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 17 October 2025, with comparisons to the same periods in the previous two years.

6 months to
17 Oct 2025
Same period 2024 Same period 2023
Rank 136 185 218
Rank change year-on-year +49 +33 +24
Contract jobs citing Data Engineering 608 427 459
As % of all contract jobs in England 2.15% 1.34% 1.12%
As % of the Processes & Methodologies category 2.37% 1.54% 1.26%
Number of daily rates quoted 380 315 325
10th Percentile £357 £403 £413
25th Percentile £425 £471 £481
Median daily rate (50th Percentile) £525 £575 £600
Median % change year-on-year -8.70% -4.17% -
75th Percentile £650 £676 £725
90th Percentile £763 £775 £825
UK median daily rate £525 £550 £600
% change year-on-year -4.55% -8.33% -
Number of hourly rates quoted 5 5 15
10th Percentile £36.73 £23.35 £35.25
25th Percentile £38.96 £26.50 £52.42
Median hourly rate £52.50 £60.00 £78.00
Median % change year-on-year -12.50% -23.08% +56.00%
75th Percentile £65.00 - £87.50
90th Percentile £92.00 - £90.00
UK median hourly rate £58.75 £43.25 £78.00
% change year-on-year +35.84% -44.55% +56.00%

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 25,685 27,640 36,425
As % of all contract IT jobs advertised in England 90.97% 86.49% 88.89%
Number of daily rates quoted 16,284 16,837 25,172
10th Percentile £300 £313 £313
25th Percentile £405 £414 £425
Median daily rate (50th Percentile) £510 £525 £550
Median % change year-on-year -2.86% -4.55% -
75th Percentile £625 £638 £650
90th Percentile £730 £750 £750
UK median daily rate £500 £525 £538
% change year-on-year -4.76% -2.42% -2.18%
Number of hourly rates quoted 1,621 1,092 1,481
10th Percentile £14.63 £15.00 £14.25
25th Percentile £17.69 £20.50 £19.06
Median hourly rate £25.15 £42.50 £45.00
Median % change year-on-year -40.82% -5.56% +33.65%
75th Percentile £45.00 £67.50 £65.00
90th Percentile £67.50 £74.44 £77.50
UK median hourly rate £25.08 £40.00 £44.50
% change year-on-year -37.31% -10.11% +36.92%

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 17 October 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 17 October 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 17 October 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 +66 415 £550 -4.35% 267
North of England -3 66 £435 -17.14% 129
South East +29 42 £445 -15.24% 205
Midlands -21 42 £507 -11.83% 38
North West -7 35 £425 -12.37% 78
West Midlands -30 29 £575 - 31
Yorkshire -18 23 £475 -5.00% 36
East of England -2 15 £475 -5.00% 22
South West +8 13 £650 -2.62% 30
East Midlands -5 10 £435 -8.37% 6
North East -2 8 £425 -28.87% 15
