Data Engineering Contract Job Trends

Data Engineering
UK

The table below provides summary statistics and contractor rates for jobs requiring Data Engineering skills. It covers contract job vacancies from the 6 months leading up to 10 January 2026, with comparisons to the same periods in the previous two years.

6 months to
10 Jan 2026
Same period 2025 Same period 2024
Rank 114 173 220
Rank change year-on-year +59 +47 +17
Contract jobs citing Data Engineering 867 489 470
As % of all contract jobs in the UK 2.37% 1.53% 1.10%
As % of the Processes & Methodologies category 2.69% 1.73% 1.25%
Number of daily rates quoted 574 339 352
10th Percentile £363 £387 £400
25th Percentile £413 £459 £467
Median daily rate (50th Percentile) £513 £550 £550
Median % change year-on-year -6.82% - -8.33%
75th Percentile £625 £650 £675
90th Percentile £745 £800 £742
UK excluding London median daily rate £475 £500 £550
% change year-on-year -5.00% -9.09% +1.85%
Number of hourly rates quoted 5 13 9
10th Percentile £41.15 £21.25 £35.00
25th Percentile £50.00 £22.00 £35.63
Median hourly rate £74.26 £25.43 £42.31
Median % change year-on-year +192.02% -39.89% -43.59%
75th Percentile £87.50 £28.15 £78.00
90th Percentile £101.00 £57.63 £79.40
UK excluding London median hourly rate £62.13 £25.43 £78.00
% change year-on-year +144.32% -67.40% +63.50%

All Process & Methodology Skills
UK

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.

Contract vacancies with a requirement for process or methodology skills 32,180 28,256 37,599
As % of all contract IT jobs advertised in the UK 87.89% 88.57% 87.71%
Number of daily rates quoted 20,310 17,164 24,974
10th Percentile £304 £306 £305
25th Percentile £406 £413 £419
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £615 £638 £650
90th Percentile £724 £738 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,978 898 1,563
10th Percentile £14.59 £15.62 £14.25
25th Percentile £17.69 £20.50 £18.50
Median hourly rate £25.15 £32.50 £42.19
Median % change year-on-year -22.62% -22.97% +23.04%
75th Percentile £55.00 £62.12 £65.00
90th Percentile £69.65 £75.00 £77.40
UK excluding London median hourly rate £23.83 £30.41 £44.50
% change year-on-year -21.64% -31.67% +62.56%

Data Engineering
Job Vacancy Trend

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

Data Engineering job vacancy trend in the UK

Data Engineering
Daily Rate Trend

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

Contractor daily rate distribution trend for jobs in the UK citing Data Engineering

Data Engineering
Daily Rate Histogram

Daily rate distribution for jobs citing Data Engineering over the 6 months to 10 January 2026.

Daily rate histogram for Data Engineering in the UK

Data Engineering
Hourly Rate Trend

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

Contractor hourly rate distribution trend for jobs in the UK citing Data Engineering

Data Engineering
Hourly Rate Histogram

Hourly rate distribution of jobs citing Data Engineering over the 6 months to 10 January 2026.

Hourly rate histogram for Data Engineering in the UK

Data Engineering
Top 17 Contract Job Locations

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 UK over the 6 months to 10 January 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
England +59 768 £520 -9.57% 653
London +67 544 £550 -4.35% 199
Work from Home +22 253 £550 -4.35% 279
UK excluding London +8 231 £475 -5.00% 559
North of England -7 73 £450 -18.18% 113
Midlands -1 62 £542 +8.30% 73
North West -4 47 £440 -12.00% 53
West Midlands -11 44 £550 +10.00% 29
Scotland +20 36 £402 -6.78% 18
South East -17 29 £513 -5.96% 200
South West -16 28 £550 -17.60% 68
East Midlands -4 18 £429 -31.40% 42
Yorkshire -45 14 £500 -9.09% 41
North East +1 12 £425 -28.87% 19
East of England -17 12 £500 +29.87% 67
Wales -14 2 £495 -1.00% 22
Northern Ireland - 2 £430 - 9

