PayMetric Labs
AI & Data7 markets · 2026

Data Engineer vs Analytics Engineer: Salary & Career Benchmarks Across 7 Markets

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 7 markets in 2026.

Pays more (median)

Data Engineer

by €9K at mid-level

Higher demand

Data Engineer

Extreme vs Very High

More remote-friendly

Analytics Engineer

78% vs 82%

Data Engineer vs Analytics Engineer Salary in Ireland

↑ Higher median

Data Engineer

€70K

Median salary · 2026

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

Analytics Engineer

€61K

Median salary · 2026

€61K
€40K€85K
€51K – €74K (P25–P75)
Metric
Data Engineer
Analytics Engineer
Diff
Median Salary
€70K
€61K
+€9K
Lower Range (P25)
€58K
€51K
+€7K
Upper Range (P75)
€86K
€74K
+€12K
Top of Market
€105K
€85K
+€20K
YoY Pay Growth
+1.8%
Demand Level
Extreme
Very High
Top Skill Boost
dbt (data build tool)+16%
dbt Core / Cloud+22%
Remote Flexibility
78%
82%
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 Analytics Engineer Salary in UK

↑ Higher median

Data Engineer

£71K

Median salary · 2026

£71K
£50K£110K
£69K – £79K (P25–P75)

Analytics Engineer

£48K

Median salary · 2026

£48K
£33K£80K
£45K – £55K (P25–P75)
Metric
Data Engineer
Analytics Engineer
Diff
Median Salary
£71K
£48K
+£23K
Lower Range (P25)
£69K
£45K
+£24K
Upper Range (P75)
£79K
£55K
+£24K
Top of Market
£110K
£80K
+£30K
YoY Pay Growth
Demand Level
Extreme
Very High
Top Skill Boost
dbt (data build tool)+16%
dbt Core / Cloud+22%
Remote Flexibility
78%
82%
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 Analytics Engineer Salary in Singapore

↑ Higher median

Data Engineer

SGD108K

Median salary · 2026

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

Analytics Engineer

SGD96K

Median salary · 2026

SGD96K
SGD84KSGD120K
SGD96K – SGD108K (P25–P75)+7.7%
Metric
Data Engineer
Analytics Engineer
Diff
Median Salary
SGD108K
SGD96K
+SGD12K
Lower Range (P25)
SGD96K
SGD96K
Equal
Upper Range (P75)
SGD132K
SGD108K
+SGD24K
Top of Market
SGD132K
SGD120K
+SGD12K
YoY Pay Growth
+8.7%
+7.7%
Demand Level
Extreme
Very High
Top Skill Boost
dbt (data build tool)+16%
dbt Core / Cloud+22%
Remote Flexibility
78%
82%
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 Analytics Engineer Salary in Canada

↑ Higher median

Data Engineer

CA$126K

Median salary · 2026

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

Analytics Engineer

CA$117K

Median salary · 2026

CA$117K
CA$104KCA$130K
CA$114K – CA$121K (P25–P75)+7.0%
Metric
Data Engineer
Analytics Engineer
Diff
Median Salary
CA$126K
CA$117K
+CA$9K
Lower Range (P25)
CA$122K
CA$114K
+CA$8K
Upper Range (P75)
CA$130K
CA$121K
+CA$9K
Top of Market
CA$148K
CA$130K
+CA$18K
YoY Pay Growth
+8.0%
+7.0%
Demand Level
Extreme
Very High
Top Skill Boost
dbt (data build tool)+16%
dbt Core / Cloud+22%
Remote Flexibility
78%
82%
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 Analytics Engineer Salary in Hong Kong

↑ Higher median

Data Engineer

HK$684K

Median salary · 2026

HK$684K
HK$624KHK$744K
HK$660K – HK$720K (P25–P75)+8.5%

Analytics Engineer

HK$648K

Median salary · 2026

HK$648K
HK$552KHK$744K
HK$600K – HK$696K (P25–P75)+7.5%
Metric
Data Engineer
Analytics Engineer
Diff
Median Salary
HK$684K
HK$648K
+HK$36K
Lower Range (P25)
HK$660K
HK$600K
+HK$60K
Upper Range (P75)
HK$720K
HK$696K
+HK$24K
Top of Market
HK$744K
HK$744K
Equal
YoY Pay Growth
+8.5%
+7.5%
Demand Level
Extreme
Very High
Top Skill Boost
dbt (data build tool)+16%
dbt Core / Cloud+22%
Remote Flexibility
78%
82%
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 Analytics Engineer Salary in UAE

