Ireland, the UK, Australia, Singapore, Canada, Hong Kong, the UAE, Germany, the Netherlands, Switzerland, Spain, Poland, Japan, India, France, Portugal, Estonia, Sweden, Mexico, Brazil, the Philippines, and Vietnam · 2026
Data Engineer vs AI Machine Learning Engineer: Ireland, the UK, Australia, Singapore, Canada, Hong Kong, the UAE, Germany, the Netherlands, Switzerland, Spain, Poland, Japan, India, France, Portugal, Estonia, Sweden, Mexico, Brazil, the Philippines, and Vietnam Salary & Career Benchmarks
For tech professionals deciding between these two career paths, negotiating between competing offers, or planning a role transition. Side-by-side median salaries, pay ranges, year-on-year growth, skills that boost pay, remote flexibility, and career path differences across Ireland, the UK, Australia, Singapore, Canada, Hong Kong, the UAE, Germany, the Netherlands, Switzerland, Spain, Poland, Japan, India, France, Portugal, Estonia, Sweden, Mexico, Brazil, the Philippines, and Vietnam in 2026.
Data Engineer vs AI Machine Learning Engineer Salary in Ireland
Data Engineer
€70K
Median salary · 2026
€70K
€43K€105K
€58K – €86K (P25–P75)+1.8%
AI Machine Learning Engineer
No benchmark data yet for Ireland
Data Engineer vs AI Machine Learning Engineer Salary in UK
Data Engineer
£71K
Median salary · 2026
£71K
£50K£110K
£69K – £79K (P25–P75)No data
AI Machine Learning Engineer
No benchmark data yet for UK
Data Engineer vs AI Machine Learning Engineer Salary in Australia
↑ Higher median
Data Engineer
A$141K
Median salary · 2026
A$141K
A$108KA$185K
A$137K – A$146K (P25–P75)+10.7%
AI Machine Learning Engineer
A$131K
Median salary · 2026
A$131K
A$116KA$165K
A$123K – A$138K (P25–P75)+14.0%
Metric
Data Engineer
AI Machine Learning Engineer
Diff
Median Salary
A$141K
A$131K
+A$10K
Lower Range (P25)
A$137K
A$123K
+A$14K
Upper Range (P75)
A$146K
A$138K
+A$8K
Top of Market
A$185K
A$165K
+A$20K
YoY Pay Growth
+10.7%
+14.0%
Data Confidence
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.
Data Engineer vs AI Machine Learning Engineer Salary in Singapore
Data Engineer
SGD108K
Median salary · 2026
SGD108K
SGD96KSGD132K
SGD96K – SGD132K (P25–P75)+8.7%
AI Machine Learning Engineer
No benchmark data yet for Singapore
Data Engineer vs AI Machine Learning Engineer Salary in Canada
Data Engineer
CA$126K
Median salary · 2026
CA$126K
CA$104KCA$148K
CA$122K – CA$130K (P25–P75)+8.0%
AI Machine Learning Engineer
No benchmark data yet for Canada
Data Engineer vs AI Machine Learning Engineer Salary in Hong Kong
Data Engineer
HK$684K
Median salary · 2026
HK$684K
HK$624KHK$744K
HK$660K – HK$720K (P25–P75)+8.5%
AI Machine Learning Engineer
No benchmark data yet for Hong Kong
Data Engineer vs AI Machine Learning Engineer Salary in UAE
Data Engineer
AED408K
Median salary · 2026
AED408K
AED336KAED468K
AED408K – AED408K (P25–P75)+8.5%
AI Machine Learning Engineer
No benchmark data yet for UAE
Data Engineer vs AI Machine Learning Engineer Salary in Germany
Data Engineer
€76K
Median salary · 2026
€76K
€70K€84K
€73K – €80K (P25–P75)+7.8%
AI Machine Learning Engineer
No benchmark data yet for Germany
Data Engineer vs AI Machine Learning Engineer Salary in Netherlands
Data Engineer
€73K
Median salary · 2026
€73K
€72K€75K
€72K – €74K (P25–P75)+7.9%
AI Machine Learning Engineer
No benchmark data yet for Netherlands
Data Engineer vs AI Machine Learning Engineer Salary in Switzerland
Data Engineer
CHF127K
Median salary · 2026
CHF127K
CHF103KCHF152K
CHF122K – CHF133K (P25–P75)+8.5%
AI Machine Learning Engineer
No benchmark data yet for Switzerland
Data Engineer vs AI Machine Learning Engineer Salary in Spain
Data Engineer
€47K
Median salary · 2026
€47K
€44K€50K
€45K – €48K (P25–P75)+7.8%
AI Machine Learning Engineer
No benchmark data yet for Spain
Data Engineer vs AI Machine Learning Engineer Salary in Poland
Data Engineer
PLN255K
Median salary · 2026
PLN255K
PLN236KPLN281K
PLN251K – PLN258K (P25–P75)+8.0%
AI Machine Learning Engineer
