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 26 September 2026, with comparisons to the same periods in the previous two years.

6 months to
26 Sep 2026
Same period 2025 Same period 2024
Rank 85 83 79
Rank change year-on-year -2 -4 +24
Contract jobs citing ETL 1,668 964 1,037
As % of all contract jobs in the UK 3.04% 2.91% 2.71%
As % of the Processes & Methodologies category 3.60% 3.22% 3.15%
Number of daily rates quoted 1,188 662 718
10th Percentile £358 £360 £360
25th Percentile £425 £420 £425
Median daily rate (50th Percentile) £500 £500 £513
Median % change year-on-year - -2.44% -2.38%
75th Percentile £595 £600 £621
90th Percentile £675 £700 £703
UK excluding London median daily rate £470 £481 £490
% change year-on-year -2.40% -1.79% -6.49%
Number of hourly rates quoted 21 14 5
10th Percentile £21.25 £33.33 £29.75
25th Percentile £29.96 £36.06 £35.00
Median hourly rate £33.98 £38.85 £42.50
Median % change year-on-year -12.54% -8.60% -40.97%
75th Percentile £52.50 £44.75 £51.75
90th Percentile £69.82 £53.75 -
UK excluding London median hourly rate £33.98 £37.48 £27.50
% change year-on-year -9.35% +36.29% -62.33%

All Process & 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 46,293 29,942 32,892
As % of all contract IT jobs advertised in the UK 84.37% 90.52% 85.84%
Number of daily rates quoted 28,017 18,609 19,950
10th Percentile £325 £300 £308
25th Percentile £425 £404 £413
Median daily rate (50th Percentile) £525 £500 £525
Median % change year-on-year +5.00% -4.76% -2.78%
75th Percentile £630 £625 £638
90th Percentile £730 £725 £750
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 3,198 1,849 1,396
10th Percentile £13.69 £14.32 £15.00
25th Percentile £17.23 £17.33 £20.00
Median hourly rate £40.00 £25.15 £42.50
Median % change year-on-year +59.05% -40.82% -
75th Percentile £66.00 £43.75 £65.00
90th Percentile £78.75 £65.25 £74.22
UK excluding London median hourly rate £40.00 £22.50 £43.00
% change year-on-year +77.78% -47.67% +1.18%

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 26 September 2026.

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 26 September 2026.

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 26 September 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 0 1,462 £500 -2.44% 1,290
London -5 767 £523 -1.42% 740
UK excluding London +8 695 £470 -2.40% 688
Work from Home -6 498 £500 -2.34% 578
Midlands +23 231 £469 -5.73% 118
West Midlands +24 200 £469 -8.04% 87
North of England -12 168 £463 -2.63% 184
South East +15 132 £458 +1.83% 154
South West -7 81 £506 +6.53% 78
Yorkshire 0 78 £460 - 54
North West -26 69 £475 -5.00% 112
East of England -19 44 £500 -4.76% 46
Scotland -20 42 £428 -10.00% 60
East Midlands -9 30 £486 +10.45% 31
North East -22 22 £481 +10.00% 20
Wales -12 8 £313 -37.19% 19
Northern Ireland -6 3 £334 -33.20% 34

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
1 142 (8.51%) Apache Spark
2 136 (8.15%) Apache Airflow
