The following table provides summary statistics for permanent job vacancies with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 3 months to 30 May 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK
3 months to
30 May 2017
Same period 2016 Same period 2015
Rank 137 130 126
Rank change year-on-year -7 -4  
Permanent jobs citing ETL 2104 2535 2714
As % of all permanent IT jobs advertised in the UK 2.46% 2.58% 2.51%
As % of the Processes & Methodologies category 2.74% 2.90% 2.86%
Number of salaries quoted 1690 2027 2180
Median salary £50,000 £52,500 £55,000
Median salary % change year-on-year -4.76% -4.54%  
90% offered a salary of more than £35,000 £37,500 £35,000
10% offered a salary of more than £75,000 £70,000 £78,000
UK excluding London median salary £45,000 £45,000 £45,000

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 76729 87484 94857
As % of all permanent IT job vacancies advertised in the UK 89.71% 89.09% 87.73%
Number of salaries quoted 62549 72857 77038
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

ETL
Job Vacancy Trend

The job posting trend of jobs advertised citing ETL as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in the UK

ETL
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL.

Salary trend for ETL in the UK

ETL
Salary Histogram

The salary distribution of IT jobs citing ETL over the 3 months to 30 May 2017.

Salary histogram for ETL in the UK

ETL
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the UK over the 3 months to 30 May 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England -16 1941 £50,000 -4.76% 219
London -28 969 £57,500 - 92
South East -25 224 £55,000 +10.00% 23
North West +41 173 £42,500 +6.25% 40
City of London +22 165 £58,000 +0.86% 31
East of England +46 138 £44,500 -8.71% 10
South West -7 123 £40,000 - 10
Yorkshire -8 121 £45,000 +12.50% 22
West Yorkshire +6 107 £45,000 +5.88% 18
Manchester +33 105 £37,500 -1.31% 18
West Midlands -11 101 £40,000 -9.09% 8
Scotland +3 81 £45,000 -10.89% 7
Leeds +7 74 £44,000 +10.00% 8
East Midlands +6 73 £45,000 +5.88% 8
Berkshire -10 64 £50,000 -4.76% 3
Hertfordshire +24 50 £51,500 -1.90% 6
Cheshire -8 44 £47,500 +18.75% 14
Surrey +35 43 £57,500 +27.77% 3
Glasgow +1 42 £47,500 +11.76% 5
Edinburgh +16 40 £45,000 -18.18% 2
Wales +19 39 £46,250 +8.82% 3
Somerset +9 38 £32,500 -17.72% 2
Birmingham +19 37 £40,000 -4.76% 5
Bristol +11 37 £42,500 +13.33% 3
Essex +17 36 £47,500 +23.37%
Warwickshire +28 35 £40,000 -27.27% 1
South Wales +18 26 £40,000 - 1
Bradford +14 26 £45,000 -5.26% 7
Northamptonshire +8 25 £40,000 -11.11% 2
Watford +2 23 £70,000 +36.58% 5

For the 6 months to 30 May 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for ETL.

1 2969 (70.72%) SQL
2 2286 (54.45%) Business Intelligence
3 2096 (49.93%) SQL Server
4 2016 (48.02%) Data Warehouse
5 1829 (43.57%) SQL Server Integration Services
6 1336 (31.82%) SQL Server Reporting Services
7 1297 (30.90%) Microsoft
8 1229 (29.28%) Agile Software Development
9 1174 (27.97%) T-SQL
10 1143 (27.23%) Oracle
11 1111 (26.46%) Finance
12 1017 (24.23%) SQL Server Analysis Services
13 906 (21.58%) Data Modelling
14 866 (20.63%) Analytics
15 723 (17.22%) Big Data
16 637 (15.17%) Java
17 605 (14.41%) Relational Database
18 593 (14.13%) Analytical Skills
19 561 (13.36%) Power BI
20 560 (13.34%) Degree
21 556 (13.24%) Tableau
22 467 (11.12%) .NET
23 465 (11.08%) Visualisation
24 430 (10.24%) SQL Server 2012
25 427 (10.17%) C#
26 409 (9.74%) Hadoop
27 403 (9.60%) QlikView
28 394 (9.39%) PL/SQL
29 392 (9.34%) Data Integration
30 387 (9.22%) Data Management