↑ Higher median

Data Engineer

AED408K

Median salary · 2026

AED408K
AED336KAED468K
AED408K – AED408K (P25–P75)+8.5%

Analytics Engineer

AED372K

Median salary · 2026

AED372K
AED288KAED468K
AED372K – AED372K (P25–P75)+7.5%
Metric
Data Engineer
Analytics Engineer
Diff
Median Salary
AED408K
AED372K
+AED36K
Lower Range (P25)
AED408K
AED372K
+AED36K
Upper Range (P75)
AED408K
AED372K
+AED36K
Top of Market
AED468K
AED468K
Equal
YoY Pay Growth
+8.5%
+7.5%
Demand Level
Extreme
Very High
Top Skill Boost
dbt (data build tool)+16%
dbt Core / Cloud+22%
Remote Flexibility
78%
82%
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 Analytics Engineer Salary in Switzerland

↑ Higher median

Data Engineer

CHF127K

Median salary · 2026

CHF127K
CHF103KCHF152K
CHF122K – CHF133K (P25–P75)+8.5%

Analytics Engineer

CHF106K

Median salary · 2026

CHF106K
CHF99KCHF115K
CHF102K – CHF112K (P25–P75)+8.0%
Metric
Data Engineer
Analytics Engineer
Diff
Median Salary
CHF127K
CHF106K
+CHF21K
Lower Range (P25)
CHF122K
CHF102K
+CHF20K
Upper Range (P75)
CHF133K
CHF112K
+CHF21K
Top of Market
CHF152K
CHF115K
+CHF37K
YoY Pay Growth
+8.5%
+8.0%
Demand Level
Extreme
Very High
Top Skill Boost
dbt (data build tool)+16%
dbt Core / Cloud+22%
Remote Flexibility
78%
82%
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.
Moderate 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.

Analytics Engineer

€61Kvs £48K (≈€56K)

Ireland pays more in nominal terms by €5K at the median. After adjusting for Dublin's ~8% lower cost of living versus London, the real-terms advantage widens further for Ireland-based roles.

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 7 markets 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

Analytics Engineer

dbt Core / Cloud+22% to offer
Looker / Metabase+13% to offer
Data Vault modelling+16% to offer
Great Expectations+11% to offer

Remote & hybrid flexibility index

Based on 2026 job posting analysis across 7 markets. 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.

Analytics Engineer

82%Very High
82%

Why flexible: Dbt-centric workflows are entirely tool-driven and async-friendly.

When office is required: Metric alignment workshops with product and finance stakeholders.

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 7 markets.

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

Analytics Engineer

Very High demandSaaS and scale-up analytics teams bridging data and business
Data Engineer

Natural upstream move for those wanting to own the full pipeline

Data Scientist

For those wanting to move beyond modelling into predictive analytics

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Data Engineer vs Analytics Engineer: common questions answered

1

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

In Ireland, Data Engineer roles typically command a higher median salary than Analytics Engineer positions. According to our 2026 live benchmark data, a mid-level Data Engineer earns a median salary of €70K, whereas a Analytics Engineer brings in roughly €61K (a gap of €9K 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 Analytics Engineer?

While both positions are vital to a modern tech organisation, Data Engineer and Analytics Engineer 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.

Analytics Engineer focuses on transforming raw data into trusted, business-ready datasets using modelling layers and semantic logic. Their time is spent writing and testing dbt models, maintaining data catalogues, collaborating with data analysts on metric definitions, and ensuring data quality across the warehouse.

Essentially, Data Engineer tends to designing, while Analytics Engineer transforming raw data into trusted.

3

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

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

Moving from Data Engineer to Analytics Engineer: Data analysts with strong SQL and dbt skills are the most natural fit. The role sits at the intersection of engineering and analysis, so both paths transition in comfortably.

Moving from Analytics Engineer 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. Analytics Engineer demand is very high, concentrated in SaaS and scale-up analytics teams bridging data and business.

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 Analytics Engineer 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.

Analytics Engineer roles score 82% (Very High). Dbt-centric workflows are entirely tool-driven and async-friendly is the primary driver of flexibility. When office days are required, it is usually for metric alignment workshops with product and finance stakeholders.

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.