No benchmark data yet for Poland
Data Engineer vs AI Machine Learning Engineer Salary in Japan
Data Engineer
¥9.6M
Median salary · 2026
¥9.6M
¥6.9M¥12.7M
¥9.1M – ¥10M (P25–P75)+7.5%
AI Machine Learning Engineer
No benchmark data yet for Japan
Data Engineer vs AI Machine Learning Engineer Salary in India
Data Engineer
₹21.1L
Median salary · 2026
₹21.1L
₹16L₹25.9L
₹20.5L – ₹21.3L (P25–P75)+12.5%
AI Machine Learning Engineer
No benchmark data yet for India
Data Engineer vs AI Machine Learning Engineer Salary in France
Data Engineer
€60K
Median salary · 2026
€60K
€54K€72K
€57K – €66K (P25–P75)+7.2%
AI Machine Learning Engineer
No benchmark data yet for France
Data Engineer vs AI Machine Learning Engineer Salary in Portugal
Data Engineer
€47K
Median salary · 2026
€47K
€39K€55K
€43K – €51K (P25–P75)+7.5%
AI Machine Learning Engineer
No benchmark data yet for Portugal
Data Engineer vs AI Machine Learning Engineer Salary in Estonia
Data Engineer
€56K
Median salary · 2026
€56K
€49K€63K
€52K – €59K (P25–P75)+8.0%
AI Machine Learning Engineer
No benchmark data yet for Estonia
Data Engineer vs AI Machine Learning Engineer Salary in Sweden
Data Engineer
SEK733K
Median salary · 2026
SEK733K
SEK699KSEK836K
SEK724K – SEK755K (P25–P75)+7.0%
AI Machine Learning Engineer
No benchmark data yet for Sweden
Data Engineer vs AI Machine Learning Engineer Salary in Mexico
Data Engineer
MX$803K
Median salary · 2026
MX$803K
MX$646KMX$961K
MX$776K – MX$830K (P25–P75)+8.0%
AI Machine Learning Engineer
No benchmark data yet for Mexico
Data Engineer vs AI Machine Learning Engineer Salary in Brazil
Data Engineer
R$252K
Median salary · 2026
R$252K
R$144KR$408K
R$252K – R$264K (P25–P75)+7.8%
AI Machine Learning Engineer
No benchmark data yet for Brazil
Data Engineer vs AI Machine Learning Engineer Salary in Philippines
Data Engineer
₱924K
Median salary · 2026
₱924K
₱636K₱1368K
₱888K – ₱996K (P25–P75)+11.5%
AI Machine Learning Engineer
No benchmark data yet for Philippines
Data Engineer vs AI Machine Learning Engineer Salary in Vietnam
Data Engineer
₫540.6M
Median salary · 2026
₫540.6M
₫348M₫686.4M
₫489.9M – ₫555.9M (P25–P75)+7.5%
AI Machine Learning Engineer
No benchmark data yet for Vietnam
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Data Engineer vs AI Machine Learning Engineer: common questions answered
1
Which role pays more on average: Data Engineer or AI Machine Learning Engineer?
Salary data varies by seniority, specialisation, and location across Ireland. The comparison matrix above shows the most current benchmark figures we have for both roles. Roles based in Galway typically pay a 15–25% premium over the national median.
2
What are the main daily differences between a Data Engineer and a AI Machine Learning Engineer?
Both roles require distinct skill sets and daily workflows. Data Engineer is typically more focused on designing, building, and maintaining scalable data pipelines and infrastructure, while AI Machine Learning Engineer centres on a different technical domain.
3
How easy is it to transition from Data Engineer to AI Machine Learning Engineer (or vice versa)?
Both roles share technical fundamentals that make cross-over achievable with targeted upskilling. The specific gap depends on your current skill set and seniority level.
4
Which role has higher demand in the current job market in Ireland?
Both roles are experiencing demand growth across the tech market in Ireland in 2026, driven by enterprise digital transformation and the continued expansion of AI and cloud infrastructure programmes.
5
Do Data Engineer or AI Machine Learning Engineer roles offer better remote and hybrid working flexibility?
Remote flexibility varies significantly between the two roles based on the nature of the work. Generally, roles with more asynchronous, tool-driven workflows offer greater remote flexibility, while client-facing or collaborative roles tend toward hybrid arrangements.
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