ETL
Co-occurring IT Skills by Category

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

Application Platforms
1 199 (4.74%) Apache Spark
2 130 (3.10%) SAS
3 104 (2.48%) SharePoint
4 103 (2.45%) JBoss
5 101 (2.41%) IIS
6 77 (1.83%) Oracle SOA Suite
7 68 (1.62%) Apache
8 65 (1.55%) Elasticsearch
9 63 (1.50%) Tomcat
10 61 (1.45%) BizTalk Server
11 48 (1.14%) Apache Pig
11 48 (1.14%) Confluence
12 42 (1.00%) WebLogic
13 31 (0.74%) Oracle Workflow
14 29 (0.69%) WebSphere
15 28 (0.67%) CMS
16 21 (0.50%) nginx
17 20 (0.48%) Jetty
18 19 (0.45%) Apache Solr
19 15 (0.36%) Sitecore CMS
Applications
1 318 (7.58%) Microsoft Excel
2 58 (1.38%) Microsoft Office
2 58 (1.38%) MS Visio
3 54 (1.29%) SPSS
4 30 (0.71%) Microsoft PowerPoint
5 14 (0.33%) Microsoft Project
6 8 (0.19%) Spreadsheet
7 4 (0.095%) SPSS Modeler
8 1 (0.024%) EngageOne
8 1 (0.024%) Weka
Business Applications
1 44 (1.05%) Cognos Business Intelligence
2 42 (1.00%) Oracle EBS
3 35 (0.83%) Dynamics CRM
4 18 (0.43%) Salesforce.com CRM
5 17 (0.40%) Dynamics NAV
5 17 (0.40%) HFM
6 16 (0.38%) Hyperion Planning
7 15 (0.36%) Cognos TM1
8 14 (0.33%) Oracle EBS R12
8 14 (0.33%) SAP SD
9 12 (0.29%) Eloqua
9 12 (0.29%) Hyperion Enterprise
9 12 (0.29%) Oracle Applications
9 12 (0.29%) SAP Oil and Gas
10 11 (0.26%) iTrent
10 11 (0.26%) SAP CRM
11 10 (0.24%) BusinessWorks
11 10 (0.24%) Oracle Receivables
11 10 (0.24%) SAP CO
11 10 (0.24%) SAP FI/CO
Cloud Services
1 377 (8.98%) Microsoft Azure
2 274 (6.53%) Amazon AWS
3 73 (1.74%) Google Cloud Platform
4 63 (1.50%) SaaS
5 45 (1.07%) Cloud Computing
6 42 (1.00%) Azure Machine Learning
6 42 (1.00%) GitHub
7 34 (0.81%) Google Analytics
8 32 (0.76%) Amazon EC2
9 19 (0.45%) Force.com
9 19 (0.45%) IaaS
10 14 (0.33%) Amazon S3
10 14 (0.33%) Azure Data Factory
10 14 (0.33%) Office 365
11 11 (0.26%) PaaS
12 9 (0.21%) Salesforce Sales Cloud
12 9 (0.21%) Salesforce Service Cloud
13 7 (0.17%) Amazon EMR
13 7 (0.17%) AWS Lambda
14 6 (0.14%) Responsys
Communications & Networking
1 36 (0.86%) Internet
2 23 (0.55%) Intranet
3 12 (0.29%) HTTP
3 12 (0.29%) TCP/IP
4 11 (0.26%) Kerberos
5 10 (0.24%) Extranet
5 10 (0.24%) FTP
6 9 (0.21%) SSL
7 8 (0.19%) Firewall
7 8 (0.19%) HTTPS
7 8 (0.19%) LDAP
7 8 (0.19%) SAN
7 8 (0.19%) SNMP
8 5 (0.12%) Broadband
8 5 (0.12%) DHCP
8 5 (0.12%) DNS
8 5 (0.12%) LAN
8 5 (0.12%) WAN
9 3 (0.071%) VoIP
9 3 (0.071%) VPN