3 108 (6.47%) Apache
4 94 (5.64%) SAS
5 63 (3.78%) Confluence
6 26 (1.56%) SharePoint
7 22 (1.32%) Oracle Application Server
8 13 (0.78%) nginx
9 10 (0.60%) ArcGIS
9 10 (0.60%) Tomcat
10 9 (0.54%) Palantir Foundry
11 7 (0.42%) Jupyter
11 7 (0.42%) WebLogic
12 5 (0.30%) Apache Solr
12 5 (0.30%) Oracle Workflow
13 4 (0.24%) PowerExchange
14 3 (0.18%) Oracle SOA Suite
15 2 (0.12%) Alfresco
15 2 (0.12%) Apache Pig
15 2 (0.12%) CMS
Applications
1 33 (1.98%) Microsoft Excel
2 8 (0.48%) Spreadsheet
3 7 (0.42%) Chatbot
3 7 (0.42%) Notepad++
4 4 (0.24%) Microsoft Office
5 3 (0.18%) Microsoft PowerPoint
6 2 (0.12%) Microsoft Project
Business Applications
1 18 (1.08%) SAP S/4HANA
2 10 (0.60%) Dynamics CRM
3 9 (0.54%) Aladdin
4 8 (0.48%) NetSuite
5 6 (0.36%) Oracle EBS
5 6 (0.36%) Sparx Enterprise Architect
6 5 (0.30%) Oracle ERP
6 5 (0.30%) Sage X3
7 4 (0.24%) Actimize
7 4 (0.24%) Remedy ITSM
7 4 (0.24%) ResourceLink
7 4 (0.24%) Salesforce CRM
7 4 (0.24%) SAP MDG
8 3 (0.18%) Dynamics NAV
8 3 (0.18%) SAP Oil and Gas
8 3 (0.18%) Workday HCM
9 2 (0.12%) Oracle Assets
9 2 (0.12%) Oracle Payables
9 2 (0.12%) Oracle Receivables
9 2 (0.12%) Temenos T24
Cloud Services
1 643 (38.55%) Azure
2 497 (29.80%) AWS
3 357 (21.40%) Power Platform
4 241 (14.45%) GCP
5 234 (14.03%) Snowflake
6 222 (13.31%) Azure Data Factory
7 145 (8.69%) Azure DevOps
8 139 (8.33%) dbt
9 133 (7.97%) Amazon S3
10 132 (7.91%) Serverless
11 127 (7.61%) Azure Synapse Analytics
12 110 (6.59%) AWS Lambda
13 108 (6.47%) GitHub
14 61 (3.66%) GitHub Actions
15 49 (2.94%) Amazon EMR
16 46 (2.76%) Azure Databricks
17 35 (2.10%) Amazon CloudWatch
18 34 (2.04%) Collibra
19 32 (1.92%) SaaS
20 30 (1.80%) Azure Cosmos DB
Communications & Networking
1 11 (0.66%) HTTP
2 8 (0.48%) Firewall
3 7 (0.42%) PuTTY
3 7 (0.42%) WinSCP
4 3 (0.18%) BIG-IP
4 3 (0.18%) DHCP
4 3 (0.18%) DNS
4 3 (0.18%) F5 BIG-IP GTM
4 3 (0.18%) VPN
5 2 (0.12%) Network Security
6 1 (0.060%) DMZ
6 1 (0.060%) Internet
6 1 (0.060%) LTE
6 1 (0.060%) OpenFlow
6 1 (0.060%) SSL
Database & Business Intelligence
1 567 (33.99%) Data Warehouse
2 346 (20.74%) Power BI
3 254 (15.23%) Data Lake
4 168 (10.07%) Metadata
5 147 (8.81%) SQL Server
6 112 (6.71%) Relational Database
7 110 (6.59%) BigQuery
8 100 (6.00%) Amazon Redshift
9 93 (5.58%) Big Data
10 92 (5.52%) Delta Lake
11 81 (4.86%) SQL Server Integration Services
12 80 (4.80%) Tableau
13 75 (4.50%) PostgreSQL
14 70 (4.20%) Oracle Reports
15 69 (4.14%) NoSQL
16 64 (3.84%) Pentaho
17 61 (3.66%) Amazon Athena
18 58 (3.48%) Oracle Database
19 48 (2.88%) Azure SQL Database
20 45 (2.70%) Snowflake Schema
Development Applications
1 191 (11.45%) Git
2 145 (8.69%) JIRA
3 104 (6.24%) GitLab
4 59 (3.54%) Jenkins
5 40 (2.40%) Zephyr
6 37 (2.22%) Postman
7 18 (1.08%) Selenium
8 15 (0.90%) MLflow
9 7 (0.42%) Team Foundation Server
9 7 (0.42%) Terragrunt
10 6 (0.36%) Claude Code
11 5 (0.30%) Gatling
12 4 (0.24%) Artifactory
12 4 (0.24%) Cucumber
12 4 (0.24%) ERwin
