PayMetric Labs
AI & Data6 markets · 2026

Data Analyst vs Data Engineer: Salary & Career Benchmarks Across 6 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 6 markets in 2026.

Pays more (median)

Data Engineer

by €10K at mid-level

Higher demand

Data Engineer

High vs Extreme

More remote-friendly

Data Engineer

70% vs 78%

Data Analyst vs Data Engineer Salary in Ireland

Data Analyst

€60K

Median salary · 2026

€60K
€43K€90K
€54K – €77K (P25–P75)-1.6%
↑ Higher median

Data Engineer

€70K

Median salary · 2026

€70K
€43K€105K
€58K – €86K (P25–P75)+1.8%
Metric
Data Analyst
Data Engineer
Diff
Median Salary
€60K
€70K
€10K
Lower Range (P25)
€54K
€58K
€4K
Upper Range (P75)
€77K
€86K
€9K
Top of Market
€90K
€105K
€15K
YoY Pay Growth
-1.6%
+1.8%
Demand Level
High
Extreme
Top Skill Boost
Python (pandas, plotly)+14%
dbt (data build tool)+16%
Remote Flexibility
70%
78%
Typical Level
Junior to Mid
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 Analyst vs Data Engineer Salary in UK

Data Analyst

£46K

Median salary · 2026

£46K
£32K£90K
£45K – £60K (P25–P75)
↑ Higher median

Data Engineer

£71K

Median salary · 2026

£71K
£50K£110K
£69K – £79K (P25–P75)
Metric
Data Analyst
Data Engineer
Diff
Median Salary
£46K
£71K
£25K
Lower Range (P25)
£45K
£69K
£24K
Upper Range (P75)
£60K
£79K
£19K
Top of Market
£90K
£110K
£20K
YoY Pay Growth
Demand Level
High
Extreme
Top Skill Boost
Python (pandas, plotly)+14%
dbt (data build tool)+16%
Remote Flexibility
70%
78%
Typical Level
Junior to Mid
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 Analyst vs Data Engineer Salary in Australia

Data Analyst

A$90K

Median salary · 2026

A$90K
A$80KA$150K
A$85K – A$95K (P25–P75)+8.7%
↑ Higher median

Data Engineer

A$141K

Median salary · 2026

A$141K
A$108KA$185K
A$137K – A$146K (P25–P75)+10.7%
Metric
Data Analyst
Data Engineer
Diff
Median Salary
A$90K
A$141K
A$51K
Lower Range (P25)
A$85K
A$137K
A$52K
Upper Range (P75)
A$95K
A$146K
A$51K
Top of Market
A$150K
A$185K
A$35K
YoY Pay Growth
+8.7%
+10.7%
Demand Level
High
Extreme
Top Skill Boost
Python (pandas, plotly)+14%
dbt (data build tool)+16%
Remote Flexibility
70%
78%
Typical Level
Junior to Mid
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 Analyst vs Data Engineer Salary in Switzerland

Data Analyst

CHF85K

Median salary · 2026

CHF85K
CHF79KCHF92K
CHF81K – CHF89K (P25–P75)+5.5%
↑ Higher median

Data Engineer

CHF127K

Median salary · 2026

CHF127K
CHF103KCHF152K
CHF122K – CHF133K (P25–P75)+8.5%
Metric
Data Analyst
Data Engineer
Diff
Median Salary
CHF85K
CHF127K
CHF42K
Lower Range (P25)
CHF81K
CHF122K
CHF41K
Upper Range (P75)
CHF89K
CHF133K
CHF44K
Top of Market
CHF92K
CHF152K
CHF60K
YoY Pay Growth
+5.5%
+8.5%
Demand Level
High
Extreme
Top Skill Boost
Python (pandas, plotly)+14%
dbt (data build tool)+16%
Remote Flexibility
70%
78%
Typical Level
Junior to Mid
Mid to Senior
Data Confidence
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.
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 Analyst vs Data Engineer Salary in India

