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Role explorer

How is your role developing?

Search for a job title and combine it with filters: the baito Index shows you the weekly trend of postings, work modes, employer types and salaries.

Roles are based on ESCO, the EU's occupation taxonomy. It's the same taxonomy we use to classify every job on baito.

How we classify roles:

Cloud Engineer

Time series: all postings for this role – independent of the filters.

−72%
050100Dec 29Feb 2Mar 9Apr 13May 18Jun 22
35
Overall 1,188

Data as of June 28, 2026·Source: baito job data·based on 932 postings · incl. 15 related roles

– – Overall: all new postings, own scale

Current snapshot

Rolling 90 days – responds to your filters.

Supporting
Postings, last 90 days518incl. postings that have since closed
Of which live now219open on baito right now

Work modes

  • Hybrid69%356
  • On-site23%120
  • Remote8%41

Source: baito job data·based on 517 postings with a stated mode

Employment type

  • Full-time88%452
  • Part-time35%182
  • Temporary Work7%38
  • Student Jobs7%35
  • 4 days job5%25
  • Freelance2%12

Source: baito job data·based on 515 postings with a stated mode

Multiple mentions possible – one posting can count more than once.

Seniority

  • Entry Level1%5
  • Junior12%51
  • Mid-Level44%184
  • Senior40%168
  • Lead8%32

Source: baito job data·based on 421 postings with a stated mode

Multiple mentions possible – one posting can count more than once.

Top organization types

  • Private Sector35%181
  • Startup17%90
  • Consultancy10%52
  • NGO8%42
  • Association6%32

Source: baito job data·based on 518 postings

Multiple mentions possible – one posting can count more than once.

Top SDGs

  • 9 – Industry, Innovation & Infrastructure31%160
  • 13 – Climate Action26%135
  • 7 – Affordable & Clean Energy22%112
  • 8 – Decent Work & Economic Growth14%71
  • 10 – Reduced Inequalities12%61

Source: baito job data·based on 518 postings

Multiple mentions possible – one posting can count more than once.

Top cities

  • Berlin20%104
  • Hamburg17%87
  • München13%65
  • Hannover8%39
  • Altenholz6%32
  • Köln6%32

Source: baito job data·based on 518 postings

Multiple mentions possible – one posting can count more than once.

Salary

Annual salary (median) of postings stating one

baitoNational median: €73,884
€0k€23k€45k€68k€90k
Entry€57,571
Median€65,000
Peak€68,121

Pay transparency

24%state salary or tariff
  • Salary only20%103
  • Salary and tariff1%5
  • Tariff only3%16
  • Not disclosed76%394

Source: baito job data·based on 106 postings

Collective agreement

How many postings name a collective agreement

4%

of postings name a collective agreement

Most common agreements

  • TV EntgO-DRV24%5
  • TVöD24%5
  • TV-L14%3
  • Gesamtbetriebsvereinbarung zur Beschäftigung der Hilfskräfte5%1
  • tarifgeschütztes Gehalt5%1
  • Tarifvertrag (allgemein)5%1

Source: baito job data·based on 21 postings with a collective agreement

Contract shares relative to postings naming a collective agreement.

AI index

How much of this occupation AI touches today, and whether it assists or takes over

Augmentation (AI assists)30%
Automation (AI takes over)22%

AI usage is recorded on 17 of 25 tasks; 32% of them carry no AI signal yet.

So far, AI is mostly used in a supporting role in this occupation – it helps with tasks rather than taking them over.

Since Dec 2024: automation +6 pts, augmentation -6 pts

Trend across releasesAugmentationAutomation

Split within the AI-used tasks over time, not the share of the whole role.

0%50%100%
Dec 24Aug 25Nov 25Feb 26

Data basis: Computer Systems Engineers/Architects · Match: high · As of: Feb 2026

Source: Anthropic Economic Index (CC-BY 4.0)

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Matching jobs

All figures come from the baito Index: postings on baito since January 2023 – not a statistic on the entire German labor market. More on the methodology

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