Data Engineering Contract Job Trends in England

Data Engineering
UK > England

The table below provides summary statistics and contractor rates for jobs advertised in England requiring Data Engineering skills. It covers contract job vacancies from the 6 months leading up to 15 November 2025, with comparisons to the same periods in the previous two years.

6 months to
15 Nov 2025
Same period 2024 Same period 2023
Rank 130 184 231
Rank change year-on-year +54 +47 +5
Contract jobs citing Data Engineering 671 429 429
As % of all contract jobs in England 2.22% 1.38% 1.08%
As % of the Processes & Methodologies category 2.46% 1.59% 1.22%
Number of daily rates quoted 435 314 313
10th Percentile £360 £413 £413
25th Percentile £413 £475 £475
Median daily rate (50th Percentile) £525 £575 £600
Median % change year-on-year -8.70% -4.17% -
75th Percentile £638 £675 £700
90th Percentile £749 £788 £824
UK median daily rate £523 £550 £575
% change year-on-year -5.00% -4.35% -4.17%
Number of hourly rates quoted 3 5 14
10th Percentile £43.05 £23.25 £35.19
25th Percentile £54.76 £26.25 £40.16
Median hourly rate £74.26 £26.50 £71.50
Median % change year-on-year +180.23% -62.94% +43.00%
75th Percentile £92.13 £60.00 £78.00
90th Percentile £102.85 - £88.50
UK median hourly rate £79.63 £26.50 £71.50
% change year-on-year +200.49% -62.94% +43.00%

All Process and Methodology Skills
England

Data Engineering falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills in England.

Contract vacancies with a requirement for process or methodology skills 27,298 27,047 35,302
As % of all contract IT jobs advertised in England 90.35% 86.76% 88.72%
Number of daily rates quoted 17,334 16,519 24,217
10th Percentile £300 £313 £313
25th Percentile £405 £415 £425
Median daily rate (50th Percentile) £507 £525 £546
Median % change year-on-year -3.43% -3.85% -0.73%
75th Percentile £625 £642 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £525 £533
% change year-on-year -4.76% -1.41% -3.18%
Number of hourly rates quoted 1,792 976 1,481
10th Percentile £14.75 £15.10 £14.36
25th Percentile £17.87 £20.25 £19.06
Median hourly rate £25.15 £37.00 £44.50
Median % change year-on-year -32.03% -16.85% +27.14%
75th Percentile £46.00 £65.00 £65.00
90th Percentile £67.98 £74.00 £77.50
UK median hourly rate £25.15 £35.00 £43.42
% change year-on-year -28.14% -19.38% +24.04%

Data Engineering
Job Vacancy Trend in England

Historical trend showing the proportion of contract IT job postings citing Data Engineering relative to all contract IT jobs advertised in England.

Data Engineering job vacancy trend in England

Data Engineering
Daily Rate Trend in England

Contractor daily rate distribution trend for jobs in England citing Data Engineering.

Contractor daily rate distribution trend for jobs in England citing Data Engineering

Data Engineering
Daily Rate Histogram in England

Daily rate distribution for jobs citing Data Engineering in England over the 6 months to 15 November 2025.

Daily rate histogram for Data Engineering in England

Data Engineering
Hourly Rate Trend in England

Contractor hourly rate distribution trend for jobs in England citing Data Engineering.

Contractor hourly rate distribution trend for jobs in England citing Data Engineering

Data Engineering
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Data Engineering in England over the 6 months to 15 November 2025.

Hourly rate histogram for Data Engineering in England

Data Engineering
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Engineering within the England region over the 6 months to 15 November 2025. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
London +60 448 £550 -5.25% 498
North of England -3 76 £425 -15.00% 82
Midlands -9 55 £525 +5.00% 83
South East +18 41 £475 -11.63% 137
North West +2 40 £405 -16.49% 49
West Midlands -21 37 £550 +10.00% 64
Yorkshire -21 26 £488 -2.50% 24
South West -9 19 £563 -15.73% 30
East of England -14 17 £475 -5.00% 22
East Midlands 0 16 £447 -22.26% 19
North East -5 10 £400 -33.05% 9
Data Engineering
UK

