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 8 April 2026, with comparisons to the same periods in the previous two years.

6 months to
8 Apr 2026
Same period 2025 Same period 2024
Rank 86 152 214
Rank change year-on-year +66 +62 -12
Contract jobs citing Data Engineering 1,160 453 411
As % of all contract jobs in England 2.97% 1.86% 1.10%
As % of the Processes & Methodologies category 3.46% 2.05% 1.27%
Number of daily rates quoted 813 318 308
10th Percentile £400 £400 £413
25th Percentile £450 £460 £475
Median daily rate (50th Percentile) £525 £550 £560
Median % change year-on-year -4.55% -1.79% -6.67%
75th Percentile £625 £688 £675
90th Percentile £750 £838 £750
UK median daily rate £525 £525 £550
% change year-on-year - -4.55% -8.33%
Number of hourly rates quoted 15 12 11
10th Percentile £53.45 £22.00 £30.37
25th Percentile £65.00 £22.38 £33.13
Median hourly rate £70.00 £25.97 £35.00
Median % change year-on-year +169.59% -25.81% -53.33%
75th Percentile £80.88 £35.94 £55.13
90th Percentile £89.00 £63.88 £60.00
UK median hourly rate £70.00 £25.97 £35.00
% change year-on-year +169.59% -25.81% -1.41%

All Process & 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 33,535 22,134 32,375
As % of all contract IT jobs advertised in England 85.78% 90.89% 86.64%
Number of daily rates quoted 21,490 14,584 21,356
10th Percentile £313 £313 £300
25th Percentile £413 £413 £413
Median daily rate (50th Percentile) £505 £525 £525
Median % change year-on-year -3.81% - -4.55%
75th Percentile £614 £638 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £525 £525
% change year-on-year -4.76% - -4.55%
Number of hourly rates quoted 2,083 869 2,177
10th Percentile £15.50 £14.99 £12.92
25th Percentile £19.72 £19.00 £15.89
Median hourly rate £39.00 £32.50 £33.07
Median % change year-on-year +20.00% -1.71% -11.83%
75th Percentile £65.60 £65.00 £58.69
90th Percentile £77.50 £75.65 £70.43
UK median hourly rate £36.00 £31.51 £33.00
% change year-on-year +14.25% -4.52% -11.17%

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 8 April 2026.

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 8 April 2026.

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 8 April 2026. 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 +57 743 £550 -4.35% 253
North of England +2 119 £475 -5.00% 110
Midlands +30 118 £517 +3.35% 51
West Midlands +12 93 £525 -2.78% 36
South West +16 71 £525 -16.00% 49
North West -9 50 £480 +1.05% 59
Yorkshire -18 49 £478 -16.96% 40
South East -24 47 £538 +7.50% 111
East of England -20 23 £575 +35.29% 34
East Midlands -14 22 £447 -5.89% 15
North East +1 20 £450 -5.26% 13
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
1 177 (15.26%) Apache Spark
