Tech Demand

What is worth learning · reported week 2026-W44 (last completed ISO week, SGT) · 0-2 yrs
Experience: all0-23-56+unstated
Role: allAI-MLBackendDataFrontendFullstackMobileOther-ITPlatformSRESecurity

1. Demand ranking

357 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.

python111sql83aws75java67docker57linux56azure54git53javascript52kubernetes50cpp44google-cloud39react37shell37terraform37

2. Momentum (vs the previous 4 weeks)

Heating up

TechnologyShareChangePostings
aws21.0%+6.0pp75
java18.8%+3.7pp67
docker16.0%+3.6pp57
spring7.8%+3.6pp28
shell10.4%+3.6pp37
terraform10.4%+3.5pp37
kubernetes14.0%+3.4pp50
linux15.7%+3.0pp56
google-cloud10.9%+2.6pp39
git14.8%+2.5pp53

Cooling down

TechnologyShareChangePostings
machine-learning9.5%-7.1pp34
llm8.1%-3.3pp29
css3.1%-2.5pp11
go3.9%-2.0pp14
deep-learning3.1%-1.7pp11
javascript14.6%-1.7pp52
cpp12.3%-1.4pp44
rag4.5%-1.4pp16
pytorch4.8%-1.2pp17
tensorflow3.6%-0.9pp13

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$5000, the median of 4433 postings advertising a monthly range — medians pin the unit so the figures are comparable. Separately, 100.0% of SWE postings state pay at all (4433 of 4433, 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
pythonlanguage11131.1% +15.0% 100.0%
sqllanguage8323.2% +4.0% 100.0%
awscloud7521.0% +8.0% 100.0%
javalanguage6718.8% +15.0% 100.0%
dockertool5716.0% +13.0% 100.0%
linuxtool5615.7% +10.0% 100.0%
azurecloud5415.1% +10.0% 100.0%
gittool5314.8% +10.0% 100.0%
javascriptlanguage5214.6% +5.0% 100.0%
kubernetestool5014.0% +15.0% 100.0%
cpplanguage4412.3% +20.0% 100.0%
google-cloudcloud3910.9% +10.0% 100.0%
reactframework3710.4% +10.0% 100.0%
shelllanguage3710.4% +15.0% 100.0%
terraformtool3710.4% +10.0% 100.0%
machine-learningai349.5% +35.0% 100.0%
typescriptlanguage308.4% +15.0% 100.0%
llmai298.1% +30.0% 100.0%
nodejslanguage298.1% +10.0% 100.0%
springframework287.8% +10.0% 100.0%
csharplanguage277.6% +0.0% 100.0%
mssqldatabase236.4% -10.0% 100.0%
computer-visionai215.9% +0.0% 100.0%
postgresqldatabase215.9% +5.0% 100.0%
mysqldatabase205.6% -5.0% 100.0%
mongodbdatabase185.0% +10.0% 100.0%
generative-aiai174.8% +30.0% 100.0%
pytorchai174.8% +65.0% 100.0%
jenkinstool164.5% +16.0% 100.0%
ragai164.5% +23.0% 100.0%

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 4433 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 Science102923.2%2.0%
Information Technology65614.8%2.7%
Computer Engineering57513.0%2.1%
Python57112.9%13.7%
SQL44810.1%8.5%
Java4349.8%6.9%
Software Development4169.4%7.5%
JavaScript4009.0%8.0%
Software Engineering3778.5%4.8%
Networking3748.4%5.6%
Design3377.6%1.8%
AWS3327.5%17.2%
C#3237.3%3.7%
Docker3217.2%9.0%
C++3137.1%5.1%
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.