Data Engineering
Co-Occurring Skills & Capabilities 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
1 125 (14.42%) Apache Spark
2 106 (12.23%) Apache Airflow
3 64 (7.38%) Apache
4 13 (1.50%) Confluence
5 4 (0.46%) Appian
5 4 (0.46%) SAS
6 2 (0.23%) Jupyter
7 1 (0.12%) Apache Pig
7 1 (0.12%) ArcGIS
7 1 (0.12%) CMS
7 1 (0.12%) Luigi
7 1 (0.12%) SharePoint
Applications
1 18 (2.08%) Microsoft Excel
2 8 (0.92%) Microsoft PowerPoint
3 6 (0.69%) Chatbot
4 3 (0.35%) Microsoft Project
4 3 (0.35%) MS Visio
4 3 (0.35%) Trello
5 2 (0.23%) Microsoft Office
6 1 (0.12%) Adobe XD
Business Applications
1 6 (0.69%) Aladdin
2 3 (0.35%) Dynamics CRM
3 2 (0.23%) Eagle PACE
3 2 (0.23%) Markit EDM
4 1 (0.12%) Actimize
4 1 (0.12%) Maximo
4 1 (0.12%) Misys Midas
4 1 (0.12%) Salesforce CRM
4 1 (0.12%) SAP BPC
4 1 (0.12%) SAP ERP
4 1 (0.12%) Workday HCM
Cloud Services
1 393 (45.33%) Azure
2 297 (34.26%) AWS
3 159 (18.34%) Power Platform
4 155 (17.88%) Azure Data Factory
5 124 (14.30%) GCP
6 121 (13.96%) Snowflake
7 99 (11.42%) Azure Synapse Analytics
8 97 (11.19%) Amazon S3
9 89 (10.27%) GitHub
10 85 (9.80%) Serverless
11 75 (8.65%) dbt
12 70 (8.07%) Azure DevOps
13 64 (7.38%) AWS Lambda
14 60 (6.92%) GitHub Actions
15 36 (4.15%) AWS CloudFormation
16 25 (2.88%) AWS Step Functions
17 22 (2.54%) Amazon SageMaker
17 22 (2.54%) Azure Machine Learning
18 20 (2.31%) Cloud Computing
19 19 (2.19%) Amazon EMR
Communications & Networking
1 4 (0.46%) Cisco IPT
1 4 (0.46%) Kerberos
1 4 (0.46%) Network Security
1 4 (0.46%) TCP/IP
2 3 (0.35%) Firewall
2 3 (0.35%) SSH
2 3 (0.35%) SSL
2 3 (0.35%) VPN
3 2 (0.23%) DNS
4 1 (0.12%) MQTT
4 1 (0.12%) SAN
4 1 (0.12%) SMS
Database & Business Intelligence
1 166 (19.15%) Data Warehouse
2 154 (17.76%) Power BI
3 118 (13.61%) Data Lake
4 71 (8.19%) Metadata
5 57 (6.57%) NoSQL
6 56 (6.46%) Big Data
7 51 (5.88%) SQL Server
8 50 (5.77%) Azure SQL Database
8 50 (5.77%) Relational Database
9 49 (5.65%) Delta Lake
10 43 (4.96%) BigQuery
11 41 (4.73%) Snowflake Schema
12 39 (4.50%) Amazon Redshift
13 38 (4.38%) PostgreSQL
14 36 (4.15%) Tableau
15 35 (4.04%) Amazon Athena
15 35 (4.04%) Hadoop
16 23 (2.65%) RDBMS
17 19 (2.19%) Spark SQL
17 19 (2.19%) SQL Server Integration Services
Development Applications
1 134 (15.46%) Git
2 47 (5.42%) Jenkins
3 46 (5.31%) GitLab
4 34 (3.92%) MLflow
5 24 (2.77%) JIRA
6 9 (1.04%) Visual Studio Code
7 7 (0.81%) SonarQube
8 4 (0.46%) Cucumber
8 4 (0.46%) Poetry
9 3 (0.35%) JMeter
9 3 (0.35%) Selenium
10 2 (0.23%) ERwin
10 2 (0.23%) JUnit
10 2 (0.23%) Maven
10 2 (0.23%) PyCharm
10 2 (0.23%) Pylint
10 2 (0.23%) Sonatype Nexus
10 2 (0.23%) TeamCity
10 2 (0.23%) TestRail
10 2 (0.23%) Zephyr
General
1 243 (28.03%) Social Skills
2 205 (23.64%) Finance