2 118 (10.17%) Apache Airflow
3 77 (6.64%) Apache
4 27 (2.33%) SAS
5 20 (1.72%) Palantir Foundry
6 11 (0.95%) Confluence
7 8 (0.69%) Appian
8 7 (0.60%) Apache Superset
9 4 (0.34%) Jupyter
9 4 (0.34%) Microsoft Exchange
10 2 (0.17%) Apache Synapse
10 2 (0.17%) SharePoint
11 1 (0.086%) ArcGIS
11 1 (0.086%) Camunda
11 1 (0.086%) CMS
11 1 (0.086%) IBM HTTP Server
Applications
1 23 (1.98%) Microsoft Excel
2 10 (0.86%) Microsoft PowerPoint
3 8 (0.69%) Microsoft Office
4 6 (0.52%) Spreadsheet
5 4 (0.34%) MS Visio
6 3 (0.26%) Microsoft Project
6 3 (0.26%) Trello
7 2 (0.17%) Chatbot
Business Applications
1 4 (0.34%) Aladdin
1 4 (0.34%) BambooHR
2 3 (0.26%) Salesforce CRM
2 3 (0.26%) SAP BPC
3 2 (0.17%) SAP S/4HANA
4 1 (0.086%) Actimize
4 1 (0.086%) Markit EDM
4 1 (0.086%) Maximo
4 1 (0.086%) Misys Midas
4 1 (0.086%) SAP ECC
Cloud Services
1 544 (46.90%) Azure
2 410 (35.34%) AWS
3 267 (23.02%) Power Platform
4 190 (16.38%) Azure Data Factory
5 163 (14.05%) GCP
6 140 (12.07%) Azure Synapse Analytics
6 140 (12.07%) Snowflake
7 125 (10.78%) Amazon S3
7 125 (10.78%) GitHub
8 108 (9.31%) dbt
9 97 (8.36%) Azure DevOps
9 97 (8.36%) Serverless
10 78 (6.72%) AWS Lambda
11 76 (6.55%) GitHub Actions
12 47 (4.05%) AWS CloudFormation
13 27 (2.33%) AWS Step Functions
14 26 (2.24%) Collibra
14 26 (2.24%) Dagster
15 25 (2.16%) Amazon Kinesis
16 22 (1.90%) Amazon SageMaker
Communications & Networking
1 5 (0.43%) RTP
2 4 (0.34%) Cisco IPT
2 4 (0.34%) Kerberos
2 4 (0.34%) Network Security
3 3 (0.26%) VPN
4 1 (0.086%) 4G
4 1 (0.086%) 5G
4 1 (0.086%) Firewall
4 1 (0.086%) SAN
4 1 (0.086%) SMS
4 1 (0.086%) TCP/IP
Database & Business Intelligence
1 242 (20.86%) Power BI
2 229 (19.74%) Data Warehouse
3 183 (15.78%) Data Lake
4 106 (9.14%) Metadata
5 79 (6.81%) SQL Server
6 78 (6.72%) NoSQL
7 76 (6.55%) Big Data
7 76 (6.55%) Delta Lake
8 65 (5.60%) Tableau
9 64 (5.52%) Amazon Redshift
9 64 (5.52%) Azure SQL Database
10 61 (5.26%) Snowflake Schema
11 58 (5.00%) BigQuery
12 54 (4.66%) Relational Database
13 52 (4.48%) Amazon Athena
14 45 (3.88%) PostgreSQL
15 38 (3.28%) Hadoop
15 38 (3.28%) SQL Server Integration Services
16 33 (2.84%) Spark SQL
17 23 (1.98%) Data Vault
Development Applications
1 147 (12.67%) Git
2 49 (4.22%) GitLab
3 41 (3.53%) MLflow
4 40 (3.45%) Jenkins
5 30 (2.59%) JIRA
6 7 (0.60%) Selenium
7 6 (0.52%) SonarQube
8 3 (0.26%) JUnit
8 3 (0.26%) Maven
8 3 (0.26%) Postman
8 3 (0.26%) Robot Framework
8 3 (0.26%) Terragrunt
9 2 (0.17%) Bitbucket
9 2 (0.17%) Cucumber
9 2 (0.17%) Mockito
9 2 (0.17%) Snyk
9 2 (0.17%) Visual Studio
9 2 (0.17%) Visual Studio Code
10 1 (0.086%) Artifactory
10 1 (0.086%) Octopus Deploy
General
1 285 (24.57%) Finance
1 285 (24.57%) Social Skills
