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 vacancies from the 6 months leading up to 16 September 2025, with comparisons to the same periods in the previous two years.

6 months to
16 Sep 2025
Same period 2024 Same period 2023
Rank 146 194 195
Rank change year-on-year +48 +1 +57
Contract jobs citing Data Engineering 532 421 553
As % of all contract jobs advertised in England 1.93% 1.29% 1.30%
As % of the Processes & Methodologies category 2.13% 1.51% 1.46%
Number of daily rates quoted 337 310 381
10th Percentile £363 £399 £425
25th Percentile £425 £468 £500
Median daily rate (50th Percentile) £525 £575 £625
Median % change year-on-year -8.70% -8.00% +4.17%
75th Percentile £644 £676 £760
90th Percentile £749 £775 £825
UK median daily rate £513 £575 £600
% change year-on-year -10.87% -4.17% -
Number of hourly rates quoted 6 6 22
10th Percentile £37.11 £23.88 £35.00
25th Percentile £42.03 £34.88 £46.13
Median hourly rate £52.50 £60.00 £78.00
Median % change year-on-year -12.50% -23.08% +56.00%
75th Percentile £62.19 - £81.38
90th Percentile £87.50 - £90.00
UK median hourly rate £52.50 £60.00 £78.00
% change year-on-year -12.50% -23.08% +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 25,024 27,970 37,992
As % of all contract IT jobs advertised in England 90.88% 86.03% 89.19%
Number of daily rates quoted 15,893 17,419 26,295
10th Percentile £300 £313 £319
25th Percentile £405 £425 £431
Median daily rate (50th Percentile) £508 £525 £550
Median % change year-on-year -3.33% -4.55% -
75th Percentile £625 £645 £656
90th Percentile £738 £750 £750
UK median daily rate £500 £525 £540
% change year-on-year -4.76% -2.78% -1.82%
Number of hourly rates quoted 1,490 1,309 1,438
10th Percentile £14.37 £14.96 £14.25
25th Percentile £17.87 £20.00 £19.06
Median hourly rate £25.15 £43.00 £43.54
Median % change year-on-year -41.51% -1.24% +50.14%
75th Percentile £49.31 £66.50 £65.00
90th Percentile £68.00 £75.00 £77.50
UK median hourly rate £25.15 £43.00 £42.50
% change year-on-year -41.51% +1.18% +46.55%

Data Engineering
Job Vacancy Trend in England

Job postings citing Data Engineering as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Engineering 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 16 September 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 16 September 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 16 September 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 +65 358 £550 -8.33% 297
North of England +1 61 £475 -5.00% 84
South East +27 38 £440 -17.18% 177
North West -2 35 £473 -5.50% 51
Midlands -17 35 £451 -21.65% 30
Yorkshire -8 22 £475 -3.55% 29
