Herizon logo

Employability research

Future Skills Radar.

April 2026 — based on 45,377 job postings analyzed

We analyze job postings from companies like Stripe, Cloudflare, NVIDIA, Salesforce, Spotify, and 200+ other global growth companies. AI classifies every posting into skills, professions, industries, and seniority levels to show what the market actually demands right now.

Out of 2,617 software engineer listings, 563 mention AI and 497 ask for Python. That combo beats even AWS at 366 or SQL at 342, so learn both if you touch code. DevOps shows 219 mentions and 480 engineer openings, with Kubernetes cited 196 times, so infra chops pay. On the business side, 1,786 sales roles and 1,689 ops roles dwarf the 556 marketing posts. Hiring managers flag data analysis 228 times and automation 198 times for these jobs, so spreadsheet and workflow hacks matter. Customer success clocks 419 openings where troubleshooting pops up 167 times, so polish that calm-under-fire routine.

What to focus on

  • Pick up Python basics — language requested in 497 postings alongside 563 AI mentions.
  • Get AWS certified — cloud platform shows 366 mentions, second only to Python in backend skills.
  • Master Kubernetes deployments — 196 mentions tag it as the orchestration standard for 480 DevOps engineer slots.
  • Sharpen B2B sales negotiation — Sales has 1,786 openings, the biggest non-tech bucket.
  • Learn data-driven ops reporting — Data Analysis appears in 228 ads while Operations lists 1,689 roles seeking efficiency nerds.

Skills in demand

AI
563
Python
497
AWS
366
Machine Learning
344
SQL
342
Cloud
319
Java
261
Data Analysis
228
DevOps
219
Networking
209
Automation
198
Kubernetes
196

Learn together

These skills appear together in job postings. Learning them as a set makes you more competitive.

AWS
626 jobs
+ Kubernetes+ Python+ CI/CD+ Docker
Incident Response
249 jobs
+ Network Security+ Vulnerability Assessment+ Risk Assessment+ Vulnerability Management
CI/CD
245 jobs
+ Kubernetes+ Terraform+ Docker
Data Analysis
209 jobs
+ Python+ Machine Learning+ TensorFlow
Python
203 jobs
+ SQL+ TensorFlow
Docker
154 jobs
+ Kubernetes+ Terraform

Professions in demand

1Software Engineer
2617
2Sales
1786
3Operations
1689
4Marketing
556
5Product Manager
537
6Finance
493
7Machine Learning Engineer
490
8DevOps Engineer
480
9Engineering Manager
469
10Customer Success
419

Generated April 18, 2026 — Data from tyomarkkinadata.fi

Want the interactive version?

The full Työmarkkinadata platform has AI chat, real-time filtering, and training recommendations.