ÷ that number — postings still awaiting enrichment are excluded from the denominator, so a processing backlog cannot depress every share at once. The chart shows the top 15; the table in section 3 lists the top 30.

aws110sql104python97linux92azure91kubernetes88shell86terraform86docker72google-cloud57ansible42git38grafana35java31jenkins30

2. Momentum (vs the previous 4 weeks)

Heating up

TechnologyShareChangePostings
sql23.7%+6.3pp104
docker16.4%+4.8pp72
shell19.6%+3.6pp86
terraform19.6%+3.3pp86
google-cloud13.0%+3.1pp57
kubernetes20.0%+2.5pp88
mssql5.5%+2.5pp24
git8.7%+2.3pp38
linux21.0%+2.2pp92
postgresql4.1%+2.0pp18

Cooling down

TechnologyShareChangePostings
ansible9.6%-1.7pp42
machine-learning3.4%-1.2pp15
javascript3.9%-1.0pp17
azure20.7%-1.0pp91
go3.9%-0.5pp17
java7.1%-0.2pp31
gitlab-ci4.6%-0.1pp20

Change is in percentage points of share, not relative percent: a technology going from 1 to 3 postings would otherwise read as +200% and top the board. Boards consider every technology above the bar, not only the 30 the table below shows.

3. Salary premium and entry-friendliness

Premium compares the median advertised monthly salary of postings mentioning a technology against the overall median, over the trailing 90 days. Baseline: S$7000, the median of 5461 postings advertising a monthly range — medians pin the unit so the figures are comparable. Separately, 100.0% of SWE postings state pay at all (5461 of 5461, in any unit); the rest hide it, and no figure here describes them. Entry-friendly is computed over the same 90-day window. Premium mixes seniority in (senior roles name more infrastructure); pick an experience band above to compare within one. Entry-friendly = the share of postings mentioning the technology that ask for at most 2 years' experience, or are Intern/Junior roles with no stated requirement. The table lists the top 30 technologies by postings.

TechnologyKindPostingsShareSalary premiumEntry-friendly
awscloud11025.1% +2.1% 26.7%
sqllanguage10423.7% -5.7% 28.5%
pythonlanguage9722.1% +10.7% 22.7%
linuxtool9221.0% -3.6% 27.0%
azurecloud9120.7% +0.0% 25.2%
kubernetestool8820.0% +7.1% 24.7%
shelllanguage8619.6% +14.3% 20.8%
terraformtool8619.6% +7.1% 28.8%
dockertool7216.4% +7.1% 30.1%
google-cloudcloud5713.0% -2.9% 38.8%
ansibletool429.6% +7.1% 19.8%
gittool388.7% +7.1% 23.4%
grafanatool358.0% +3.6% 22.8%
javalanguage317.1% +8.6% 16.4%
jenkinstool306.8% +14.3% 23.1%
prometheustool286.4% -1.4% 24.2%
mssqldatabase245.5% -14.3% 27.8%
generative-aiai204.6% +28.6% 10.6%
gitlab-citool204.6% +14.3% 29.8%
github-actionstool194.3% +7.1% 33.0%
llmai194.3% +39.3% 9.4%
postgresqldatabase184.1% +21.4% 22.5%
golanguage173.9% +21.4% 26.8%
javascriptlanguage173.9% +7.1% 17.6%
machine-learningai153.4% +16.1% 19.4%
datadogtool122.7% +0.0% 33.1%
csharplanguage112.5% -7.1% 21.4%
kafkatool92.1% +17.9% 6.7%
springframework92.1% +17.1% 11.7%
swiftlanguage92.1% +28.6% 13.3%

4. What else they ask for

These are MyCareersFuture's own skill tags — the competencies the employer filled in on the form, over the trailing 90 days (2026-08-08 → 2026-11-05) across 5461 postings. They are not the technology ranking above: languages and frameworks appear only in the free-text description, which is why this system reads it separately. "Must-have" is the share of postings listing the tag that marked it essential rather than desirable — a tag that is everywhere but rarely essential is table stakes, one that is usually essential is a filter someone is applying.

SkillPostingsShareMarked must-have
Computer Science96817.7%1.8%
Information Technology81214.9%3.1%
AWS65812.0%18.8%
Kubernetes56910.4%19.7%
Computer Engineering5389.9%1.9%
Cloud Infrastructure4798.8%14.0%
Networking4358.0%6.0%
Ansible4077.5%6.4%
Stakeholder Management3927.2%10.2%
Troubleshooting3807.0%4.2%
Linux3626.6%12.7%
Design3556.5%3.1%
Docker3456.3%15.1%
Terraform3416.2%15.8%
Python3336.1%12.0%
Numbers computed by SQL from public MyCareersFuture data; data is refreshed daily, so it lags the live market by up to 24h. Methodology: docs/03-data-model.md · data freshness · Compliance: aggregate statistics only, no personal data.