Data Engineer salaries and job demand

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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 September 2026, the typical advertised salary is £75,000 (≈ $95k) a year, with most postings between £55,000 and £97,500.

25th percentile£55,000
Median (50th percentile)£75,000
75th percentile£97,500

Advertised base salary, from 422 job postings with pay data, as of September 2026.

Disclosed base wage (H-1B/LCA)

Employers disclose a median base wage of US$129,998 on H-1B/LCA visa filings for this role, between US$103,580 and US$157,096.

25th percentileUS$103,580
Median (50th percentile)US$129,998
75th percentileUS$157,096

Disclosed base wage, from 23,328 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 1,539 postings in August 2026, the most recent month we tracked from start to finish.

We need 3 complete months of tracking before we publish a month-by-month series. Months we only partly covered are left out rather than shown as low demand.

Skills employers ask for

Postings for this role that named each skill, out of the postings we could parse. Bars run to 4002, 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
Python57% of postings33,051 postingsUS$170,000+28%Not enough data yet—Practice
Databases & SQL52% of postings29,701 postingsUS$166,400+25%Not enough data yet—Practice
AWS46% of postings26,710 postingsUS$171,289+29%Not enough data yet—Practice
Docker22% of postings12,890 postings£80,000+14%Not enough data yet—Practice
Terraform12% of postings6,970 postings£80,000+14%Not enough data yet—Practice
Microsoft Azure9% of postings5,019 postings£75,000+7%Not enough data yet——
Data Engineering6% of postings3,603 postings£80,000+14%Not enough data yet——
dbt6% of postings3,399 postings£80,000+14%Not enough data yet—Practice
Snowflake6% of postings3,317 postings£80,000+14%Not enough data yet—Practice
Apache Spark5% of postings3,091 postings£75,000+7%Not enough data yet—Practice
Apache Airflow4% of postings2,543 postingsUS$160,000+20%Not enough data yet—Practice
Databricks3% of postings1,703 postings£73,250+5%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 September 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
Mid-levelUS$117,520US$140,400US$175,00037
SeniorUS$135,200US$157,913US$189,700154
Staff+US$179,888US$209,000US$230,40025
By city
City25thMedian75thPostings with pay
Chicago, ILUS$130,000US$156,000US$192,05041
San Francisco, CAUS$148,000US$182,500US$245,50037
New York, NYUS$140,454US$168,625US$202,50031
Seattle, WAUS$145,000US$180,600US$222,80025
Austin, TXUS$114,250US$155,000US$176,37518
Boston, MAUS$121,875US$146,000US$171,25015

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-levelBrisbanen=7 full-text postings · 21 September 2026
Typical ask0 yearsrange 0 years–0.75 years · n=8 stating years

Required

Databases & SQL100%
Databricks57%
Python57%
Power BI43%
Microsoft Azure29%
CI-CD Pipelines29%

Preferred

Apache Spark14%
Microsoft Azure14%
Azure DevOps14%
Databases & SQL14%
Git14%
Node.js14%

In the postings’ own words

bachelor-degree-cs71%
azure-certified29%
bachelor-degree-business14%
bachelor-degree-finance14%
bachelor-degree-it14%
SeniorBrisbanen=35 full-text postings · 21 September 2026
Typical ask0 yearsrange 0 years–5 years · n=36 stating years

Required

Databases & SQL80%
Data Engineering37%
Python37%
Microsoft Azure31%
Databricks29%
Apache Spark26%

Preferred

Machine Learning14%
AWS11%
Microsoft Azure9%
CI-CD Pipelines9%
Databricks9%
Terraform9%

In the postings’ own words

bachelor-degree-cs9%
australian-citizenship6%
azure-certified3%
bachelor-degree-business3%
bachelor-degree-finance3%
Staff / leadCanberran=7 postings · 20 July 2026

In the postings’ own words

security-clearance100%
negative-vetting-level-114%

Not enough postings state a years-of-experience figure for Staff / lead yet.

United States

Mid-levelAtlantan=6 full-text postings · 21 September 2026
Typical ask0 yearsrange 0 years–2 years · n=17 stating years

Required

Databases & SQL83%
Python50%
AWS33%
Data Engineering33%
Power BI33%
Apache Airflow17%

Preferred

AWS50%
Python50%
Apache Airflow33%
Microsoft Azure33%
Databricks33%
Snowflake33%
SeniorAtlantan=40 full-text postings · 21 September 2026
Typical ask5 yearsrange 0 years–7 years · n=53 stating years

Required

Python90%
Databases & SQL88%
AWS50%
Apache Spark43%
Microsoft Azure43%
Databricks35%

Preferred

Microsoft Azure33%
Databricks25%
AWS23%
Machine Learning23%
Python20%
Snowflake20%

In the postings’ own words

bachelor-degree-cs25%
databricks-certified3%
security-clearance3%
snowflake-snowpro-certified3%
  • Years asked up 5 years over the last 4 weeks.
Staff / leadAtlantan=10 full-text postings · 21 September 2026
Typical ask8 yearsrange 3 years–10 years · n=11 stating years

Required

Databases & SQL100%
Data Engineering80%
Python80%
AWS50%
Databricks50%
Apache Spark40%

Preferred

AWS40%
AI Engineering30%
Microsoft Azure30%
Machine Learning30%
Google Cloud Platform20%
Apache Kafka20%

In the postings’ own words

bachelor-degree-cs20%
aws-certified10%
azure-certified10%
databricks-certified-data-architect10%
databricks-certified-data-engineer-associate10%
  • Years asked up 8 years over the last 4 weeks.

United Kingdom

Mid-levelLondonn=9 full-text postings · 21 September 2026
Typical ask0 yearsrange 0 years–0.75 years · n=18 stating years

Required

Databases & SQL67%
Python67%
Microsoft Azure33%
Databricks33%
AWS22%
dbt22%

Preferred

Python11%

In the postings’ own words

bachelor-degree-cs11%
bachelor-degree-engineering11%
bachelor-degree-mathematics11%
bachelor-degree-physics11%
right-to-work-uk11%
SeniorLondonn=11 full-text postings · 21 September 2026
Typical ask0 yearsrange 0 years–0 years · n=20 stating years

Required

Databases & SQL91%
Python64%
Apache Spark46%
CI-CD Pipelines46%
Microsoft Azure36%
Databricks36%

Preferred

Apache Spark18%
Data Governance18%
dbt18%
Apache Airflow9%
AWS9%
CI-CD Pipelines9%

In the postings’ own words

security-clearance18%
databricks-certified9%
london-market-insurance9%
  • Git now required in 36% of postings, was 11% 4 weeks ago.
  • Python now required in 64% of postings, was 44% 4 weeks ago.
  • HTTP & APIs now required in 27% of postings, was 11% 4 weeks ago.
  • dbt required in only 9% of postings, was 22% 4 weeks ago.
  • Google Cloud Platform required in only 9% of postings, was 22% 4 weeks ago.
  • Snowflake required in only 9% of postings, was 22% 4 weeks ago.
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 for Staff / lead yet.

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Jobs data powered by Adzuna.

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

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