West Midlands -25 22 £507 -13.70% 20
East of England +10 14 £450 -25.00% 16
South West +12 11 £544 -5.43% 21
East Midlands +1 10 £435 +16.07% 10
North East -5 4 £538 -10.04% 4
Data Engineering
UK

Data Engineering
Co-occurring Skills and Capabilities in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 96 (18.05%) Apache Airflow
2 63 (11.84%) Apache Spark
3 35 (6.58%) Apache
4 9 (1.69%) Confluence
5 2 (0.38%) ArcGIS
5 2 (0.38%) Luigi
5 2 (0.38%) SAS
5 2 (0.38%) SharePoint
6 1 (0.19%) Apache Pig
6 1 (0.19%) Jupyter
6 1 (0.19%) nginx
Applications
1 14 (2.63%) Microsoft Excel
2 2 (0.38%) Chatbot
2 2 (0.38%) Maple
2 2 (0.38%) Microsoft PowerPoint
3 1 (0.19%) Adobe XD
3 1 (0.19%) Microsoft Project
Business Applications
1 8 (1.50%) Aladdin
2 3 (0.56%) Dynamics CRM
2 3 (0.56%) Payment Gateway
3 2 (0.38%) Eagle PACE
3 2 (0.38%) Markit EDM
3 2 (0.38%) SAP PM
4 1 (0.19%) Endur
4 1 (0.19%) Salesforce CRM
4 1 (0.19%) SAP ERP
4 1 (0.19%) SAP S/4HANA
Cloud Services
1 246 (46.24%) Azure
2 197 (37.03%) AWS
3 114 (21.43%) GCP
4 99 (18.61%) Power Platform
5 90 (16.92%) Azure Data Factory
6 68 (12.78%) Azure Synapse Analytics
6 68 (12.78%) dbt
7 59 (11.09%) Snowflake
8 58 (10.90%) Azure DevOps
9 50 (9.40%) Amazon S3
10 49 (9.21%) GitHub
11 41 (7.71%) Serverless
12 34 (6.39%) GitHub Actions
13 30 (5.64%) AWS Lambda
14 18 (3.38%) Amazon SageMaker
15 15 (2.82%) Amazon EMR
15 15 (2.82%) Azure Machine Learning
15 15 (2.82%) Microsoft Purview
16 13 (2.44%) Amazon Kinesis
17 12 (2.26%) PaaS
Communications & Networking
1 6 (1.13%) Firewall
1 6 (1.13%) TCP/IP
2 5 (0.94%) VPN
3 4 (0.75%) SAN
4 3 (0.56%) SSH
4 3 (0.56%) SSL
5 2 (0.38%) DNS
6 1 (0.19%) Network Security
6 1 (0.19%) TETRA
Database & Business Intelligence
1 113 (21.24%) Data Warehouse
2 98 (18.42%) Power BI
3 71 (13.35%) Data Lake
4 53 (9.96%) Big Data
5 49 (9.21%) Metadata
6 40 (7.52%) BigQuery
7 37 (6.95%) Delta Lake
8 35 (6.58%) Hadoop
9 32 (6.02%) Amazon Redshift
10 30 (5.64%) NoSQL
10 30 (5.64%) Tableau
11 26 (4.89%) Relational Database
12 25 (4.70%) SQL Server
13 24 (4.51%) Snowflake Schema
14 20 (3.76%) Azure SQL Database
15 17 (3.20%) Amazon Athena
15 17 (3.20%) Apache Hive
16 13 (2.44%) Power Query
17 12 (2.26%) Looker
17 12 (2.26%) PostgreSQL
Development Applications
1 76 (14.29%) Git
2 24 (4.51%) JIRA
3 19 (3.57%) Jenkins
4 11 (2.07%) MLflow
5 7 (1.32%) GitLab
6 4 (0.75%) SonarQube
6 4 (0.75%) Terragrunt
6 4 (0.75%) Visual Studio Code
7 3 (0.56%) Poetry
7 3 (0.56%) SQL Server Management Studio (SSMS)
7 3 (0.56%) Visual Studio
8 2 (0.38%) PROIV
8 2 (0.38%) PyCharm
8 2 (0.38%) Sonatype Nexus
8 2 (0.38%) TeamCity
8 2 (0.38%) TestRail
9 1 (0.19%) Atlassian Bamboo