3 110 (12.69%) Analytical Skills
4 59 (6.81%) Public Sector
5 56 (6.46%) Banking
6 23 (2.65%) Investment Banking
7 20 (2.31%) Inclusion and Diversity
8 17 (1.96%) Retail
9 15 (1.73%) Front Office
9 15 (1.73%) Pharmaceutical
10 14 (1.61%) Influencing Skills
11 13 (1.50%) Marketing
12 11 (1.27%) Legal
13 9 (1.04%) Publishing
14 8 (0.92%) Military
15 7 (0.81%) Documentation Skills
15 7 (0.81%) Telecoms
16 6 (0.69%) Back Office
16 6 (0.69%) Presentation Skills
17 5 (0.58%) Health Technology
Job Titles
1 371 (42.79%) Data Engineer
2 111 (12.80%) Senior
3 92 (10.61%) Lead
4 75 (8.65%) Azure Engineer
5 73 (8.42%) Senior Data Engineer
6 62 (7.15%) Developer
7 59 (6.81%) Architect
8 53 (6.11%) Azure Data Engineer
9 45 (5.19%) Artificial Intelligence Engineer
10 43 (4.96%) Analyst
11 39 (4.50%) AWS Engineer
11 39 (4.50%) Python Engineer
12 37 (4.27%) Snowflake Engineer
13 31 (3.58%) Data Scientist
14 30 (3.46%) Data Architect
15 29 (3.34%) Snowflake Data Engineer
16 25 (2.88%) AWS Data Engineer
17 24 (2.77%) Lead Data Engineer
17 24 (2.77%) Python Data Engineer
18 23 (2.65%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 162 (18.69%) PySpark
2 88 (10.15%) Kafka
3 62 (7.15%) Pandas
4 49 (5.65%) PyTorch
5 47 (5.42%) NumPy
6 44 (5.07%) TensorFlow
7 41 (4.73%) FastAPI
8 35 (4.04%) Flask
9 32 (3.69%) scikit-learn
10 31 (3.58%) RESTful
11 24 (2.77%) LangChain
11 24 (2.77%) React
12 20 (2.31%) JSON
12 20 (2.31%) pytest
13 18 (2.08%) REST
14 15 (1.73%) OAuth
14 15 (1.73%) Spark Streaming
14 15 (1.73%) YAML
15 14 (1.61%) Hugging Face
16 13 (1.50%) Polars
Miscellaneous
1 81 (9.34%) Cloud Native
2 44 (5.07%) Algorithms
3 25 (2.88%) Distributed Computing
4 22 (2.54%) Distributed Systems
4 22 (2.54%) Product Ownership
5 21 (2.42%) Data Structures
6 19 (2.19%) Data Protection Act
6 19 (2.19%) Onboarding
7 17 (1.96%) Foreign Exchange (FX)
8 15 (1.73%) Hybrid Cloud
8 15 (1.73%) Legacy Systems
9 14 (1.61%) Hedge funds
10 12 (1.38%) AI Agents
10 12 (1.38%) Analytical Mindset
11 11 (1.27%) Life Science
12 10 (1.15%) Clustering
12 10 (1.15%) Data Fabric
12 10 (1.15%) Enterprise Software
13 9 (1.04%) Derivative
13 9 (1.04%) Greenfield Project
Operating Systems
1 30 (3.46%) Linux
2 3 (0.35%) VMS
3 2 (0.23%) Android
3 2 (0.23%) Ubuntu
3 2 (0.23%) Windows
4 1 (0.12%) CentOS
4 1 (0.12%) Debian
Processes & Methodologies
1 378 (43.60%) Data Pipeline
2 320 (36.91%) Analytics
3 319 (36.79%) ETL
4 309 (35.64%) CI/CD
5 298 (34.37%) Data Modelling
6 221 (25.49%) AI
7 209 (24.11%) Data Governance
8 199 (22.95%) Agile
8 199 (22.95%) DevOps
9 198 (22.84%) Machine Learning
10 185 (21.34%) Business Intelligence
11 174 (20.07%) Problem-Solving
12 172 (19.84%) Data Science
13 144 (16.61%) Data Architecture
