Tech Demand

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

1. Demand ranking

1468 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.

python475sql432aws405azure265java243javascript242docker229git215kubernetes213linux202react187terraform171google-cloud157machine-learning146shell138

2. Momentum (vs the previous 4 weeks)

Heating up

TechnologyShareChangePostings
terraform11.6%+3.0pp171
sql29.4%+2.8pp432
aws27.6%+2.5pp405
datadog3.1%+1.7pp45
kotlin2.7%+1.5pp40
git14.6%+1.1pp215
github-actions3.4%+1.0pp50
django1.8%+0.9pp26
airflow2.7%+0.8pp40
typescript8.9%+0.8pp130

Cooling down

TechnologyShareChangePostings
kubernetes14.5%-2.7pp213
machine-learning9.9%-2.7pp146
java16.6%-2.6pp243
azure18.1%-1.7pp265
mysql4.0%-1.5pp59
mongodb3.0%-1.4pp44
html3.4%-1.4pp50
rag5.2%-1.1pp76
redis1.4%-1.1pp21
javascript16.5%-1.0pp242

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$7500, the median of 17339 postings advertising a monthly range — medians pin the unit so the figures are comparable. Separately, 100.0% of SWE postings state pay at all (17339 of 17339, 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
pythonlanguage47532.4% +6.7% 24.4%
sqllanguage43229.4% +0.0% 22.0%
awscloud40527.6% +6.7% 16.9%
azurecloud26518.1% +6.7% 17.4%
javalanguage24316.6% +10.0% 20.2%
javascriptlanguage24216.5% +0.0% 23.0%
dockertool22915.6% +3.3% 18.7%
gittool21514.6% +0.0% 21.2%
kubernetestool21314.5% +10.0% 16.4%
linuxtool20213.8% +0.0% 24.2%
reactframework18712.7% +0.0% 19.0%
terraformtool17111.6% +8.7% 19.9%
google-cloudcloud15710.7% +12.0% 20.2%
machine-learningai1469.9% +20.0% 32.2%
shelllanguage1389.4% +10.0% 17.7%
llmai1379.3% +20.0% 25.9%
typescriptlanguage1308.9% +2.0% 19.7%
springframework1037.0% +6.7% 16.3%
postgresqldatabase1026.9% +0.0% 19.3%
nodejslanguage1016.9% -3.3% 20.0%
csharplanguage986.7% -10.0% 30.2%
cpplanguage976.6% +0.0% 50.3%
golanguage946.4% +30.0% 26.7%
mssqldatabase926.3% -3.3% 24.3%
generative-aiai835.7% +20.0% 19.3%
jenkinstool795.4% +13.3% 11.3%
ragai765.2% +13.3% 19.8%
angularframework745.0% -3.3% 18.1%
kafkatool714.8% +20.0% 8.1%
ansibletool674.6% +6.7% 15.0%

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 17339 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 Science364721.0%2.1%
Python202411.7%14.0%
AWS185810.7%17.2%
Information Technology182010.5%3.6%
Design180010.4%1.3%
Computer Engineering16319.4%2.5%
Java15759.1%16.3%
SQL13818.0%10.1%
Software Development13117.6%10.0%
JavaScript12637.3%12.0%
Kubernetes11876.8%13.5%
Software Engineering11516.6%7.7%
Docker9615.5%8.8%
CI/CD8775.1%12.0%
Networking8444.9%4.1%
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.