ETL Contract Job Trends

Extract, Transform and Load (ETL)
UK

The table below provides summary statistics and contractor rates for jobs requiring ETL skills. It covers contract job vacancies from the 6 months leading up to 4 December 2025, with comparisons to the same periods in the previous two years.

6 months to
4 Dec 2025
Same period 2024 Same period 2023
Rank 90 80 101
Rank change year-on-year -10 +21 -3
Contract jobs citing ETL 1,048 1,022 1,051
As % of all contract jobs in the UK 2.87% 2.84% 2.35%
As % of the Processes & Methodologies category 3.22% 3.25% 2.65%
Number of daily rates quoted 750 678 801
10th Percentile £360 £355 £382
25th Percentile £413 £419 £431
Median daily rate (50th Percentile) £500 £510 £525
Median % change year-on-year -1.96% -2.86% -
75th Percentile £589 £625 £638
90th Percentile £675 £700 £704
UK excluding London median daily rate £500 £486 £525
% change year-on-year +2.83% -7.38% +0.96%
Number of hourly rates quoted 10 13 16
10th Percentile £32.50 - £44.64
25th Percentile £35.44 £26.25 £50.00
Median hourly rate £40.50 £42.50 £61.43
Median % change year-on-year -4.71% -30.81% +70.63%
75th Percentile £66.88 £60.75 £69.00
90th Percentile £82.23 £100.93 £72.00
UK excluding London median hourly rate £74.26 £27.50 £50.00
% change year-on-year +170.04% -45.00% +42.86%

All Process and Methodology Skills
UK

ETL 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 32,497 31,445 39,587
As % of all contract IT jobs advertised in the UK 89.04% 87.40% 88.54%
Number of daily rates quoted 20,429 19,051 26,476
10th Percentile £300 £310 £310
25th Percentile £405 £413 £425
Median daily rate (50th Percentile) £500 £525 £533
Median % change year-on-year -4.76% -1.50% -3.09%
75th Percentile £619 £638 £650
90th Percentile £725 £744 £745
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 2,092 1,104 1,536
10th Percentile £14.55 £15.25 £14.39
25th Percentile £17.50 £20.23 £19.06
Median hourly rate £25.15 £32.75 £43.63
Median % change year-on-year -23.21% -24.93% +24.64%
75th Percentile £45.53 £63.51 £65.00
90th Percentile £67.50 £73.75 £77.50
UK excluding London median hourly rate £22.85 £32.50 £43.90
% change year-on-year -29.71% -25.97% +36.12%

ETL
Job Vacancy Trend

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

ETL job vacancy trend in the UK

ETL
Daily Rate Trend

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

Contractor daily rate distribution trend for jobs in the UK citing ETL

ETL
Daily Rate Histogram

Daily rate distribution for jobs citing ETL over the 6 months to 4 December 2025.

Daily rate histogram for ETL in the UK

ETL
Hourly Rate Trend

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

Contractor hourly rate distribution trend for jobs in the UK citing ETL

ETL
Hourly Rate Histogram

Hourly rate distribution of jobs citing ETL over the 6 months to 4 December 2025.

Hourly rate histogram for ETL in the UK

ETL
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 ETL within the UK over the 6 months to 4 December 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
England -7 908 £500 -2.44% 345
London +2 543 £525 - 168
UK excluding London -15 378 £500 +2.83% 290
Work from Home -19 333 £523 +4.50% 244
Midlands -7 123 £515 +8.42% 36
North of England -43 97 £438 -2.78% 53
West Midlands -10 95 £520 +9.01% 23
North West -6 59 £413 -5.71% 34
South West +1 50 £525 -8.70% 29
South East -43 39 £450 -18.18% 129
Scotland +21 38 £481 +6.89% 19
Yorkshire -43 32 £475 +5.56% 11
East Midlands -2 28 £438 +15.13% 13
East of England -9 23 £563 +9.76% 19
Northern Ireland +8 13 £400 -23.81%
Wales -9 10 £498 -6.13% 6
North East -12 5 £444 -6.58% 8