Data Analyst

₹9L

Median salary · 2026

₹9L
₹7.9L₹9.5L
₹8.5L – ₹9.4L (P25–P75)+12.0%
↑ Higher median

Data Engineer

₹21.1L

Median salary · 2026

₹21.1L
₹16L₹25.9L
₹20.5L – ₹21.3L (P25–P75)+12.5%
Metric
Data Analyst
Data Engineer
Diff
Median Salary
₹9L
₹21.1L
₹12.1L
Lower Range (P25)
₹8.5L
₹20.5L
₹12L
Upper Range (P75)
₹9.4L
₹21.3L
₹11.9L
Top of Market
₹9.5L
₹25.9L
₹16.4L
YoY Pay Growth
+12.0%
+12.5%
Demand Level
High
Extreme
Top Skill Boost
Python (pandas, plotly)+14%
dbt (data build tool)+16%
Remote Flexibility
70%
78%
Typical Level
Junior to Mid
Mid to Senior
Data Confidence
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.
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 Analyst vs Data Engineer Salary in Philippines

Data Analyst

₱480K

Median salary · 2026

₱480K
₱420K₱600K
₱444K – ₱516K (P25–P75)+11.0%
↑ Higher median

Data Engineer

₱924K

Median salary · 2026

₱924K
₱636K₱1368K
₱888K – ₱996K (P25–P75)+11.5%
Metric
Data Analyst
Data Engineer
Diff
Median Salary
₱480K
₱924K
₱444K
Lower Range (P25)
₱444K
₱888K
₱444K
Upper Range (P75)
₱516K
₱996K
₱480K
Top of Market
₱600K
₱1368K
₱768K
YoY Pay Growth
+11.0%
+11.5%
Demand Level
High
Extreme
Top Skill Boost
Python (pandas, plotly)+14%
dbt (data build tool)+16%
Remote Flexibility
70%
78%
Typical Level
Junior to Mid
Mid to Senior
Data Confidence
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.
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.
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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 Analyst

€60Kvs £46K (≈€54K)

Ireland pays more in nominal terms by €6K 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.

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.

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 6 markets relative to the role median.

Data Analyst

Python (pandas, plotly)+14% to offer
dbt+17% to offer
Looker / Tableau+10% to offer
A/B testing frameworks+15% to offer

Data Engineer

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

Remote & hybrid flexibility index

Based on 2026 job posting analysis across 6 markets. Score reflects the proportion of roles advertised as remote or flexible hybrid.

Data Analyst

70%High
70%

Why flexible: Reporting and analysis work is largely tool-driven and async-friendly.

When office is required: Stakeholder meetings and cross-functional business reviews.

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.

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 6 markets.

Data Analyst

High demandBroad demand across every sector with data-driven reporting needs
Data Engineer

The most common upgrade path for analysts who want to build rather than query

Analytics Engineer

Natural progression for analysts who enjoy the dbt modelling layer

Data Scientist

For analysts who want to add statistical modelling to their skillset

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

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Data Analyst vs Data Engineer: common questions answered

1

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

In Ireland, Data Engineer roles typically command a higher median salary than Data Analyst positions. According to our 2026 live benchmark data, a mid-level Data Engineer earns a median salary of €70K, whereas a Data Analyst brings in roughly €60K (a gap of €10K 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 Analyst and a Data Engineer?

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

Data Analyst focuses primarily on querying data, building dashboards, and surfacing insights to support business decisions. Day-to-day work revolves around writing SQL queries, building Tableau or Power BI reports, running ad-hoc analyses, preparing weekly business reviews, and collaborating with product and commercial teams.

Data Engineer focuses on designing, building, and maintaining scalable data pipelines and infrastructure. Their time is spent writing Python or Scala, orchestrating workflows with Airflow or dbt, managing cloud data warehouses like BigQuery or Snowflake, and optimizing ingestion pipelines.

Essentially, Data Analyst tends to querying data, while Data Engineer designing.

3

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

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

Moving from Data Analyst 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.

Moving from Data Engineer to Data Analyst: SQL proficiency and analytical curiosity are the primary entry criteria. The role is one of the most accessible in tech: strong Excel and BI tool skills provide a valid starting point.

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 Analyst demand is high, particularly in Broad demand across every sector with data-driven reporting needs. Data Engineer demand is extreme, concentrated in Scale-up and enterprise AI data infrastructure.

Data Engineer shows sharper hiring velocity in specialist contexts, particularly as the 2026 AI and cloud transformation push continues across both markets.

5

Do Data Analyst or Data 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 Analyst roles score 70% on our remote-friendliness index (High). This is because reporting and analysis work is largely tool-driven and async-friendly. Where in-office attendance is required, it is typically driven by stakeholder meetings and cross-functional business reviews.

Data Engineer roles score 78% (High). Pipeline and infrastructure work is largely asynchronous and tool-driven is the primary driver of flexibility. When office days are required, it is usually for cross-functional data modelling discussions and stakeholder alignment 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.