2 177 (15.26%) Analytical Skills
3 98 (8.45%) Public Sector
4 60 (5.17%) Banking
5 27 (2.33%) Inclusion and Diversity
6 20 (1.72%) Retail
7 17 (1.47%) Documentation Skills
8 16 (1.38%) Front Office
8 16 (1.38%) Marketing
9 15 (1.29%) Influencing Skills
9 15 (1.29%) Telecoms
10 13 (1.12%) Investment Banking
10 13 (1.12%) Legal
11 12 (1.03%) Financial Institution
12 8 (0.69%) Pharmaceutical
13 6 (0.52%) Back Office
13 6 (0.52%) Law
13 6 (0.52%) Military
13 6 (0.52%) Publishing
Job Titles
1 558 (48.10%) Data Engineer
2 151 (13.02%) Senior
3 134 (11.55%) Lead
4 106 (9.14%) Architect
4 106 (9.14%) Senior Data Engineer
5 71 (6.12%) Azure Engineer
6 69 (5.95%) Developer
7 59 (5.09%) Azure Data Engineer
8 56 (4.83%) Data Architect
9 55 (4.74%) Analyst
9 55 (4.74%) Lead Data Engineer
10 47 (4.05%) AWS Engineer
11 46 (3.97%) Snowflake Engineer
12 43 (3.71%) Data Scientist
13 39 (3.36%) Snowflake Data Engineer
14 36 (3.10%) Consultant
15 33 (2.84%) Artificial Intelligence Engineer
15 33 (2.84%) AWS Data Engineer
16 32 (2.76%) Data Analyst
17 30 (2.59%) Principal Engineer
Libraries, Frameworks & Software Standards
1 184 (15.86%) PySpark
2 144 (12.41%) Kafka
3 56 (4.83%) Pandas
4 43 (3.71%) PyTorch
4 43 (3.71%) scikit-learn
5 37 (3.19%) NumPy
6 34 (2.93%) TensorFlow
7 29 (2.50%) JSON
8 24 (2.07%) REST
9 23 (1.98%) Spring
9 23 (1.98%) YAML
10 22 (1.90%) pytest
11 21 (1.81%) React
11 21 (1.81%) RESTful
12 20 (1.72%) FastAPI
12 20 (1.72%) LangChain
13 18 (1.55%) Flask
13 18 (1.55%) Great Expectations
14 16 (1.38%) Spring Boot
15 14 (1.21%) OAuth
Miscellaneous
1 146 (12.59%) Cloud Native
2 39 (3.36%) Product Ownership
3 38 (3.28%) Distributed Systems
4 36 (3.10%) Legacy Systems
5 29 (2.50%) Algorithms
5 29 (2.50%) Data Structures
6 28 (2.41%) Distributed Computing
7 21 (1.81%) Hybrid Cloud
7 21 (1.81%) Onboarding
8 20 (1.72%) AI Agents
8 20 (1.72%) Greenfield Project
9 17 (1.47%) Analytical Mindset
9 17 (1.47%) Data Protection Act
10 15 (1.29%) Clustering
11 14 (1.21%) NHS
12 12 (1.03%) Fixed Income
13 10 (0.86%) Management Information System
13 10 (0.86%) Self-Motivation
14 9 (0.78%) Derivative
15 8 (0.69%) Replication
Operating Systems
1 28 (2.41%) Linux
2 16 (1.38%) Unix
3 8 (0.69%) VMS
4 3 (0.26%) Windows
5 2 (0.17%) Ubuntu
5 2 (0.17%) Windows Server
6 1 (0.086%) CentOS
6 1 (0.086%) Debian
Processes & Methodologies
1 589 (50.78%) Analytics
2 527 (45.43%) Data Pipeline
3 464 (40.00%) ETL
4 457 (39.40%) Data Modelling
5 396 (34.14%) CI/CD
6 304 (26.21%) AI
7 302 (26.03%) Business Intelligence
8 292 (25.17%) DevOps
9 286 (24.66%) Agile
10 281 (24.22%) Data Governance
11 231 (19.91%) Machine Learning
12 222 (19.14%) Problem-Solving
13 218 (18.79%) Data Science
14 188 (16.21%) Data Architecture