9 1 (0.19%) GoCD
9 1 (0.19%) Pylint
9 1 (0.19%) Rational DOORS
General
1 152 (28.57%) Social Skills
2 116 (21.80%) Finance
3 82 (15.41%) Analytical Skills
4 56 (10.53%) Banking
5 35 (6.58%) Public Sector
6 32 (6.02%) Investment Banking
7 16 (3.01%) Retail
8 15 (2.82%) Front Office
9 14 (2.63%) Inclusion and Diversity
9 14 (2.63%) Marketing
10 11 (2.07%) Telecoms
11 9 (1.69%) Presentation Skills
12 8 (1.50%) Pharmaceutical
13 7 (1.32%) Legal
14 5 (0.94%) Corporate Banking
14 5 (0.94%) Police
14 5 (0.94%) Retail Banking
15 4 (0.75%) Automotive
15 4 (0.75%) Local Government
15 4 (0.75%) Military
Job Titles
1 234 (43.98%) Data Engineer
2 75 (14.10%) Senior
3 59 (11.09%) Architect
3 59 (11.09%) Developer
4 52 (9.77%) Senior Data Engineer
5 44 (8.27%) Azure Engineer
6 37 (6.95%) Azure Data Engineer
7 34 (6.39%) Analyst
8 32 (6.02%) Lead
9 28 (5.26%) Python Developer
10 26 (4.89%) Data Architect
11 22 (4.14%) Data Scientist
12 20 (3.76%) Data Analyst
13 19 (3.57%) AWS Engineer
14 16 (3.01%) AWS Developer
14 16 (3.01%) JavaScript Developer
15 14 (2.63%) AWS Data Engineer
16 13 (2.44%) Python Engineer
17 12 (2.26%) Artificial Intelligence Engineer
17 12 (2.26%) Lead Data Engineer
Libraries, Frameworks & Software Standards
1 61 (11.47%) PySpark
2 58 (10.90%) Kafka
3 33 (6.20%) NumPy
4 32 (6.02%) Pandas
5 24 (4.51%) FastAPI
5 24 (4.51%) Flask
6 19 (3.57%) React
7 17 (3.20%) PyTorch
7 17 (3.20%) Vue
8 16 (3.01%) AngularJS
8 16 (3.01%) Polars
8 16 (3.01%) SciPy
9 15 (2.82%) scikit-learn
10 13 (2.44%) RESTful
10 13 (2.44%) TensorFlow
11 11 (2.07%) Spark Streaming
12 10 (1.88%) Jinja
13 8 (1.50%) JSON
14 7 (1.32%) Apache Avro
14 7 (1.32%) Elastic Stack
Miscellaneous
1 39 (7.33%) Cloud Native
2 25 (4.70%) Foreign Exchange (FX)
3 17 (3.20%) Algorithms
4 16 (3.01%) Hedge funds
5 14 (2.63%) Distributed Computing
6 12 (2.26%) Data Protection Act
6 12 (2.26%) Data Structures
6 12 (2.26%) Fixed Income
7 9 (1.69%) Distributed Systems
7 9 (1.69%) Legacy Systems
7 9 (1.69%) Product Ownership
8 8 (1.50%) Equities
8 8 (1.50%) Hybrid Cloud
8 8 (1.50%) Onboarding
9 7 (1.32%) Enterprise Software
9 7 (1.32%) Greenfield Project
9 7 (1.32%) IoT
9 7 (1.32%) Reinsurance
9 7 (1.32%) Renewable Energy
10 6 (1.13%) Data Fabric
Operating Systems
1 40 (7.52%) Linux
2 7 (1.32%) Windows
3 4 (0.75%) Debian
3 4 (0.75%) Ubuntu
3 4 (0.75%) Windows Server
3 4 (0.75%) Windows Server 2016
4 3 (0.56%) Android
4 3 (0.56%) Unix
Processes & Methodologies
1 227 (42.67%) Data Pipeline
2 208 (39.10%) ETL
3 204 (38.35%) Data Modelling
4 201 (37.78%) Analytics
5 190 (35.71%) CI/CD
6 126 (23.68%) Business Intelligence
6 126 (23.68%) DevOps
7 122 (22.93%) Agile
