Data Engineer salaries and job demand

Last updated

Data Engineer roles typically advertise around £75,000 a year. Here's the current salary range, hiring demand, and the skills employers ask for most.

What do Data Engineer roles pay in 2026?

As of November 2026, the typical advertised salary is £75,000 (≈ $95k) a year, with most postings between £60,000 and £97,500.

25th percentile£60,000
Median (50th percentile)£75,000
75th percentile£97,500

Advertised base salary, from 653 job postings with pay data, as of November 2026.

Disclosed base wage (H-1B/LCA)

Employers disclose a median base wage of US$128,346 on H-1B/LCA visa filings for this role, between US$101,636 and US$155,999.

25th percentileUS$101,636
Median (50th percentile)US$128,346
75th percentileUS$155,999

Disclosed base wage, from 19,491 H-1B/LCA filings, U.S. DOL OFLC, as of Q4 2025.

Disclosed wage over timeThe median (P50) disclosed base wage and the 25th–75th percentile band over time, from U.S. DOL OFLC H-1B/LCA filings.
Disclosed base wage percentiles by period
Period25th percentileMedian75th percentile
Q3 2024US$106,000US$130,450US$160,000
Q4 2024US$110,000US$135,000US$162,550
Q1 2025US$108,826US$135,000US$160,000
Q2 2025US$92,040US$116,150US$145,102
Q3 2025US$110,000US$135,200US$163,239
Q4 2025US$111,692US$133,289US$160,160

How strong is hiring demand for Data Engineer roles in 2026?

Tarmac tracked 1,958 postings in October 2026, the most recent month we tracked from start to finish.

We're not publishing a month-by-month series yet: the number of postings Tarmac collects each month is still growing, so a month-on-month change would measure our coverage rather than the job market.

Skills employers ask for

Postings for this role that named each skill, out of the postings we could parse. Bars run to 4434, the most-asked skill here.

Which skills to study first

These skills matter most for this role, scored together on how often employers ask for them, what they pay, and how often people pass them when they practise.

SkillMarket demandMedian payPass rateLeveragePractice
Python48% of postings50,058 postings£75,000Not enough data yet—Practice
Databases & SQL42% of postings43,299 postings£75,000Not enough data yet—Practice
AWS36% of postings37,858 postings£80,000+7%Not enough data yet—Practice
CI-CD Pipelines19% of postings20,214 postings£75,000Not enough data yet—Practice
Microsoft Azure11% of postings11,145 postings£75,000Not enough data yet—Practice
Data Engineering9% of postings9,639 postings£75,000Not enough data yet—Practice
Apache Spark6% of postings6,117 postings£75,000Not enough data yet—Practice
Snowflake5% of postings4,753 postings£76,000+1%Not enough data yet—Practice
dbt4% of postings4,414 postings£80,000+7%Not enough data yet—Practice
Databricks4% of postings3,826 postings£75,000Not enough data yet—Practice
Apache Airflow3% of postings3,526 postings£82,500+10%Not enough data yet—Practice
Data Governance3% of postings3,251 postingsA$135,000+23%Not enough data yet—Practice

Pass rate is the share of correct answers among people who practised that skill on Tarmac, a self-selected group rather than every developer, so read it as relative difficulty, not a universal stat. It comes from how people actually scored, not what anyone claimed, and a dash in that column means not enough people have practised the skill here yet. Leverage scores demand, pay, and difficulty together (out of 100); a higher score means a skill is both worth learning and worth your study time.

Pay by level and city in United States

These figures cover United States postings only, as of November 2026. The median above pools every level and every city; these split it, so you can read the rung you are actually applying for.

By level
Level25thMedian75thPostings with pay
JuniorUS$94,844US$103,500US$109,00016
Mid-levelUS$129,188US$154,475US$175,00048
SeniorUS$140,400US$165,000US$190,000189
Staff+US$183,750US$207,500US$245,00019
By city
City25thMedian75thPostings with pay
Chicago, ILUS$133,750US$154,000US$177,45043
Seattle, WAUS$144,123US$178,847US$185,96441
San Francisco, CAUS$165,000US$187,500US$225,00037
New York, NYUS$126,229US$167,263US$200,00036
Austin, TXUS$146,571US$155,500US$180,46324
Los Angeles, CAUS$141,975US$176,404US$200,93820

Advertised base salary. A level or city with too few postings quoting pay is left out rather than shown on a thin sample.

What it takes

The entry bar and required skills employers ask for. Most job ads reach us as a short summary rather than the full posting, and the percentages below count only the ones we have in full — so they skew toward employers who publish a fuller description. Every bar runs 0 to 60% of those postings: solid is required, outlined is preferred, dashed is the posting's own words.

