PayMetric Labs
AI & DataIreland, the UK, Australia, Singapore, and Canada · 2026

Data Engineer vs Data Scientist: Ireland, the UK, Australia, Singapore, and Canada 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, and Canada in 2026.

Pays more (median)

Data Scientist

by €18K at mid-level

Higher demand

Data Engineer

Extreme vs High

More remote-friendly

Data Engineer

78% vs 72%

Data Engineer vs Data Scientist Salary in Ireland

Data Engineer

€70K

Median salary · 2026

€70K
€43K€105K
€58K – €86K (P25–P75)+1.8%
↑ Higher median

Data Scientist

€88K

Median salary · 2026

€88K
€52K€114K
€64K – €95K (P25–P75)+8.7%
Metric
Data Engineer
Data Scientist
Diff
Median Salary
€70K
€88K
€18K
Lower Range (P25)
€58K
€64K
€6K
Upper Range (P75)
€86K
€95K
€9K
Top of Market
€105K
€114K
€9K
YoY Pay Growth
+1.8%
+8.7%
Demand Level
Extreme
High
Top Skill Boost
dbt (data build tool)+16%
PyTorch / TensorFlow+17%
Remote Flexibility
78%
72%
Typical Level
Mid to Senior
Mid to Senior
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 Data Scientist Salary in UK

Data Engineer

£71K

Median salary · 2026

£71K
£50K£110K
£69K – £79K (P25–P75)
↑ Higher median

Data Scientist

£83K

Median salary · 2026

£83K
£50K£120K
£76K – £89K (P25–P75)
Metric
Data Engineer
Data Scientist
Diff
Median Salary
£71K
£83K
£12K
Lower Range (P25)
£69K
£76K
£7K
Upper Range (P75)
£79K
£89K
£10K
Top of Market
£110K
£120K
£10K
YoY Pay Growth
Demand Level
Extreme
High
Top Skill Boost
dbt (data build tool)+16%
PyTorch / TensorFlow+17%
Remote Flexibility
78%
72%
Typical Level
Mid to Senior
Mid to Senior
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 Data Scientist 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%

Data Scientist

A$113K

Median salary · 2026

A$113K
A$100KA$150K
A$106K – A$119K (P25–P75)+9.3%
Metric
Data Engineer
Data Scientist
Diff
Median Salary
A$141K
A$113K
+A$28K
Lower Range (P25)
A$137K
A$106K
+A$31K
Upper Range (P75)
A$146K
A$119K
+A$27K
Top of Market
A$185K
A$150K
+A$35K
YoY Pay Growth
+10.7%
+9.3%
Demand Level
Extreme
High
Top Skill Boost
dbt (data build tool)+16%
PyTorch / TensorFlow+17%
Remote Flexibility
78%
72%
Typical Level
Mid to Senior
Mid to Senior
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 Data Scientist Salary in Singapore

↑ Higher median

Data Engineer

SGD108K

Median salary · 2026

SGD108K
SGD96KSGD132K
SGD96K – SGD132K (P25–P75)+8.7%

Data Scientist

SGD96K

Median salary · 2026

SGD96K
SGD96KSGD144K
SGD96K – SGD120K (P25–P75)+8.3%
Metric
Data Engineer
Data Scientist
Diff
Median Salary
SGD108K
SGD96K
+SGD12K
Lower Range (P25)
SGD96K
SGD96K
Equal
Upper Range (P75)
SGD132K
SGD120K
+SGD12K
Top of Market
SGD132K
SGD144K
SGD12K
YoY Pay Growth
+8.7%
+8.3%
Demand Level
Extreme
High
Top Skill Boost
dbt (data build tool)+16%
PyTorch / TensorFlow+17%
Remote Flexibility
78%
72%
Typical Level
Mid to Senior
Mid to Senior
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 Data Scientist Salary in Canada