ETL
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
1 106 (10.11%) Apache Airflow
2 103 (9.83%) Apache Spark
3 81 (7.73%) Apache
4 50 (4.77%) SAS
5 13 (1.24%) SharePoint
6 11 (1.05%) Confluence
7 8 (0.76%) Oracle Application Server
8 5 (0.48%) IIS
9 4 (0.38%) Luigi
10 3 (0.29%) ArcGIS
10 3 (0.29%) nginx
10 3 (0.29%) WebLogic
11 2 (0.19%) CMS
12 1 (0.095%) Anypoint
12 1 (0.095%) Apache Pig
12 1 (0.095%) Apache Superset
12 1 (0.095%) Apache Synapse
12 1 (0.095%) Microsoft Exchange
12 1 (0.095%) Moodle
12 1 (0.095%) Oracle SOA Suite
Applications
1 59 (5.63%) Microsoft Excel
2 12 (1.15%) Microsoft PowerPoint
3 9 (0.86%) Microsoft Office
4 3 (0.29%) Chatbot
4 3 (0.29%) Microsoft Project
4 3 (0.29%) MS Visio
5 2 (0.19%) Oracle Smart View
5 2 (0.19%) Spreadsheet
5 2 (0.19%) Trello
6 1 (0.095%) SPSS
Business Applications
1 17 (1.62%) SAP S/4HANA
2 7 (0.67%) Aladdin
2 7 (0.67%) SAP HR
3 6 (0.57%) Dynamics CRM
3 6 (0.57%) Payment Gateway
3 6 (0.57%) SAP PM
4 5 (0.48%) Maximo
4 5 (0.48%) NetSuite
5 4 (0.38%) Oracle EBS
6 3 (0.29%) Oracle General Ledger
6 3 (0.29%) Oracle Receivables
6 3 (0.29%) Sparx Enterprise Architect
6 3 (0.29%) Workday HCM
7 2 (0.19%) Distributed Ledger
7 2 (0.19%) Eagle PACE
7 2 (0.19%) Markit EDM
7 2 (0.19%) Oracle Assets
7 2 (0.19%) Oracle Cash Management
7 2 (0.19%) Remedy ITSM
7 2 (0.19%) SAP MDG
Cloud Services
1 403 (38.45%) Azure
2 352 (33.59%) AWS
3 214 (20.42%) Power Platform
4 163 (15.55%) Snowflake
5 162 (15.46%) GCP
6 148 (14.12%) Azure Data Factory
7 116 (11.07%) Amazon S3
8 105 (10.02%) Azure Synapse Analytics
9 90 (8.59%) Serverless
10 71 (6.77%) dbt
11 66 (6.30%) AWS Lambda
12 59 (5.63%) Azure DevOps
13 57 (5.44%) GitHub
14 33 (3.15%) AWS CloudFormation
15 31 (2.96%) Amazon EMR
16 28 (2.67%) SaaS
17 23 (2.19%) Azure Logic Apps
18 22 (2.10%) GitHub Actions
19 21 (2.00%) Dynamics 365
19 21 (2.00%) Power Automate
Communications & Networking
1 6 (0.57%) 2G
1 6 (0.57%) 5G
1 6 (0.57%) Radio Access Network
2 5 (0.48%) 4G
3 4 (0.38%) DNS
4 3 (0.29%) SSH
4 3 (0.29%) SSL
4 3 (0.29%) TCP/IP
5 2 (0.19%) BGP
5 2 (0.19%) Cisco Nexus
5 2 (0.19%) DSL
5 2 (0.19%) Ethernet VPN
5 2 (0.19%) HTTP
5 2 (0.19%) Hyperconnected
5 2 (0.19%) Internet
5 2 (0.19%) OSPF
5 2 (0.19%) VXLAN
6 1 (0.095%) Firewall
6 1 (0.095%) Kerberos
6 1 (0.095%) SMS
Database & Business Intelligence
1 343 (32.73%) Data Warehouse
2 203 (19.37%) Power BI
3 140 (13.36%) Data Lake
4 109 (10.40%) SQL Server
5 94 (8.97%) Relational Database
6 93 (8.87%) Metadata
7 82 (7.82%) Amazon Redshift
8 79 (7.54%) Big Data
9 77 (7.35%) PostgreSQL
10 75 (7.16%) BigQuery
11 66 (6.30%) Tableau
12 63 (6.01%) SQL Server Integration Services
13 62 (5.92%) NoSQL
14 47 (4.48%) Pentaho
15 46 (4.39%) Azure SQL Database
16 41 (3.91%) Delta Lake
16 41 (3.91%) Snowflake Schema
17 39 (3.72%) Hadoop
18 36 (3.44%) Oracle Database
19 34 (3.24%) Amazon Athena
Development Applications
1 122 (11.64%) Git
2 69 (6.58%) JIRA
3 62 (5.92%) Jenkins
4 25 (2.39%) GitLab
5 16 (1.53%) ERwin
6 14 (1.34%) Postman
7 12 (1.15%) MLflow