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
1 107 (17.60%) Apache Airflow
2 70 (11.51%) Apache Spark
3 42 (6.91%) Apache
4 9 (1.48%) Confluence
5 3 (0.49%) Luigi
6 2 (0.33%) ArcGIS
6 2 (0.33%) Jupyter
6 2 (0.33%) SharePoint
7 1 (0.16%) Apache Pig
7 1 (0.16%) SAS
Applications
1 17 (2.80%) Microsoft Excel
2 6 (0.99%) Microsoft PowerPoint
3 4 (0.66%) Chatbot
4 2 (0.33%) Maple
5 1 (0.16%) Adobe XD
5 1 (0.16%) Microsoft Office
5 1 (0.16%) Microsoft Project
Business Applications
1 10 (1.64%) Aladdin
2 3 (0.49%) Dynamics CRM
2 3 (0.49%) Payment Gateway
3 2 (0.33%) Eagle PACE
3 2 (0.33%) Markit EDM
3 2 (0.33%) SAP PM
4 1 (0.16%) Endur
4 1 (0.16%) Salesforce CRM
4 1 (0.16%) SAP ERP
4 1 (0.16%) SAP S/4HANA
4 1 (0.16%) Workday HCM
Cloud Services
1 261 (42.93%) Azure
2 227 (37.34%) AWS
3 115 (18.91%) GCP
4 112 (18.42%) Power Platform
5 96 (15.79%) Azure Data Factory
6 84 (13.82%) Snowflake
7 72 (11.84%) dbt
8 68 (11.18%) Azure Synapse Analytics
9 65 (10.69%) Azure DevOps
9 65 (10.69%) GitHub
10 61 (10.03%) Amazon S3
11 56 (9.21%) Serverless
12 43 (7.07%) AWS Lambda
13 41 (6.74%) GitHub Actions
14 25 (4.11%) Amazon SageMaker
15 24 (3.95%) Azure Machine Learning
16 20 (3.29%) Amazon EMR
17 15 (2.47%) Amazon Kinesis
18 14 (2.30%) Cloud Computing
19 12 (1.97%) AWS Step Functions
Communications & Networking
1 6 (0.99%) TCP/IP
2 4 (0.66%) Firewall
2 4 (0.66%) SAN
3 3 (0.49%) SSH
3 3 (0.49%) SSL
3 3 (0.49%) VPN
4 2 (0.33%) DNS
4 2 (0.33%) Network Security
5 1 (0.16%) TETRA
Database & Business Intelligence
1 116 (19.08%) Data Warehouse
2 110 (18.09%) Power BI
3 76 (12.50%) Data Lake
4 62 (10.20%) Big Data
5 47 (7.73%) Metadata
6 42 (6.91%) BigQuery
7 40 (6.58%) Delta Lake
8 36 (5.92%) Hadoop
8 36 (5.92%) Relational Database
8 36 (5.92%) Tableau
9 30 (4.93%) SQL Server
10 27 (4.44%) Amazon Redshift
11 24 (3.95%) NoSQL
12 23 (3.78%) Snowflake Schema
13 22 (3.62%) PostgreSQL
14 19 (3.13%) Azure SQL Database
15 16 (2.63%) RDBMS
16 15 (2.47%) Amazon Athena
16 15 (2.47%) Apache Hive
17 13 (2.14%) Power Query
Development Applications
1 91 (14.97%) Git
2 24 (3.95%) Jenkins
3 23 (3.78%) JIRA
4 17 (2.80%) MLflow
5 11 (1.81%) GitLab
6 7 (1.15%) Visual Studio Code
7 4 (0.66%) SonarQube
8 3 (0.49%) Poetry
8 3 (0.49%) Terragrunt
9 2 (0.33%) PROIV
9 2 (0.33%) PyCharm
9 2 (0.33%) Sonatype Nexus
9 2 (0.33%) TeamCity
9 2 (0.33%) TestRail
10 1 (0.16%) ERwin
10 1 (0.16%) Gemini Tracker
10 1 (0.16%) GoCD
10 1 (0.16%) Pylint
10 1 (0.16%) Rational DOORS
General
1 177 (29.11%) Social Skills
2 133 (21.88%) Finance
3 92 (15.13%) Analytical Skills
4 58 (9.54%) Banking
5 40 (6.58%) Public Sector