Data Engineering
Co-Occurring Skills & Capabilities in England by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 114 (16.99%) Apache Airflow
2 89 (13.26%) Apache Spark
3 49 (7.30%) Apache
4 11 (1.64%) Confluence
5 3 (0.45%) SAS
5 3 (0.45%) SharePoint
6 2 (0.30%) ArcGIS
6 2 (0.30%) Luigi
7 1 (0.15%) Apache Pig
7 1 (0.15%) Jupyter
Applications
1 16 (2.38%) Microsoft Excel
2 8 (1.19%) Microsoft PowerPoint
3 5 (0.75%) Chatbot
4 2 (0.30%) Maple
5 1 (0.15%) Adobe XD
5 1 (0.15%) Microsoft Office
5 1 (0.15%) MS Visio
Business Applications
1 10 (1.49%) Aladdin
2 3 (0.45%) Dynamics CRM
2 3 (0.45%) Payment Gateway
3 2 (0.30%) Eagle PACE
3 2 (0.30%) Markit EDM
4 1 (0.15%) Maximo
4 1 (0.15%) Salesforce CRM
4 1 (0.15%) SAP ERP
4 1 (0.15%) Workday HCM
Cloud Services
1 282 (42.03%) Azure
2 247 (36.81%) AWS
3 123 (18.33%) Power Platform
4 118 (17.59%) GCP
5 108 (16.10%) Azure Data Factory
6 97 (14.46%) Snowflake
7 76 (11.33%) dbt
8 74 (11.03%) GitHub
9 72 (10.73%) Amazon S3
10 71 (10.58%) Azure DevOps
11 70 (10.43%) Azure Synapse Analytics
12 62 (9.24%) Serverless
13 51 (7.60%) AWS Lambda
14 45 (6.71%) GitHub Actions
15 26 (3.87%) Azure Machine Learning
16 24 (3.58%) Amazon EMR
17 23 (3.43%) Amazon SageMaker
18 18 (2.68%) Cloud Computing
19 17 (2.53%) Amazon Kinesis
19 17 (2.53%) AWS CloudFormation
Communications & Networking
1 6 (0.89%) TCP/IP
2 4 (0.60%) Cisco IPT
2 4 (0.60%) Network Security
2 4 (0.60%) SAN
3 3 (0.45%) SSH
3 3 (0.45%) SSL
4 2 (0.30%) DNS
4 2 (0.30%) Firewall
4 2 (0.30%) VPN
5 1 (0.15%) Kerberos
5 1 (0.15%) TETRA
Database & Business Intelligence
1 132 (19.67%) Data Warehouse
2 119 (17.73%) Power BI
3 75 (11.18%) Data Lake
4 56 (8.35%) Big Data
5 55 (8.20%) Metadata
6 42 (6.26%) BigQuery
6 42 (6.26%) Relational Database
7 39 (5.81%) Tableau
8 38 (5.66%) Delta Lake
9 37 (5.51%) Hadoop
10 34 (5.07%) Amazon Redshift
11 33 (4.92%) NoSQL
12 28 (4.17%) SQL Server
13 27 (4.02%) PostgreSQL
14 25 (3.73%) Azure SQL Database
14 25 (3.73%) Snowflake Schema
15 17 (2.53%) Amazon Athena
16 16 (2.38%) RDBMS
17 15 (2.24%) Elasticsearch
18 14 (2.09%) Apache Hive
Development Applications
1 112 (16.69%) Git
2 29 (4.32%) Jenkins
3 24 (3.58%) JIRA
4 19 (2.83%) MLflow
5 17 (2.53%) GitLab
6 7 (1.04%) Visual Studio Code
7 5 (0.75%) SonarQube
8 3 (0.45%) Poetry
9 2 (0.30%) Cucumber
9 2 (0.30%) JUnit
9 2 (0.30%) Maven
9 2 (0.30%) Mockito
9 2 (0.30%) PROIV
9 2 (0.30%) PyCharm
9 2 (0.30%) Selenium
9 2 (0.30%) Sonatype Nexus
9 2 (0.30%) TeamCity
9 2 (0.30%) TestRail
10 1 (0.15%) ERwin
10 1 (0.15%) Rational DOORS
General
1 196 (29.21%) Social Skills
2 140 (20.86%) Finance
3 99 (14.75%) Analytical Skills