12 4 (0.24%) JUnit
12 4 (0.24%) Newman
12 4 (0.24%) SonarQube
12 4 (0.24%) SQL Server Management Studio (SSMS)
13 3 (0.18%) JMeter
General
1 415 (24.88%) Social Skills
2 357 (21.40%) Finance
3 301 (18.05%) Analytical Skills
4 188 (11.27%) Public Sector
5 160 (9.59%) Banking
6 39 (2.34%) Retail
7 35 (2.10%) Documentation Skills
8 24 (1.44%) Inclusion and Diversity
8 24 (1.44%) Manufacturing
8 24 (1.44%) Marketing
9 23 (1.38%) Law
10 22 (1.32%) Legal
11 19 (1.14%) Influencing Skills
12 18 (1.08%) Front Office
12 18 (1.08%) Investment Banking
13 15 (0.90%) Billing
13 15 (0.90%) Financial Institution
14 14 (0.84%) Police
15 11 (0.66%) Military
15 11 (0.66%) Publishing
Job Titles
1 667 (39.99%) Data Engineer
2 241 (14.45%) Developer
2 241 (14.45%) Senior
3 231 (13.85%) Architect
4 156 (9.35%) Senior Data Engineer
5 153 (9.17%) Lead
6 123 (7.37%) Data Architect
7 119 (7.13%) Analyst
8 72 (4.32%) Azure Engineer
9 63 (3.78%) Databricks Engineer
10 57 (3.42%) Data Analyst
11 56 (3.36%) Databricks Data Engineer
12 54 (3.24%) Azure Data Engineer
13 44 (2.64%) AWS Engineer
14 43 (2.58%) Snowflake Engineer
14 43 (2.58%) Tester
15 41 (2.46%) Python Engineer
16 39 (2.34%) SQL Developer
17 38 (2.28%) Business Intelligence Developer
17 38 (2.28%) Consultant
Libraries, Frameworks & Software Standards
1 155 (9.29%) PySpark
2 153 (9.17%) Terraform
3 130 (7.79%) Kafka
4 78 (4.68%) REST
5 56 (3.36%) JSON
6 50 (3.00%) .NET
7 30 (1.80%) XML
8 29 (1.74%) Middleware
8 29 (1.74%) Pandas
8 29 (1.74%) React
9 24 (1.44%) Spring
9 24 (1.44%) Spring Boot
10 18 (1.08%) SOAP
10 18 (1.08%) YAML
11 17 (1.02%) pytest
12 13 (0.78%) Oracle Fusion
12 13 (0.78%) Web Services
13 12 (0.72%) HTML
13 12 (0.72%) LangChain
14 11 (0.66%) PyTorch
Miscellaneous
1 160 (9.59%) Cloud Native
2 117 (7.01%) Data Structures
3 65 (3.90%) Legacy Systems
4 62 (3.72%) Onboarding
5 58 (3.48%) Product Ownership
6 44 (2.64%) Distributed Systems
7 29 (1.74%) AI Agents
8 27 (1.62%) Reference Data
9 24 (1.44%) Management Information System
9 24 (1.44%) NHS
10 22 (1.32%) Replication
11 21 (1.26%) Enterprise Software
12 19 (1.14%) Data Protection Act
13 17 (1.02%) Greenfield Project
14 16 (0.96%) Clustering
14 16 (0.96%) Distributed Computing
15 15 (0.90%) Algorithms
15 15 (0.90%) Data Fabric
16 12 (0.72%) CMDB
16 12 (0.72%) IoT
Operating Systems
1 67 (4.02%) Linux
2 61 (3.66%) Unix
3 21 (1.26%) Windows
4 6 (0.36%) Solaris
5 5 (0.30%) Windows Server 2008
6 4 (0.24%) Red Hat Enterprise Linux
7 3 (0.18%) Windows Server
7 3 (0.18%) Windows Server 2019
8 2 (0.12%) HPUX
8 2 (0.12%) Windows Server 2016
Processes & Methodologies
1 782 (46.88%) Data Modelling
2 707 (42.39%) Data Pipeline
3 621 (37.23%) Analytics
4 550 (32.97%) Data Engineering
5 529 (31.71%) CI/CD
6 479 (28.72%) Agile
7 458 (27.46%) Migration
8 437 (26.20%) Business Intelligence
9 402 (24.10%) Data Integration
10 384 (23.02%) DevOps
11 348 (20.86%) Validation
12 343 (20.56%) Data Governance
