#6 by score · #2 editorially · AI/ML and Data

MLOps / AI Infrastructure Engineer

Tier 1 · AI-era winnersAI risk: lowMixed11 offers on SOLID.Jobs

Deploys and runs models in production; a huge shortage of specialists

Overall scoreDerived
7.56/ 10
#6 of 63 by score with the default weights. #2 in the editorial ranking.
  • Salary 30% × 5.51.66
  • AI resistance 35% × 9.03.15
  • Demand 20% × 9.01.80
  • Remote work 10% × 8.00.80
  • Low stress 5% × 3.00.15

Salary, k PLN per month

Estimate
05101520253035404550Estimate≈20–38Market B2B26–31.1 · 10 offers

estimate MID → SENIORmarket: middle half of offersmidpoint, medianjunior (derived)

Range MID → SENIOR
≈20–38
Range midpoint
≈29.0
Junior Derived
≈14.5
Take-home, employment (UoP) Derived
≈19.7
Take-home, B2B flat-rate tax Derived
≈23.8

NOTE: this is NOT a junior salary! The bottom of the range = MID level (or just promoted from junior). The top of the range = an experienced SENIOR. Staff/principal/architect levels can earn above it.

Easiest transitions

Estimate

2-3 roles with the shortest path from this one (overlapping skills)

Key certifications

Estimate
CKATerraform AssociateAzure/AWS ML

Scores 1–10

Estimate
  • AI resistance9/10
    10 = rides the AI wave, 1 = highly automatable
  • Demand9/10
    10 = acute shortage of specialists, 1 = shrinking market
  • Remote work8/10
    10 = fully remote is the norm, 1 = mostly on-site
  • Stress7/10
    10 = heavy on-call / shifts / pressure, 1 = calm
  • Entry barrier8/10
    10 = years of prerequisites, 1 = open to beginners
  • Prestige8/10
    10 = elite reputation in the industry, 1 = underrated role; a subjective view of the title among engineers - informational, not part of the Score formula

The market in job ads

From job ads SOLID.Jobs · 30/10/2026
11offers · 4 employers
28.4kB2B median · 26–31.1k
22.8kemployment median · 1 offer
36%remote · 73% hybrid

Most common stack

  • Python
  • Azure
  • CI/CD
  • ML
  • SQL
  • AI
  • GCP
  • Kubernetes
  • Spark
  • Bicep
  • Docker
  • MLflow

requirednice to have% of this role's offers

Experience level

Junior 0%Regular 64%Senior 36%

17925 Q116025 Q212925 Q313625 Q415726 Q120126 Q215326 Q33226 Q4
Offers per quarter in Data Science and AI · hollow dot = quarter in progress

One company has 55% of this role's offers, so the stack may mostly reflect its needs.

Matching: 11 by title, 0 by category. Pay is the midpoint of each offer's range in PLN per month (B2B net, employment gross); the median and the band holding the middle half of offers are shown.