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 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 305 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 1,467 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 3122, 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
Python60% of postingsUS$170,000+28%Not enough data yetPractice
Databases & SQL55% of postingsUS$167,031+26%Not enough data yetPractice
AWS51% of postingsUS$171,000+28%Not enough data yetPractice
System Design32% of postingsUS$183,021+38%Not enough data yetPractice
Docker23% of postings£80,000+10%Not enough data yet
CI-CD Pipelines23% of postings£78,625+8%Not enough data yetPractice
Terraform12% of postingsUS$175,000+31%Not enough data yet
dbt7% of postings£80,000+10%Not enough data yetPractice
Snowflake7% of postings£80,000+10%Not enough data yet
Apache Airflow5% of postingsUS$156,000+17%Not enough data yetPractice
Apache Spark2% of postings£75,000+3%Not enough data yetPractice
Databricks1% of postings£68,750−5%Not enough data yetPractice

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.

What it takes

The entry bar and required skills employers ask for, among extracted postings. This excludes postings we couldn't confidently parse, so the figures below skew toward roles with clearer, fuller job descriptions. Every bar below runs 0 to 60% of postings: solid is required, outlined is preferred, dashed is the posting's own words.

Australia

Mid-levelSydneyn=21 · 24 August 2026
Typical ask0 yearsrange 0 years0 years · n=15 stating years

Required

Databases & SQL48%
Python24%
Google Cloud Platform19%
Power BI19%
Microsoft Azure14%
Apache Spark10%

Preferred

Machine Learning10%
Python10%
Microsoft Azure5%
CI-CD Pipelines5%
Databricks5%
dbt5%

In the postings’ own words

bachelor-degree-cs10%
bachelor-degree-data-science5%
bachelor-degree-engineering5%
microsoft-certified-fabric-data-engineer5%
security-clearance5%
  • Databases & SQL required in only 48% of postings, was 91% 4 weeks ago.
  • Python required in only 24% of postings, was 36% 4 weeks ago.
  • CI-CD Pipelines required in only 10% of postings, was 18% 4 weeks ago.
SeniorMelbournen=10 · 24 August 2026
Typical ask0 yearsrange 0 years0 years · n=9 stating years

Required

Microsoft Azure40%
Databases & SQL40%
Apache Spark20%
Data Governance20%
Databricks20%
Power BI20%

Preferred

AI Engineering10%
Microsoft Azure10%
Databricks10%
DevOps10%
Machine Learning10%
Power BI10%

In the postings’ own words

australian-citizenship10%
azure-certified10%
databricks-certified10%
working-with-children-check10%
  • Databases & SQL now required in 40% of postings, was 10% 5 weeks ago.
  • Python now required in 20% of postings, was 10% 5 weeks ago.
Staff / leadSydneyn=10 · 24 August 2026
Typical ask0 yearsrange 0 years0 years · n=8 stating years

Required

Snowflake30%
AWS20%
Databases & SQL20%
Python20%
Microsoft Azure10%
Databricks10%

Preferred

AWS10%
Java10%
  • Databases & SQL required in only 20% of postings, was 75% 4 weeks ago.
  • Python required in only 20% of postings, was 58% 4 weeks ago.
  • Snowflake required in only 30% of postings, was 58% 4 weeks ago.

United States

Mid-levelWashington Dcn=13 · 24 August 2026
Typical ask0 yearsrange 0 years0 years · n=12 stating years

Required

Databases & SQL23%
Databricks15%
dbt15%
Snowflake15%
Apache Spark8%
AWS8%

In the postings’ own words

security-clearance23%
databricks-certified-data-engineer-associate8%
databricks-certified-data-engineer-professional8%
SeniorNew Yorkn=25 · 31 August 2026
Typical ask5.5 yearsrange 4.5 years9.25 years · n=24 stating years

Required

Python72%
Databases & SQL56%
AWS40%
Snowflake32%
CI-CD Pipelines28%
Microsoft Azure24%

Preferred

AWS12%
Microsoft Azure12%
Databricks12%
Databases & SQL8%
Docker8%
Google Cloud Platform8%

In the postings’ own words

bachelor-degree-cs40%
aws-certified4%
google-professional-cloud-architect4%
master-degree-cs4%
terraform-associate4%
  • Years asked up 0.5 years over the last 4 weeks.
  • Python now required in 72% of postings, was 48% 4 weeks ago.
  • CI-CD Pipelines now required in 28% of postings, was 14% 4 weeks ago.
  • Snowflake now required in 32% of postings, was 18% 4 weeks ago.
  • Databases & SQL required in only 56% of postings, was 77% 4 weeks ago.
  • Apache Airflow required in only 8% of postings, was 25% 4 weeks ago.
  • Docker required in only 8% of postings, was 16% 4 weeks ago.
Staff / leadSan Franciscon=15 · 24 August 2026
Typical ask5 yearsrange 5 years7 years · n=14 stating years

Required

Databases & SQL67%
Python67%
CI-CD Pipelines53%
AWS47%
Databricks33%
Snowflake33%

Preferred

Machine Learning40%
AI Engineering27%
Data Governance27%
Apache Kafka27%
Apache Airflow13%
Apache Spark13%

In the postings’ own words

bachelor-degree-cs67%
azure-certified13%
aws-certified7%
gcp-certified7%
  • Databases & SQL now required in 67% of postings, was 17% 4 weeks ago.
  • Python now required in 67% of postings, was 17% 4 weeks ago.

United Kingdom

Mid-levelLondonn=19 · 24 August 2026
Typical ask0 yearsrange 0 years0 years · n=15 stating years

Required

Databases & SQL21%
Python21%
Apache Airflow16%
AWS16%
dbt16%
Snowflake16%

Preferred

Databases & SQL5%
Power BI5%
Python5%
Snowflake5%

In the postings’ own words

aca5%
acca5%
asset-management-experience5%
cima5%
financial-services-experience5%
  • Databases & SQL required in only 21% of postings, was 38% 5 weeks ago.
  • Google Cloud Platform required in only 5% of postings, was 13% 5 weeks ago.
SeniorLondonn=25 · 24 August 2026
Typical ask0 yearsrange 0 years0 years · n=25 stating years

Required

Databases & SQL44%
Python28%
Microsoft Azure24%
Apache Spark16%
Apache Airflow12%
AWS12%

Preferred

AWS4%
Docker4%
Google Cloud Platform4%
Git4%
Power BI4%
Python4%

In the postings’ own words

banking-experience4%
consulting-experience4%
dv-clearance4%
gcp-certified4%
security-clearance4%
  • Python required in only 28% of postings, was 71% 5 weeks ago.
  • AWS required in only 12% of postings, was 43% 5 weeks ago.
  • Docker required in only 4% of postings, was 29% 5 weeks ago.
Staff / leadLondonn=15 · 24 August 2026
Typical ask0 yearsrange 0 years0 years · n=15 stating years

Required

AWS27%
Databases & SQL27%
Microsoft Azure13%
Databricks13%
dbt13%
Python13%

Preferred

AI Engineering7%
Apache Spark7%
AWS7%
Docker7%
Apache Kafka7%
Kubernetes7%

In the postings’ own words

bachelor-degree-cs7%
master-degree-cs7%
  • Databases & SQL now required in 27% of postings, was 20% 5 weeks ago.
  • Python required in only 13% of postings, was 20% 5 weeks ago.

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Jobs data powered by Adzuna.

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

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