14 101 (11.65%) Infrastructure as Code
15 93 (10.73%) Containerisation
15 93 (10.73%) Data Integration
16 82 (9.46%) LLM
17 80 (9.23%) Data Transformation
18 79 (9.11%) Validation
Programming Languages
1 546 (62.98%) Python
2 428 (49.37%) SQL
3 60 (6.92%) Scala
4 52 (6.00%) Java
5 37 (4.27%) C#
6 33 (3.81%) JavaScript
7 26 (3.00%) PowerShell
8 23 (2.65%) C++
9 21 (2.42%) Bash
10 19 (2.19%) Data Analysis Expressions
11 18 (2.08%) Bicep
11 18 (2.08%) T-SQL
12 16 (1.85%) PL/SQL
12 16 (1.85%) R
13 15 (1.73%) Go
13 15 (1.73%) TypeScript
14 13 (1.50%) Rust
15 12 (1.38%) Shell Script
16 7 (0.81%) Korn
17 4 (0.46%) Groovy
Qualifications
1 157 (18.11%) Security Cleared
2 129 (14.88%) SC Cleared
3 67 (7.73%) Degree
4 49 (5.65%) Azure Certification
5 30 (3.46%) Master's Degree
6 28 (3.23%) Computer Science Degree
7 18 (2.08%) DV Cleared
8 16 (1.85%) AWS Certification
9 14 (1.61%) Microsoft Certification
10 12 (1.38%) PhD
11 7 (0.81%) MCP
12 6 (0.69%) BPSS Clearance
13 5 (0.58%) DBS Check
14 3 (0.35%) Tableau Certification
15 2 (0.23%) AWS Certified Solutions Architect
15 2 (0.23%) CBAP
15 2 (0.23%) ISTQB
15 2 (0.23%) SnowPro
16 1 (0.12%) APMG
16 1 (0.12%) OCP
Quality Assurance & Compliance
1 221 (25.49%) Data Quality
2 63 (7.27%) GDPR
3 27 (3.11%) QA
4 19 (2.19%) Accessibility
5 9 (1.04%) Sarbanes-Oxley
6 8 (0.92%) HIPAA
7 5 (0.58%) PERC
8 4 (0.46%) California Consumer Privacy Act
8 4 (0.46%) ISO/IEC 27001
8 4 (0.46%) SOC 2
8 4 (0.46%) WCAG
9 3 (0.35%) Disclosure Scotland
10 2 (0.23%) HL7
10 2 (0.23%) PCI DSS
10 2 (0.23%) PMO
11 1 (0.12%) AIFMD
11 1 (0.12%) Dodd-Frank
11 1 (0.12%) EMIR
11 1 (0.12%) NCSC
11 1 (0.12%) Solvency II
System Software
1 138 (15.92%) Docker
2 16 (1.85%) HDFS
3 2 (0.23%) Active Directory
4 1 (0.12%) Apache ZooKeeper
4 1 (0.12%) ISA Server
4 1 (0.12%) Virtual Machines
Systems Management
1 133 (15.34%) Terraform
2 115 (13.26%) Kubernetes
3 15 (1.73%) Grafana
4 13 (1.50%) Ansible
5 11 (1.27%) Hadoop YARN
6 9 (1.04%) Prometheus
7 6 (0.69%) Argo
8 5 (0.58%) Puppet
9 4 (0.46%) Control-M
10 3 (0.35%) Istio
10 3 (0.35%) Kibana
10 3 (0.35%) logstash
10 3 (0.35%) Oozie
11 2 (0.23%) Kubeflow
11 2 (0.23%) Kustomize
11 2 (0.23%) Single Sign-On
11 2 (0.23%) vCenter Server
12 1 (0.12%) Apache Ranger
12 1 (0.12%) Systems Management Server (SMS)
Vendors
1 253 (29.18%) Databricks
2 111 (12.80%) Microsoft
3 45 (5.19%) Google
4 28 (3.23%) Oracle
5 17 (1.96%) Informatica
5 17 (1.96%) Palantir
6 15 (1.73%) Foundry
7 13 (1.50%) OpenAI
7 13 (1.50%) SAP
7 13 (1.50%) Talend
8 12 (1.38%) Cloudera
9 10 (1.15%) Salesforce
10 8 (0.92%) Virgin Media
11 6 (0.69%) Denodo
11 6 (0.69%) Guidewire
12 5 (0.58%) ServiceNow
13 4 (0.46%) Automation Anywhere
13 4 (0.46%) IBM
13 4 (0.46%) Red Hat
13 4 (0.46%) UiPath