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IT tech demand

Which technologies employers ask for most, how much they pay for them, and where they are needed most. Data from a live database of open jobs worldwide, updated daily.

Updated: 11/9/2026, 1:29:40 AM UTC

Share of jobs mentioning the technology, %

Share among the week's jobs that list at least one technology. Does not depend on how many sources are connected. The series starts no earlier than 2026-08-10: before that, technology tags on jobs were assigned incorrectly.

Up to 5 on the chart:

🔥 Most in-demand technologies

Technologies by the number of open jobs that mention them. A job usually names several technologies.

1cloudumbrella
68,038
2python
44,958
3aws
34,741
4sql
27,559
5azure
26,614
6java
25,701
7kubernetes
17,330
8gcp
15,745
9docker
15,091
10javascript
13,568
11llmumbrella
12,913
12react
12,807
13c++
11,213
14go
11,101
15typescript
9,959

Rank is the place in the overall ranking by job count. Categories come from our own reference list; a technology not in it goes to “other”.

Salary by technology

Median monthly salary across jobs that mention the technology. We show only those with enough data (at least 20 jobs with a salary).

TechnologyMedian, $/moJobs in sample
rust$13,483335
go$12,9161,260
c++$12,7081,241
llm$12,5871,829
devsecops$12,062344
snowflake$11,550670
aws$10,8694,455
gcp$10,8331,909
kotlin$10,559394
cloud$10,4168,849
salesforce$10,416761
usability$10,208449
servicenow$10,158430
databricks$10,083787
python$10,0006,130
kubernetes$10,0002,132
backlog$10,000637
oracle$9,651731
terraform$9,456915
c#$9,263968
n = 16,343Base: open IT jobs with a salary in a known period (monthly or yearly), converted to USDPeriod: open as of the snapshot dateMethodology

Technologies × directions

The eight most in-demand technologies and the six largest IT directions: where each technology is needed most.

FullstackDataDevOpsBackendArchitectML/AI
cloud9%11%18%8%12%5%
python10%16%9%14%5%13%
aws11%11%18%10%11%5%
sql9%29%6%12%5%11%
azure8%14%21%8%11%4%
java21%5%10%33%6%2%
kubernetes10%5%29%15%7%4%
gcp10%14%17%9%10%6%

Share of jobs with this technology and an IT role (the catch-all Other and IT buckets are excluded), so a row across six directions sums to less than 100%. Hatching means fewer than 5 jobs in the cell: not zero, just too few to publish. Hover a cell to see the count and the base.

Technologies by direction

What employers most often ask for in each direction. Top-8 technologies by number of mentions.

DevOps
cloud 9,963aws 5,637azure 5,002kubernetes 4,689docker 3,420python 3,188ansible 2,681gcp 2,367
Fullstack
react 5,802cloud 4,914java 4,698python 3,828typescript 3,667aws 3,512javascript 3,466angular 2,696
Backend
java 7,489python 5,101cloud 4,686aws 2,997sql 2,667docker 2,618spring 2,467kubernetes 2,370
Data
sql 6,390cloud 6,153python 6,048aws 3,435azure 3,190databricks 3,066gcp 1,956snowflake 1,879
Other
cloud 6,545python 5,052sql 3,399sap 2,862aws 2,037c++ 1,740oracle 1,644azure 1,568
Architect
cloud 6,581aws 3,333azure 2,476python 1,928java 1,413gcp 1,335kubernetes 1,134sql 984
ML/AI
python 4,888cloud 2,811sql 2,336llm 1,856aws 1,566pytorch 1,464azure 1,005mlops 936
Security
cloud 5,063aws 2,524python 1,988azure 1,856devsecops 1,205gcp 1,145kubernetes 991llm 680
Platform Engineer
cloud 3,460aws 2,467azure 1,854kubernetes 1,719python 1,154terraform 911gcp 903docker 765
IT
cloud 3,154python 2,353c++ 1,957java 1,710sql 1,241aws 1,158javascript 952c# 807
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How we calculate these numbers

  • Where the data comes from. Public sources — company career sites, job boards and Telegram channels for IT worldwide.
  • What goes into the sample. Only live, open jobs with a clear description: the role is stated and at least a couple of key technologies. Spam and content-free fragments are filtered out.
  • Salaries. All amounts are normalised to USD/month and obvious outliers are removed. A technology shows a number only if at least 20 jobs with a salary are available for it.
  • Technologies. We take meaningful skills. Very generic terms (Git, REST, Agile, etc.) are excluded — they appear almost everywhere and do not help compare.
See also: salaries by seniority and format · insights overview.
Data collected automatically from public sources • Source: Zorky