15 145 (12.50%) Decision-Making
16 132 (11.38%) Validation
17 131 (11.29%) Infrastructure as Code
18 123 (10.60%) Data Transformation
19 118 (10.17%) Migration
20 113 (9.74%) Performance Tuning
Programming Languages
1 656 (56.55%) Python
2 626 (53.97%) SQL
3 98 (8.45%) Java
4 67 (5.78%) Scala
5 43 (3.71%) C#
6 39 (3.36%) Data Analysis Expressions
7 29 (2.50%) Bash
7 29 (2.50%) PowerShell
8 23 (1.98%) JavaScript
9 21 (1.81%) R
9 21 (1.81%) T-SQL
10 19 (1.64%) Bicep
11 14 (1.21%) Go
12 12 (1.03%) TypeScript
13 10 (0.86%) Shell Script
14 9 (0.78%) PL/SQL
15 6 (0.52%) Korn
16 5 (0.43%) C++
16 5 (0.43%) SAS Macro
17 3 (0.26%) Rust
Qualifications
1 237 (20.43%) Security Cleared
2 203 (17.50%) SC Cleared
3 81 (6.98%) Degree
4 45 (3.88%) Azure Certification
5 38 (3.28%) Computer Science Degree
6 31 (2.67%) Master's Degree
7 18 (1.55%) DV Cleared
8 16 (1.38%) BPSS Clearance
9 12 (1.03%) AWS Certification
10 9 (0.78%) PhD
11 8 (0.69%) Microsoft Certification
12 4 (0.34%) DBS Check
12 4 (0.34%) Microsoft Certified Professional
13 3 (0.26%) SnowPro
14 2 (0.17%) AWS Certified Solutions Architect
14 2 (0.17%) Tableau Certification
15 1 (0.086%) (ISC)2 CCSP
15 1 (0.086%) CCSP
15 1 (0.086%) OCP
15 1 (0.086%) Oracle Certification
Quality Assurance & Compliance
1 324 (27.93%) Data Quality
2 91 (7.84%) GDPR
3 43 (3.71%) QA
4 13 (1.12%) Sarbanes-Oxley
5 8 (0.69%) Accessibility
6 6 (0.52%) HIPAA
7 5 (0.43%) ISO/IEC 27001
7 5 (0.43%) PERC
7 5 (0.43%) SOC 2
8 4 (0.34%) California Consumer Privacy Act
8 4 (0.34%) SLA
8 4 (0.34%) Solvency II
9 3 (0.26%) GRC
9 3 (0.26%) WCAG
10 2 (0.17%) HL7
10 2 (0.17%) MiFID
10 2 (0.17%) NIST
10 2 (0.17%) PCI DSS
10 2 (0.17%) PMO
11 1 (0.086%) NCSC
System Software
1 126 (10.86%) Docker
2 5 (0.43%) HDFS
3 3 (0.26%) Virtual Machines
4 1 (0.086%) Active Directory
4 1 (0.086%) Apache ZooKeeper
Systems Management
1 166 (14.31%) Terraform
2 126 (10.86%) Kubernetes
3 26 (2.24%) Prometheus
4 14 (1.21%) Grafana
5 5 (0.43%) Ansible
5 5 (0.43%) Argo
6 4 (0.34%) Kubeflow
7 3 (0.26%) Nagios
7 3 (0.26%) Rancher
8 2 (0.17%) Hadoop YARN
8 2 (0.17%) Kibana
8 2 (0.17%) Thomson Reuters DACS
9 1 (0.086%) Apache Ranger
9 1 (0.086%) Control-M
9 1 (0.086%) HP Fortify
9 1 (0.086%) IBM Guardium
9 1 (0.086%) Oozie
Vendors
1 334 (28.79%) Databricks
2 178 (15.34%) Microsoft
3 58 (5.00%) Google
4 49 (4.22%) Informatica
5 35 (3.02%) Oracle
6 27 (2.33%) Foundry
6 27 (2.33%) Talend
7 22 (1.90%) Palantir
8 21 (1.81%) OpenAI
9 19 (1.64%) Splunk
10 17 (1.47%) SAP
11 15 (1.29%) Cloudera
12 11 (0.95%) Denodo
13 10 (0.86%) ServiceNow
14 9 (0.78%) Salesforce
14 9 (0.78%) UiPath
15 8 (0.69%) Automation Anywhere
16 6 (0.52%) MicroStrategy
17 5 (0.43%) IBM
17 5 (0.43%) Virgin Media