13 316 (18.94%) AI
14 303 (18.17%) Stakeholder Management
15 292 (17.51%) Problem-Solving
16 257 (15.41%) Data Migration
17 250 (14.99%) Data Architecture
18 235 (14.09%) Data Transformation
19 217 (13.01%) Test Automation
20 190 (11.39%) Lakehouse
Programming Languages
1 1,111 (66.61%) SQL
2 667 (39.99%) Python
3 141 (8.45%) Java
4 89 (5.34%) PL/SQL
5 81 (4.86%) T-SQL
6 55 (3.30%) JavaScript
7 54 (3.24%) Data Analysis Expressions
8 51 (3.06%) C#
8 51 (3.06%) Scala
9 47 (2.82%) PowerShell
10 39 (2.34%) Shell Script
11 36 (2.16%) Bash
12 22 (1.32%) R
13 20 (1.20%) TypeScript
14 18 (1.08%) Bicep
15 13 (0.78%) Cypher
16 7 (0.42%) Perl
16 7 (0.42%) SPARQL
17 6 (0.36%) Go
17 6 (0.36%) Kusto Query Language
Qualifications
1 459 (27.52%) Security Cleared
2 399 (23.92%) SC Cleared
3 63 (3.78%) Degree
4 55 (3.30%) BPSS Clearance
5 37 (2.22%) Azure Certification
6 30 (1.80%) AWS Certification
7 28 (1.68%) DV Cleared
8 26 (1.56%) ISTQB
9 24 (1.44%) Computer Science Degree
10 19 (1.14%) Master's Degree
11 9 (0.54%) Microsoft Certification
11 9 (0.54%) SnowPro
12 7 (0.42%) AWS Certified Cloud Practitioner
13 6 (0.36%) DBS Check
14 5 (0.30%) AWS Certified Solutions Architect
15 4 (0.24%) CISM
15 4 (0.24%) CISSP
15 4 (0.24%) ISTQB Foundation Certification
15 4 (0.24%) TOGAF Certification
16 3 (0.18%) Cisco Certification
Quality Assurance & Compliance
1 596 (35.73%) Data Quality
2 142 (8.51%) QA
3 72 (4.32%) GDPR
4 38 (2.28%) GRC
5 25 (1.50%) Accessibility
6 11 (0.66%) ISO/IEC 27001
7 10 (0.60%) Sarbanes-Oxley
7 10 (0.60%) SLA
8 8 (0.48%) IFRS
8 8 (0.48%) Solvency II
9 7 (0.42%) HL7
10 6 (0.36%) California Consumer Privacy Act
10 6 (0.36%) Disclosure Scotland
10 6 (0.36%) NIST
10 6 (0.36%) WCAG
11 5 (0.30%) FATCA
11 5 (0.30%) PMO
12 4 (0.24%) GAAP
12 4 (0.24%) NCSC
13 3 (0.18%) IFRS 17
System Software
1 115 (6.89%) Docker
2 16 (0.96%) Active Directory
3 7 (0.42%) Oracle RAC
4 4 (0.24%) VMware ESXi
4 4 (0.24%) VMware Infrastructure
5 3 (0.18%) HDFS
6 2 (0.12%) Apache Flume
7 1 (0.060%) RACF
Systems Management
1 115 (6.89%) Kubernetes
2 37 (2.22%) Grafana
3 20 (1.20%) Ansible
4 15 (0.90%) Control-M
5 12 (0.72%) Prometheus
6 5 (0.30%) HP ALM
6 5 (0.30%) Oracle RMAN
7 4 (0.24%) Kibana
8 3 (0.18%) Single Sign-On
9 2 (0.12%) Data Guard
9 2 (0.12%) Puppet
10 1 (0.060%) Argo
10 1 (0.060%) Failover Clustering
10 1 (0.060%) HAProxy
10 1 (0.060%) IBM Guardium
10 1 (0.060%) Istio
10 1 (0.060%) Kustomize
10 1 (0.060%) Oracle Enterprise Manager
10 1 (0.060%) Progress Chef
10 1 (0.060%) Tivoli
Vendors
1 374 (22.42%) Databricks
2 317 (19.00%) Oracle
3 289 (17.33%) Microsoft
4 122 (7.31%) Informatica
5 112 (6.71%) Talend
6 92 (5.52%) Google
7 67 (4.02%) SAP
8 53 (3.18%) Denodo
9 50 (3.00%) IBM
10 38 (2.28%) Salesforce
11 34 (2.04%) ServiceNow
12 29 (1.74%) Alteryx
13 18 (1.08%) Foundry
13 18 (1.08%) OpenAI
13 18 (1.08%) Palantir
13 18 (1.08%) Teradata
14 11 (0.66%) Cloudera
15 10 (0.60%) Bloomberg
15 10 (0.60%) Sage
16 9 (0.54%) ESRI