4 58 (8.64%) Banking
5 53 (7.90%) Public Sector
6 35 (5.22%) Investment Banking
7 19 (2.83%) Inclusion and Diversity
8 18 (2.68%) Retail
9 14 (2.09%) Front Office
9 14 (2.09%) Marketing
9 14 (2.09%) Pharmaceutical
10 11 (1.64%) Influencing Skills
10 11 (1.64%) Telecoms
11 10 (1.49%) Legal
12 9 (1.34%) Presentation Skills
12 9 (1.34%) Publishing
13 6 (0.89%) Corporate Banking
14 5 (0.75%) Documentation Skills
14 5 (0.75%) Military
14 5 (0.75%) Retail Banking
Job Titles
1 275 (40.98%) Data Engineer
2 93 (13.86%) Senior
3 67 (9.99%) Developer
4 65 (9.69%) Architect
4 65 (9.69%) Lead
5 58 (8.64%) Senior Data Engineer
6 57 (8.49%) Azure Engineer
7 43 (6.41%) Azure Data Engineer
8 37 (5.51%) Analyst
9 32 (4.77%) Python Developer
10 31 (4.62%) Data Architect
11 29 (4.32%) Data Scientist
12 28 (4.17%) AWS Engineer
13 26 (3.87%) Snowflake Engineer
14 21 (3.13%) Artificial Intelligence Engineer
14 21 (3.13%) Python Engineer
14 21 (3.13%) Snowflake Data Engineer
15 20 (2.98%) Lead Data Engineer
16 19 (2.83%) AWS Data Engineer
16 19 (2.83%) Data Analyst
Libraries, Frameworks & Software Standards
1 88 (13.11%) PySpark
2 71 (10.58%) Kafka
3 44 (6.56%) Pandas
4 41 (6.11%) NumPy
5 31 (4.62%) FastAPI
6 30 (4.47%) Flask
6 30 (4.47%) PyTorch
7 27 (4.02%) React
7 27 (4.02%) scikit-learn
8 24 (3.58%) TensorFlow
9 23 (3.43%) RESTful
10 19 (2.83%) Vue
11 18 (2.68%) AngularJS
11 18 (2.68%) Polars
11 18 (2.68%) SciPy
12 16 (2.38%) JSON
13 11 (1.64%) ARM Templates
13 11 (1.64%) LangChain
13 11 (1.64%) pytest
13 11 (1.64%) Spark Streaming
Miscellaneous
1 60 (8.94%) Cloud Native
2 32 (4.77%) Algorithms
3 27 (4.02%) Foreign Exchange (FX)
4 20 (2.98%) Hedge funds
5 18 (2.68%) Data Structures
5 18 (2.68%) Distributed Computing
6 17 (2.53%) Data Protection Act
6 17 (2.53%) Hybrid Cloud
6 17 (2.53%) Product Ownership
7 13 (1.94%) Fixed Income
7 13 (1.94%) Onboarding
8 11 (1.64%) Distributed Systems
9 9 (1.34%) Derivative
9 9 (1.34%) Equities
9 9 (1.34%) Genomics
9 9 (1.34%) Life Science
9 9 (1.34%) Management Information System
9 9 (1.34%) Virtual Team
10 8 (1.19%) Clustering
10 8 (1.19%) Enterprise Software
Operating Systems
1 38 (5.66%) Linux
2 7 (1.04%) Windows
3 4 (0.60%) Debian
3 4 (0.60%) Ubuntu
3 4 (0.60%) Windows Server
3 4 (0.60%) Windows Server 2016
4 3 (0.45%) Android
5 2 (0.30%) Unix
5 2 (0.30%) VMS
Processes & Methodologies
1 279 (41.58%) Data Pipeline
2 252 (37.56%) ETL
3 247 (36.81%) Data Modelling
4 243 (36.21%) CI/CD
5 238 (35.47%) Analytics
6 168 (25.04%) DevOps
7 161 (23.99%) Agile
8 155 (23.10%) Machine Learning
9 153 (22.80%) Business Intelligence
10 148 (22.06%) Data Governance