Data Engineer

CA$126K

Median salary · 2026

CA$126K
CA$104KCA$148K
CA$122K – CA$130K (P25–P75)+8.0%

Data Scientist

CA$126K

Median salary · 2026

CA$126K
CA$104KCA$148K
CA$122K – CA$130K (P25–P75)+8.0%
Metric
Data Engineer
Data Scientist
Diff
Median Salary
CA$126K
CA$126K
Equal
Lower Range (P25)
CA$122K
CA$122K
Equal
Upper Range (P75)
CA$130K
CA$130K
Equal
Top of Market
CA$148K
CA$148K
Equal
YoY Pay Growth
+8.0%
+8.0%
Demand Level
Extreme
High
Top Skill Boost
dbt (data build tool)+16%
PyTorch / TensorFlow+17%
Remote Flexibility
78%
72%
Typical Level
Mid to Senior
Mid to Senior
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.
🌍

Cross-Border Comparison: Moving Between UK & Ireland

Nominal salaries converted at 1 GBP = 1.17 EUR (2026 annual average). Cost-of-living adjustment based on Numbeo city data.

Exchange Rate

1 GBP = 1.17 EUR

2026 annual average

Dublin vs London CoL

Dublin ~8% cheaper

Numbeo composite index 2026

Income Tax Difference

IE top rate 40% · UK 45%

Above respective thresholds

Data Engineer

€70Kvs £71K (≈€83K)

UK pays more in nominal terms by €13K at the median. After adjusting for Dublin's ~8% lower cost of living versus London, the real-terms advantage narrows, making both markets broadly comparable.

Data Scientist

€88Kvs £83K (≈€97K)

UK pays more in nominal terms by €9K at the median. After adjusting for Dublin's ~8% lower cost of living versus London, the real-terms advantage narrows, making both markets broadly comparable.

Relocating or contracting cross-border? Ireland's lower cost of living, particularly outside Dublin, can offset a nominally lower gross salary. Conversely, UK roles in Manchester, Edinburgh, or Bristol often pair a London-adjacent salary with significantly lower rents. The tax treatment also differs: Ireland's USC and PRSI create a different effective rate curve compared to UK National Insurance, and if the UK role is based in Scotland, its higher rate kicks in at £43,662 (42%) rather than rUK's £50,270 (40%), which changes the comparison at the median for many of these roles. Use our calculators below to run the exact take-home figures before making any decision.

Skills that push pay to the top of the range

Median salary tells you what most people earn. The skills below are what push offers toward the upper range and beyond. Multipliers reflect the premium observed in 2026 job postings across Ireland, the UK, Australia, Singapore, and Canada relative to the role median.

Data Engineer

dbt (data build tool)+16% to offer
Apache Spark+14% to offer
Snowflake+12% to offer
Kafka+18% to offer

Data Scientist

PyTorch / TensorFlow+17% to offer
MLflow+13% to offer
SQL + dbt+11% to offer
Causal inference+19% to offer

Remote & hybrid flexibility index

Based on 2026 job posting analysis across Ireland, the UK, Australia, Singapore, and Canada. Score reflects the proportion of roles advertised as remote or flexible hybrid.

Data Engineer

78%High
78%

Why flexible: Pipeline and infrastructure work is largely asynchronous and tool-driven.

When office is required: Cross-functional data modelling discussions and stakeholder alignment sessions.

Data Scientist

72%High
72%

Why flexible: Research and modelling work is largely independent and asynchronous.

When office is required: Stakeholder presentations and collaborative experiment design sessions.

Before accepting a hybrid offer, calculate your true net income after commuting costs with our Commuter Tax guide and Remote vs. Hybrid Calculator.

Career velocity: where do people go next?

Understanding where each role leads is often the deciding factor in a career move. The paths below reflect the most common progressions observed across Ireland, the UK, Australia, Singapore, and Canada.

Data Engineer

Extreme demandScale-up and enterprise AI data infrastructure
Analytics Engineer

Natural step for those who enjoy the modelling layer and business logic in dbt

Data Architect

Senior progression into platform design and governance strategy

Engineering Manager

Management track for experienced data platform leads

Data Scientist

High demandFintech, pharma, and enterprise analytics teams
AI Engineer

Natural evolution as LLMs and generative AI reshape the discipline

Data Engineer

For those who find they prefer building pipelines over running experiments

Monthly briefing

Get our monthly salary and market update

Salary movements, contractor rate changes, tax updates, and new tools. Sent once a month, no noise.