Australia

Mid-levelSydneyn=12 postings · 9 November 2026
SeniorSydneyn=12 full-text postings · 9 November 2026
Typical ask5 yearsrange 5 years–7 years · n=10 stating years

Required

Databases & SQL100%
CI-CD Pipelines75%
Python75%
Data Engineering67%
Git67%
Data Governance50%

Preferred

Microsoft Azure50%
Google Cloud Platform42%
AWS33%
Data Governance25%
dbt25%
Snowflake25%

In the postings’ own words

aws-certified8%
bachelor-degree-cs8%
databricks-certified8%
security-clearance8%
snowflake-certified8%
  • Years asked up 5 years over the last 4 weeks.
  • CI-CD Pipelines now required in 75% of postings, was 17% 4 weeks ago.
  • Git now required in 67% of postings, was 17% 4 weeks ago.
  • Python now required in 75% of postings, was 33% 4 weeks ago.
  • Microsoft Azure required in only 17% of postings, was 50% 4 weeks ago.
  • Databricks required in only 33% of postings, was 50% 4 weeks ago.
  • AWS required in only 8% of postings, was 17% 4 weeks ago.
Staff / leadRemote Aun=7 postings · 12 October 2026
Typical ask0 yearsrange 0 years–0 years · n=7 stating years

Not enough postings state a years-of-experience figure for Mid-level yet.

United States

JuniorWashington Dcn=6 postings · 19 October 2026
Mid-levelWashington Dcn=6 full-text postings · 2 November 2026
Typical ask5 yearsrange 4 years–5 years · n=9 stating years

Required

Data Engineering100%
Databases & SQL100%
Python83%
AWS50%
Data Governance50%
Apache Spark33%

Preferred

AWS50%
Agile Delivery33%
AI Coding Tools33%
CI-CD Pipelines33%
Databricks33%
Terraform33%

In the postings’ own words

bachelor-degree-cs33%
bachelor-degree17%
cloud-certification17%
master-degree-cs17%
microsoft-power-bi-certification17%
SeniorAtlantan=23 full-text postings · 2 November 2026
Typical ask5 yearsrange 5 years–8.5 years · n=23 stating years

Required

Data Engineering87%
Databases & SQL74%
Python65%
Databricks52%
Apache Spark44%
Microsoft Azure44%

Preferred

Microsoft Azure30%
Git30%
AWS26%
dbt26%
Power BI26%
Snowflake26%

In the postings’ own words

bachelor-degree-cs48%
bachelor-degree17%
aws-certified4%
azure-certified4%
bachelor-degree-engineering4%
  • Python now required in 65% of postings, was 17% 4 weeks ago.
  • Data Engineering now required in 87% of postings, was 50% 4 weeks ago.
  • Databricks now required in 52% of postings, was 17% 4 weeks ago.
  • Snowflake required in only 17% of postings, was 33% 4 weeks ago.
  • Git required in only 9% of postings, was 17% 4 weeks ago.
  • Linux required in only 9% of postings, was 17% 4 weeks ago.
Staff / leadSan Franciscon=6 full-text postings · 26 October 2026
Typical ask9.5 yearsrange 8.25 years–11.5 years · n=6 stating years

Required

Python83%
Apache Spark67%
Data Engineering67%
Databases & SQL67%
Data Governance50%
Snowflake50%

Preferred

AWS33%
Microsoft Azure33%
Google Cloud Platform33%
AI Engineering17%
Apache Airflow17%
Apache Spark17%

In the postings’ own words

bachelor-degree-cs50%
bachelor-degree17%
masters-degree-cs17%
  • Years asked up 2.5 years over the last 7 weeks.

Not enough postings state a years-of-experience figure for Junior yet.

United Kingdom

Mid-levelLondonn=5 full-text postings · 9 November 2026

Required

Data Engineering100%
Databases & SQL100%
Python80%
Microsoft Azure60%
Snowflake60%
Apache Airflow40%

Preferred

Databricks40%
Apache Spark20%
Microsoft Azure20%
Azure DevOps20%
CI-CD Pipelines20%
Data Engineering20%

In the postings’ own words

security-clearance20%
SeniorLondonn=20 full-text postings · 9 November 2026

Required

Databases & SQL90%
Data Engineering85%
Python60%
CI-CD Pipelines50%
Microsoft Azure35%
Data Governance35%

Preferred

Snowflake20%
AI Engineering15%
Python15%
Microsoft Azure10%
Data Science10%
Databricks10%

In the postings’ own words

security-clearance10%
bachelor-degree-cs5%
cfa-qualification5%
Staff / leadLeedsn=7 postings · 24 August 2026

Required

Microsoft Azure43%
AWS29%
Databases & SQL29%
Data Governance14%
Databricks14%

In the postings’ own words

bachelor-degree-cs14%

Not enough postings state a years-of-experience figure here yet.

Practice interview questions

Vacancy and salary data includes Adzuna.

Disclosed wage data from the U.S. Department of Labor, OFLC.

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