8 9 (0.86%) ER Studio
9 8 (0.76%) DBeaver
9 8 (0.76%) Selenium
10 7 (0.67%) SonarQube
11 6 (0.57%) Visual Studio
12 5 (0.48%) JMeter
13 4 (0.38%) PowerDesigner
13 4 (0.38%) Sonatype Nexus
13 4 (0.38%) Toad
13 4 (0.38%) Visual Studio Code
14 3 (0.29%) Bitbucket
14 3 (0.29%) Poetry
14 3 (0.29%) SpecFlow
General
1 311 (29.68%) Social Skills
2 261 (24.90%) Finance
3 197 (18.80%) Analytical Skills
4 93 (8.87%) Public Sector
5 69 (6.58%) Banking
6 19 (1.81%) Telecoms
7 18 (1.72%) Retail
8 17 (1.62%) Documentation Skills
9 15 (1.43%) Marketing
10 13 (1.24%) Inclusion and Diversity
10 13 (1.24%) Presentation Skills
11 12 (1.15%) Legal
12 11 (1.05%) Local Government
12 11 (1.05%) Manufacturing
13 10 (0.95%) Investment Banking
13 10 (0.95%) Pharmaceutical
14 9 (0.86%) Financial Institution
15 8 (0.76%) Law
16 7 (0.67%) Front Office
16 7 (0.67%) Publishing
Job Titles
1 354 (33.78%) Data Engineer
2 154 (14.69%) Developer
3 121 (11.55%) Architect
4 118 (11.26%) Analyst
5 113 (10.78%) Senior
6 96 (9.16%) Lead
7 74 (7.06%) Data Analyst
8 69 (6.58%) Data Architect
9 59 (5.63%) Senior Data Engineer
10 48 (4.58%) Azure Engineer
11 43 (4.10%) Azure Data Engineer
12 35 (3.34%) Consultant
13 34 (3.24%) AWS Engineer
13 34 (3.24%) Business Analyst
14 30 (2.86%) Python Engineer
15 27 (2.58%) AWS Data Engineer
16 25 (2.39%) Snowflake Engineer
17 24 (2.29%) Business Intelligence Developer
18 23 (2.19%) Senior Developer
19 19 (1.81%) Solutions Architect
Libraries, Frameworks & Software Standards
1 105 (10.02%) PySpark
2 85 (8.11%) Kafka
3 50 (4.77%) REST
4 43 (4.10%) XML
5 39 (3.72%) JSON
6 32 (3.05%) Node.js
7 31 (2.96%) Pandas
8 25 (2.39%) RESTful
9 24 (2.29%) NumPy
10 19 (1.81%) OAuth
11 17 (1.62%) React
11 17 (1.62%) SOAP
12 13 (1.24%) GraphQL
12 13 (1.24%) PyTorch
13 12 (1.15%) .NET
13 12 (1.15%) AngularJS
14 11 (1.05%) Keycloak
14 11 (1.05%) Middleware
14 11 (1.05%) Oracle GoldenGate
15 10 (0.95%) Apache NiFi
Miscellaneous
1 74 (7.06%) Cloud Native
2 69 (6.58%) Data Structures
3 39 (3.72%) Legacy Systems
4 27 (2.58%) Algorithms
5 25 (2.39%) Product Ownership
6 21 (2.00%) Data Protection Act
7 19 (1.81%) Distributed Systems
8 15 (1.43%) Data Centre
8 15 (1.43%) Management Information System
8 15 (1.43%) Onboarding
8 15 (1.43%) Replication
9 13 (1.24%) Distributed Computing
9 13 (1.24%) Hybrid Cloud
10 12 (1.15%) Analytical Mindset
10 12 (1.15%) Greenfield Project
10 12 (1.15%) IoT
11 10 (0.95%) NHS
12 9 (0.86%) Virtual Team
13 8 (0.76%) Enterprise Software
13 8 (0.76%) Reference Data
Operating Systems
1 42 (4.01%) Linux
2 19 (1.81%) Unix
3 14 (1.34%) Windows
4 3 (0.29%) Red Hat Enterprise Linux
5 2 (0.19%) Apple iOS
6 1 (0.095%) Solaris
6 1 (0.095%) VMS
6 1 (0.095%) Windows 10
6 1 (0.095%) Windows Server
6 1 (0.095%) Windows Server 2008
6 1 (0.095%) Windows Server 2016
6 1 (0.095%) Windows Server 2019
Processes & Methodologies
1 467 (44.56%) Data Modelling
2 401 (38.26%) Data Pipeline
3 398 (37.98%) Analytics
4 302 (28.82%) Business Intelligence
5 297 (28.34%) Data Engineering
6 276 (26.34%) CI/CD
7 263 (25.10%) Agile