6 36 (5.92%) Investment Banking
7 21 (3.45%) Retail
8 18 (2.96%) Inclusion and Diversity
9 16 (2.63%) Front Office
10 15 (2.47%) Marketing
11 11 (1.81%) Pharmaceutical
11 11 (1.81%) Telecoms
12 10 (1.64%) Presentation Skills
13 8 (1.32%) Influencing Skills
14 7 (1.15%) Legal
14 7 (1.15%) Publishing
15 6 (0.99%) Corporate Banking
16 5 (0.82%) Documentation Skills
16 5 (0.82%) Military
16 5 (0.82%) Retail Banking
Job Titles
1 251 (41.28%) Data Engineer
2 83 (13.65%) Senior
3 67 (11.02%) Architect
4 63 (10.36%) Developer
5 57 (9.38%) Senior Data Engineer
6 56 (9.21%) Lead
7 51 (8.39%) Azure Engineer
8 41 (6.74%) Azure Data Engineer
9 37 (6.09%) Analyst
10 31 (5.10%) Data Architect
10 31 (5.10%) Python Developer
11 25 (4.11%) Data Scientist
12 22 (3.62%) AWS Engineer
12 22 (3.62%) Snowflake Engineer
13 20 (3.29%) Data Analyst
14 19 (3.13%) Artificial Intelligence Engineer
14 19 (3.13%) Python Engineer
14 19 (3.13%) Snowflake Data Engineer
15 18 (2.96%) AWS Developer
15 18 (2.96%) Lead Data Engineer
Libraries, Frameworks & Software Standards
1 76 (12.50%) PySpark
2 62 (10.20%) Kafka
3 43 (7.07%) Pandas
4 40 (6.58%) NumPy
5 32 (5.26%) FastAPI
6 30 (4.93%) Flask
7 25 (4.11%) PyTorch
8 24 (3.95%) React
9 22 (3.62%) scikit-learn
10 21 (3.45%) RESTful
11 19 (3.13%) TensorFlow
11 19 (3.13%) Vue
12 18 (2.96%) AngularJS
12 18 (2.96%) Polars
12 18 (2.96%) SciPy
13 11 (1.81%) JSON
13 11 (1.81%) Spark Streaming
14 10 (1.64%) Jinja
14 10 (1.64%) LangChain
15 9 (1.48%) ARM Templates
Miscellaneous
1 52 (8.55%) Cloud Native
2 27 (4.44%) Foreign Exchange (FX)
3 25 (4.11%) Algorithms
4 20 (3.29%) Hedge funds
5 17 (2.80%) Data Structures
6 16 (2.63%) Data Protection Act
6 16 (2.63%) Distributed Computing
7 14 (2.30%) Fixed Income
8 12 (1.97%) Hybrid Cloud
8 12 (1.97%) Product Ownership
9 11 (1.81%) Onboarding
10 10 (1.64%) Distributed Systems
10 10 (1.64%) Equities
10 10 (1.64%) Legacy Systems
11 8 (1.32%) Data Fabric
11 8 (1.32%) Derivative
11 8 (1.32%) Reinsurance
12 7 (1.15%) AI Agents
12 7 (1.15%) Genomics
12 7 (1.15%) Life Science
Operating Systems
1 39 (6.41%) Linux
2 7 (1.15%) Windows
3 4 (0.66%) Debian
3 4 (0.66%) Ubuntu
3 4 (0.66%) Windows Server
3 4 (0.66%) Windows Server 2016
4 3 (0.49%) Android
5 2 (0.33%) Unix
Processes & Methodologies
1 257 (42.27%) Data Pipeline
2 230 (37.83%) ETL
3 226 (37.17%) Data Modelling
4 220 (36.18%) Analytics
5 218 (35.86%) CI/CD
6 147 (24.18%) DevOps
7 145 (23.85%) Business Intelligence
8 138 (22.70%) Machine Learning
9 135 (22.20%) Agile
10 133 (21.88%) AI
11 130 (21.38%) Data Governance
11 130 (21.38%) Data Science