11 145 (21.61%) Data Science
12 142 (21.16%) Problem-Solving
13 141 (21.01%) AI
14 101 (15.05%) Data Architecture
15 83 (12.37%) Decision-Making
16 80 (11.92%) Data Integration
16 80 (11.92%) Infrastructure as Code
17 76 (11.33%) Visualisation
18 73 (10.88%) Containerisation
19 67 (9.99%) Data Transformation
Programming Languages
1 420 (62.59%) Python
2 342 (50.97%) SQL
3 55 (8.20%) Java
4 47 (7.00%) Scala
5 35 (5.22%) C#
6 30 (4.47%) C++
7 29 (4.32%) JavaScript
8 19 (2.83%) Bicep
8 19 (2.83%) Rust
9 15 (2.24%) Bash
9 15 (2.24%) PowerShell
9 15 (2.24%) R
10 14 (2.09%) TypeScript
11 13 (1.94%) Data Analysis Expressions
12 12 (1.79%) T-SQL
13 11 (1.64%) Shell Script
14 9 (1.34%) Go
14 9 (1.34%) PL/SQL
15 6 (0.89%) Korn
16 5 (0.75%) VBA
Qualifications
1 116 (17.29%) Security Cleared
2 94 (14.01%) SC Cleared
3 60 (8.94%) Degree
4 41 (6.11%) Azure Certification
5 28 (4.17%) Master's Degree
6 27 (4.02%) Computer Science Degree
7 18 (2.68%) AWS Certification
8 17 (2.53%) DV Cleared
9 7 (1.04%) BPSS Clearance
10 6 (0.89%) Microsoft Certification
10 6 (0.89%) PhD
11 5 (0.75%) AWS Certified Solutions Architect
12 4 (0.60%) MCP
12 4 (0.60%) SnowPro
13 3 (0.45%) Tableau Certification
14 2 (0.30%) ISTQB
15 1 (0.15%) CBAP
15 1 (0.15%) DBS Check
Quality Assurance & Compliance
1 156 (23.25%) Data Quality
2 49 (7.30%) GDPR
3 25 (3.73%) QA
4 15 (2.24%) Accessibility
5 8 (1.19%) HIPAA
6 6 (0.89%) ISO/IEC 27001
6 6 (0.89%) NIST
7 5 (0.75%) PERC
8 4 (0.60%) SOC 2
9 3 (0.45%) California Consumer Privacy Act
10 2 (0.30%) HL7
10 2 (0.30%) NCSC
10 2 (0.30%) PMO
10 2 (0.30%) Sarbanes-Oxley
10 2 (0.30%) WCAG
11 1 (0.15%) Dodd-Frank
11 1 (0.15%) EMIR
11 1 (0.15%) ISO 19650
11 1 (0.15%) ISO/IEC 20000
11 1 (0.15%) Solvency II
System Software
1 106 (15.80%) Docker
2 12 (1.79%) HDFS
3 5 (0.75%) Active Directory
Systems Management
1 110 (16.39%) Terraform
2 94 (14.01%) Kubernetes
3 10 (1.49%) Hadoop YARN
4 9 (1.34%) Ansible
4 9 (1.34%) Grafana
5 6 (0.89%) Control-M
6 5 (0.75%) Kibana
6 5 (0.75%) logstash
6 5 (0.75%) Prometheus
6 5 (0.75%) Puppet
7 4 (0.60%) Argo
7 4 (0.60%) vCenter Server
8 3 (0.45%) Istio
8 3 (0.45%) Oozie
8 3 (0.45%) Single Sign-On
9 1 (0.15%) Kubeflow
Vendors
1 165 (24.59%) Databricks
2 86 (12.82%) Microsoft
3 49 (7.30%) Google
4 31 (4.62%) Oracle
5 22 (3.28%) Informatica
6 18 (2.68%) Talend
7 14 (2.09%) Palantir
8 13 (1.94%) OpenAI
9 12 (1.79%) Foundry
10 11 (1.64%) SAP
11 9 (1.34%) Salesforce
12 8 (1.19%) VMware
13 7 (1.04%) Cloudera
13 7 (1.04%) Virgin Media
14 6 (0.89%) Denodo
14 6 (0.89%) Murex
14 6 (0.89%) Red Hat
15 5 (0.75%) Guidewire
16 4 (0.60%) EMC
16 4 (0.60%) StreamSets