No spam. Unsubscribe any time. GDPR-compliant.

Data Engineer vs Data Scientist: common questions answered

1

Which role pays more on average: Data Engineer or Data Scientist?

In Ireland, Data Scientist roles typically command a higher median salary than Data Engineer positions. According to our 2026 live benchmark data, a mid-level Data Scientist earns a median salary of €88K, whereas a Data Engineer brings in roughly €70K (a gap of €18K at the median).

This difference narrows and widens depending on tech stack and location. Roles based in major hubs like Galway typically pay a 15–25% premium to offset local cost-of-living pressures. Fully remote positions across Ireland tend to compress toward the national median. Senior practitioners in either discipline can exceed the upper range through specialist skills. See the skills premium section below for the specific certifications and tools that push offers to the top of the range.

2

What are the main daily differences between a Data Engineer and a Data Scientist?

While both positions are vital to a modern tech organisation, Data Engineer and Data Scientist have fundamentally different daily workflows.

Data Engineer focuses primarily on designing, building, and maintaining scalable data pipelines and infrastructure. Day-to-day work revolves around writing Python or Scala, orchestrating workflows with Airflow or dbt, managing cloud data warehouses like BigQuery or Snowflake, and optimizing ingestion pipelines.

Data Scientist focuses on building statistical models, running predictive analysis, and translating data into business decisions. Their time is spent training machine learning models, querying data warehouses, performing exploratory analysis in Jupyter notebooks, and presenting insights to stakeholders.

Essentially, Data Engineer tends to designing, while Data Scientist building statistical models.

3

How easy is it to transition from Data Engineer to Data Scientist (or vice versa)?

Transitioning between these two paths is achievable but requires targeted upskilling.

Moving from Data Engineer to Data Scientist: A strong statistics or mathematics background is the most common entry point. Software engineers with ML exposure transition in quickly. The harder gap to bridge is business communication: turning model outputs into decision-ready narratives.

Moving from Data Scientist to Data Engineer: Strong Python skills, SQL fluency, and comfort with cloud platforms (AWS, GCP, or Azure) are the primary entry points. Software engineers transitioning in find the shift is mostly domain knowledge rather than new fundamentals.

Neither path requires starting from scratch. Professionals in both roles share underlying technology fluency; the gap is usually domain knowledge and specific tooling rather than core engineering fundamentals.

4

Which role has higher demand in the current job market in Ireland?

In Ireland in 2026, both roles are seeing strong demand, but with different drivers.

Data Engineer demand is extreme, particularly in Scale-up and enterprise AI data infrastructure. Data Scientist demand is high, concentrated in Fintech, pharma, and enterprise analytics teams.

Data Engineer positions are seeing acute candidate shortages in urban tech corridors like Dublin, Galway, Manchester, and London. Roles typically receive fewer applications relative to the volume open, suggesting stronger negotiating leverage for candidates.

5

Do Data Engineer or Data Scientist roles offer better remote and hybrid working flexibility?

Following widespread Return-to-Office mandates across Ireland in 2026, workspace flexibility significantly impacts total compensation values.

Data Engineer roles score 78% on our remote-friendliness index (High). This is because pipeline and infrastructure work is largely asynchronous and tool-driven. Where in-office attendance is required, it is typically driven by cross-functional data modelling discussions and stakeholder alignment sessions.

Data Scientist roles score 72% (High). Research and modelling work is largely independent and asynchronous is the primary driver of flexibility. When office days are required, it is usually for stakeholder presentations and collaborative experiment design sessions.

For candidates weighing up the true financial value of an offer, our Remote vs. Hybrid Savings Calculator shows exactly how transit costs and commute time affect the real net income of any salary figure.

Free tools

See your exact take-home pay for either role

Every salary on this page is gross. Use our free calculators to see what you actually keep after income tax and other market-specific deductions, broken down band by band.