12 123 (20.23%) Problem-Solving
13 78 (12.83%) Decision-Making
14 77 (12.66%) Data Integration
15 74 (12.17%) Infrastructure as Code
15 74 (12.17%) Visualisation
16 72 (11.84%) Data Architecture
17 67 (11.02%) Containerisation
18 60 (9.87%) Migration
Programming Languages
1 386 (63.49%) Python
2 315 (51.81%) SQL
3 46 (7.57%) Java
4 42 (6.91%) Scala
5 32 (5.26%) C#
6 30 (4.93%) C++
7 27 (4.44%) JavaScript
8 19 (3.13%) Rust
9 18 (2.96%) Bicep
10 15 (2.47%) Data Analysis Expressions
11 13 (2.14%) R
12 12 (1.97%) Shell Script
12 12 (1.97%) TypeScript
13 11 (1.81%) Bash
13 11 (1.81%) PowerShell
13 11 (1.81%) T-SQL
14 5 (0.82%) PL/SQL
14 5 (0.82%) VBA
15 4 (0.66%) Go
15 4 (0.66%) Korn
Qualifications
1 85 (13.98%) Security Cleared
2 61 (10.03%) SC Cleared
3 57 (9.38%) Degree
4 32 (5.26%) Azure Certification
5 27 (4.44%) Computer Science Degree
6 26 (4.28%) Master's Degree
7 18 (2.96%) AWS Certification
8 17 (2.80%) DV Cleared
9 7 (1.15%) BPSS Clearance
10 6 (0.99%) AWS Certified Solutions Architect
10 6 (0.99%) Microsoft Certification
11 5 (0.82%) SnowPro
12 4 (0.66%) PhD
13 3 (0.49%) MCP
13 3 (0.49%) PMI Certification
13 3 (0.49%) PMP
13 3 (0.49%) Tableau Certification
14 2 (0.33%) ISTQB
15 1 (0.16%) CTC Cleared
15 1 (0.16%) DBS Check
Quality Assurance & Compliance
1 145 (23.85%) Data Quality
2 40 (6.58%) GDPR
3 23 (3.78%) QA
4 12 (1.97%) Accessibility
5 9 (1.48%) HIPAA
6 6 (0.99%) ISO/IEC 27001
6 6 (0.99%) NIST
7 3 (0.49%) California Consumer Privacy Act
7 3 (0.49%) PMO
8 2 (0.33%) SOC 2
9 1 (0.16%) Dodd-Frank
9 1 (0.16%) EMIR
9 1 (0.16%) GMP
9 1 (0.16%) GRC
9 1 (0.16%) HL7
9 1 (0.16%) ISO 19650
9 1 (0.16%) ISO/IEC 20000
9 1 (0.16%) NCSC
9 1 (0.16%) Sarbanes-Oxley
9 1 (0.16%) Solvency II
System Software
1 91 (14.97%) Docker
2 12 (1.97%) HDFS
3 7 (1.15%) Active Directory
Systems Management
1 97 (15.95%) Terraform
2 79 (12.99%) Kubernetes
3 10 (1.64%) Ansible
3 10 (1.64%) Hadoop YARN
4 6 (0.99%) Control-M
5 5 (0.82%) Grafana
5 5 (0.82%) logstash
5 5 (0.82%) Puppet
5 5 (0.82%) Single Sign-On
6 4 (0.66%) Argo
6 4 (0.66%) vCenter Server
7 3 (0.49%) Istio
7 3 (0.49%) Kibana
7 3 (0.49%) Oozie
8 2 (0.33%) Kubeflow
9 1 (0.16%) Prometheus
Vendors
1 145 (23.85%) Databricks
2 84 (13.82%) Microsoft
3 49 (8.06%) Google
4 27 (4.44%) Oracle
5 19 (3.13%) Informatica
6 13 (2.14%) OpenAI
6 13 (2.14%) Palantir
6 13 (2.14%) SAP
7 9 (1.48%) Foundry
8 8 (1.32%) Salesforce
8 8 (1.32%) Talend
8 8 (1.32%) VMware
9 6 (0.99%) Cloudera
9 6 (0.99%) Murex
9 6 (0.99%) Red Hat
9 6 (0.99%) StreamSets
10 5 (0.82%) Adobe
10 5 (0.82%) Guidewire
10 5 (0.82%) MicroStrategy
10 5 (0.82%) Virgin Media