8 255 (24.33%) Problem-Solving
9 246 (23.47%) Data Governance
10 228 (21.76%) Migration
11 224 (21.37%) DevOps
12 208 (19.85%) Data Integration
13 159 (15.17%) Data Architecture
14 155 (14.79%) Data Migration
15 143 (13.65%) Validation
16 134 (12.79%) Data Transformation
17 122 (11.64%) Visualisation
18 121 (11.55%) Data Science
19 108 (10.31%) Machine Learning
20 101 (9.64%) Continuous Improvement
Programming Languages
1 666 (63.55%) SQL
2 524 (50.00%) Python
3 89 (8.49%) Java
4 48 (4.58%) Scala
5 39 (3.72%) C#
5 39 (3.72%) Data Analysis Expressions
6 36 (3.44%) T-SQL
7 32 (3.05%) PL/SQL
8 28 (2.67%) PowerShell
9 27 (2.58%) JavaScript
10 18 (1.72%) R
11 17 (1.62%) Bash
12 16 (1.53%) VBA
13 15 (1.43%) Go
13 15 (1.43%) PHP
14 14 (1.34%) Shell Script
14 14 (1.34%) TypeScript
15 9 (0.86%) Perl
16 7 (0.67%) Apex Code
16 7 (0.67%) Korn
Qualifications
1 175 (16.70%) Security Cleared
2 133 (12.69%) SC Cleared
3 71 (6.77%) Degree
4 41 (3.91%) Azure Certification
5 40 (3.82%) Computer Science Degree
6 36 (3.44%) AWS Certification
7 22 (2.10%) BPSS Clearance
8 16 (1.53%) Master's Degree
9 11 (1.05%) DV Cleared
9 11 (1.05%) Microsoft Certification
10 7 (0.67%) PMI Certification
11 6 (0.57%) AWS Certified Solutions Architect
11 6 (0.57%) PMP
12 5 (0.48%) SnowPro
13 3 (0.29%) CISSP
13 3 (0.29%) DBS Check
14 2 (0.19%) ISTQB
14 2 (0.19%) MCP
15 1 (0.095%) CCIE
15 1 (0.095%) MCSE
Quality Assurance & Compliance
1 325 (31.01%) Data Quality
2 77 (7.35%) GDPR
2 77 (7.35%) QA
3 27 (2.58%) Accessibility
4 10 (0.95%) HIPAA
5 6 (0.57%) Sarbanes-Oxley
6 5 (0.48%) IFRS
6 5 (0.48%) PCI DSS
6 5 (0.48%) WCAG
7 4 (0.38%) MiFID
7 4 (0.38%) SLA
8 3 (0.29%) Disclosure Scotland
8 3 (0.29%) ISO/IEC 27001
8 3 (0.29%) PMO
9 2 (0.19%) CRD IV
9 2 (0.19%) EMIR
9 2 (0.19%) HL7
9 2 (0.19%) IFRS 17
9 2 (0.19%) ISO/IEC 20000
9 2 (0.19%) NCSC
System Software
1 115 (10.97%) Docker
2 6 (0.57%) Active Directory
3 5 (0.48%) VMware Infrastructure
3 5 (0.48%) zsh
4 3 (0.29%) Virtual Machines
5 2 (0.19%) Hyper-V
5 2 (0.19%) KVM
5 2 (0.19%) VMware NSX
6 1 (0.095%) HDFS
6 1 (0.095%) ISA Server
6 1 (0.095%) Oracle RAC
Systems Management
1 109 (10.40%) Kubernetes
2 82 (7.82%) Terraform
3 17 (1.62%) Grafana
4 10 (0.95%) Ansible
5 6 (0.57%) Kibana
6 5 (0.48%) Control-M
6 5 (0.48%) logstash
6 5 (0.48%) vCenter Server
7 4 (0.38%) ITRS Geneos
8 3 (0.29%) Argo
8 3 (0.29%) Istio
9 2 (0.19%) Progress Chef
9 2 (0.19%) Prometheus
10 1 (0.095%) Data Guard
10 1 (0.095%) Hadoop YARN
10 1 (0.095%) HP ALM
10 1 (0.095%) Kubeflow
10 1 (0.095%) Puppet
10 1 (0.095%) Single Sign-On
10 1 (0.095%) Tivoli
Vendors
1 190 (18.13%) Databricks
2 163 (15.55%) Microsoft
3 139 (13.26%) Oracle
4 71 (6.77%) Talend
5 65 (6.20%) Informatica
6 57 (5.44%) Google
7 47 (4.48%) SAP
8 37 (3.53%) Denodo
9 33 (3.15%) Salesforce
10 19 (1.81%) IBM
11 17 (1.62%) Palantir
12 14 (1.34%) Foundry
13 13 (1.24%) MuleSoft
14 11 (1.05%) ServiceNow
14 11 (1.05%) VMware
15 10 (0.95%) AppDynamics
16 9 (0.86%) Teradata
17 8 (0.76%) Ab Initio
17 8 (0.76%) Cognos
17 8 (0.76%) Workday