Tech Demand

What is worth learning · reported week 2026-W44 (last completed ISO week, SGT) · 6+ yrs
Experience: all0-23-56+unstated
Role: allAI-MLBackendDataFrontendFullstackMobileOther-ITPlatformSRESecurity

1. Demand ranking

346 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.

python93sql93aws86java59azure54linux49kubernetes48terraform42git38google-cloud37javascript37docker36shell36react28llm26

2. Momentum (vs the previous 4 weeks)

Heating up

TechnologyShareChangePostings
dbt2.9%+2.3pp10
django3.2%+2.3pp11
datadog3.2%+1.5pp11
terraform12.1%+1.4pp42
css4.0%+0.8pp14
go5.5%+0.8pp19
ansible6.1%+0.1pp21
linux14.2%+0.1pp49

Cooling down

TechnologyShareChangePostings
kubernetes13.9%-9.7pp48
azure15.6%-7.9pp54
docker10.4%-7.1pp36
jenkins5.2%-6.4pp18
java17.1%-6.3pp59
spring6.4%-5.1pp22
postgresql4.6%-4.0pp16
typescript3.5%-3.9pp12
kafka6.4%-3.9pp22
aws24.9%-3.9pp86

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$10000, the median of 4150 postings advertising a monthly range — medians pin the unit so the figures are comparable. Separately, 100.0% of SWE postings state pay at all (4150 of 4150, 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
pythonlanguage9326.9% +2.5% 0.0%
sqllanguage9326.9% +0.0% 0.0%
awscloud8624.9% +0.0% 0.0%
javalanguage5917.1% +0.0% 0.0%
azurecloud5415.6% +0.0% 0.0%
linuxtool4914.2% -2.5% 0.0%
kubernetestool4813.9% +0.0% 0.0%
terraformtool4212.1% +0.0% 0.0%
gittool3811.0% -5.0% 0.0%
google-cloudcloud3710.7% +10.0% 0.0%
javascriptlanguage3710.7% -4.0% 0.0%
dockertool3610.4% -2.5% 0.0%
shelllanguage3610.4% +0.0% 0.0%
reactframework288.1% -5.0% 0.0%
llmai267.5% +15.0% 0.0%
generative-aiai257.2% +12.5% 0.0%
kafkatool226.4% +0.0% 0.0%
mssqldatabase226.4% -5.0% 0.0%
springframework226.4% -5.0% 0.0%
ansibletool216.1% -7.5% 0.0%
machine-learningai216.1% +12.5% 0.0%
golanguage195.5% +15.0% 0.0%
jenkinstool185.2% +0.0% 0.0%
grafanatool174.9% -2.5% 0.0%
postgresqldatabase164.6% +0.0% 0.0%
sparkframework164.6% +7.5% 0.0%
ragai154.3% +15.0% 0.0%
csslanguage144.0% -5.0% 0.0%
nodejslanguage144.0% +0.0% 0.0%
prometheustool133.8% +0.0% 0.0%

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 4150 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 Science68216.4%1.3%
AWS44010.6%12.7%
Design41410.0%1.0%
Python3698.9%14.4%
Java3518.5%17.9%
Kubernetes3257.8%13.8%
Computer Engineering3247.8%5.6%
Information Technology3137.5%7.0%
Stakeholder Management2947.1%7.1%
SQL2696.5%8.9%
Software Development2285.5%11.4%
CI/CD2165.2%7.9%
JavaScript2145.2%5.6%
Software Engineering2105.1%10.0%
Architect1964.7%2.6%
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.