8 116 (21.80%) Data Science
9 106 (19.92%) Machine Learning
10 105 (19.74%) Data Governance
11 103 (19.36%) Artificial Intelligence
12 100 (18.80%) Problem-Solving
13 78 (14.66%) Data Integration
14 74 (13.91%) Decision-Making
15 71 (13.35%) Visualisation
16 62 (11.65%) Data Architecture
17 60 (11.28%) Infrastructure as Code
18 59 (11.09%) Data Transformation
19 51 (9.59%) Actionable Insight
Programming Languages
1 324 (60.90%) Python
2 278 (52.26%) SQL
3 48 (9.02%) Java
3 48 (9.02%) Scala
4 27 (5.08%) C#
5 25 (4.70%) C++
6 20 (3.76%) JavaScript
7 17 (3.20%) Rust
8 16 (3.01%) Data Analysis Expressions
9 14 (2.63%) Bicep
10 13 (2.44%) R
11 12 (2.26%) Shell Script
11 12 (2.26%) T-SQL
12 6 (1.13%) PowerShell
13 4 (0.75%) Bash
13 4 (0.75%) PL/SQL
13 4 (0.75%) TypeScript
13 4 (0.75%) VBA
14 3 (0.56%) Groovy
14 3 (0.56%) Korn
Qualifications
1 73 (13.72%) Security Cleared
2 55 (10.34%) SC Cleared
3 43 (8.08%) Degree
4 27 (5.08%) Azure Certification
5 21 (3.95%) Computer Science Degree
6 16 (3.01%) Master's Degree
7 14 (2.63%) AWS Certification
8 11 (2.07%) DV Cleared
9 6 (1.13%) AWS Certified Solutions Architect
9 6 (1.13%) BPSS Clearance
10 5 (0.94%) PMI Certification
10 5 (0.94%) PMP
10 5 (0.94%) SnowPro
11 3 (0.56%) MCP
11 3 (0.56%) Microsoft Certification
11 3 (0.56%) Tableau Certification
12 2 (0.38%) ISTQB
13 1 (0.19%) CTC Cleared
13 1 (0.19%) IBM Certification
13 1 (0.19%) PhD
Quality Assurance & Compliance
1 136 (25.56%) Data Quality
2 32 (6.02%) GDPR
3 17 (3.20%) Accessibility
4 14 (2.63%) QA
5 6 (1.13%) ISO/IEC 27001
5 6 (1.13%) NIST
6 5 (0.94%) HIPAA
7 3 (0.56%) PMO
8 1 (0.19%) GMP
8 1 (0.19%) GRC
8 1 (0.19%) HL7
8 1 (0.19%) ISO 19650
8 1 (0.19%) ISO/IEC 20000
8 1 (0.19%) NCSC
8 1 (0.19%) Sarbanes-Oxley
8 1 (0.19%) Solvency II
System Software
1 70 (13.16%) Docker
2 12 (2.26%) HDFS
3 7 (1.32%) Active Directory
Systems Management
1 81 (15.23%) Terraform
2 60 (11.28%) Kubernetes
3 11 (2.07%) Ansible
4 10 (1.88%) Hadoop YARN
5 6 (1.13%) Control-M
6 5 (0.94%) logstash
6 5 (0.94%) Puppet
6 5 (0.94%) Single Sign-On
7 4 (0.75%) Argo
7 4 (0.75%) Grafana
7 4 (0.75%) vCenter Server
8 3 (0.56%) Istio
8 3 (0.56%) Kibana
8 3 (0.56%) Kubeflow
8 3 (0.56%) Oozie
9 1 (0.19%) HAProxy
9 1 (0.19%) Prometheus
Vendors
1 133 (25.00%) Databricks
2 87 (16.35%) Microsoft
3 44 (8.27%) Google
4 26 (4.89%) Oracle
5 19 (3.57%) Informatica
6 11 (2.07%) OpenAI
6 11 (2.07%) SAP
7 8 (1.50%) Palantir
7 8 (1.50%) VMware
8 7 (1.32%) Talend
9 6 (1.13%) Cloudera
9 6 (1.13%) Red Hat
9 6 (1.13%) StreamSets
10 5 (0.94%) Adobe
10 5 (0.94%) IBM
10 5 (0.94%) MicroStrategy
10 5 (0.94%) Splunk
11 4 (0.75%) EMC
11 4 (0.75%) Foundry
11 4 (0.75%) Murex