Database & Business Intelligence
1 2096 (49.93%) SQL Server
2 2016 (48.02%) Data Warehouse
3 1829 (43.57%) SQL Server Integration Services
4 1336 (31.82%) SQL Server Reporting Services
5 1017 (24.23%) SQL Server Analysis Services
6 723 (17.22%) Big Data
7 605 (14.41%) Relational Database
8 561 (13.36%) Power BI
9 430 (10.24%) SQL Server 2012
10 409 (9.74%) Hadoop
11 403 (9.60%) QlikView
12 351 (8.36%) BusinessObjects
13 346 (8.24%) Oracle Database
14 343 (8.17%) OLAP
15 326 (7.77%) SQL Server 2008
16 318 (7.58%) NoSQL
17 271 (6.46%) RDBMS
18 257 (6.12%) MySQL
19 218 (5.19%) SQL Server 2014
20 201 (4.79%) SQL Server 2016
Development Applications
1 259 (6.17%) Talend Open Studio
2 209 (4.98%) Team Foundation Server
3 180 (4.29%) Visual Studio
4 169 (4.03%) JIRA
5 89 (2.12%) Git (software)
6 75 (1.79%) Oracle Forms
7 74 (1.76%) Subversion
8 62 (1.48%) SQL Server Management Studio (SSMS)
9 57 (1.36%) TeamCity
10 54 (1.29%) Jenkins
11 52 (1.24%) Selenium
12 47 (1.12%) Maven
13 39 (0.93%) ERwin
14 32 (0.76%) Ant
15 29 (0.69%) Gradle
16 26 (0.62%) Eclipse
17 25 (0.60%) JUnit
18 24 (0.57%) Hudson
18 24 (0.57%) Sonatype Nexus
18 24 (0.57%) Toad
General
1 1111 (26.46%) Finance
2 287 (6.84%) Retail
3 263 (6.26%) Banking
4 213 (5.07%) Marketing
5 158 (3.76%) Legal
6 98 (2.33%) Advertising
7 81 (1.93%) Games
8 74 (1.76%) Investment Banking
9 63 (1.50%) Telecoms
10 56 (1.33%) Manufacturing
11 51 (1.21%) Retail Banking
12 50 (1.19%) Front Office
13 46 (1.10%) Law
14 39 (0.93%) Pharmaceutical
15 34 (0.81%) Publishing
16 24 (0.57%) Private Banking
17 23 (0.55%) Corporate Banking
17 23 (0.55%) Financial Institution
18 20 (0.48%) Back Office
19 19 (0.45%) Polish Language
Job Titles
1 1980 (47.17%) Developer
2 834 (19.87%) SQL Developer
3 780 (18.58%) Business Intelligence Developer
4 665 (15.84%) Analyst
5 396 (9.43%) Architect
6 357 (8.50%) Senior Developer
7 335 (7.98%) ETL Developer
8 334 (7.96%) SSIS Developer
9 291 (6.93%) SQL BI Developer
10 280 (6.67%) DBA
11 279 (6.65%) Business Intelligence Analyst
11 279 (6.65%) SQL Server Developer
12 240 (5.72%) Data Architect
12 240 (5.72%) Oracle Developer
13 232 (5.53%) SSRS Developer
14 229 (5.45%) Data Warehouse Developer
15 214 (5.10%) Data Engineer
16 212 (5.05%) SQL Analyst
17 203 (4.84%) Consultant
18 197 (4.69%) Business Developer
Libraries, Frameworks & Software Standards
1 467 (11.12%) .NET
2 307 (7.31%) XML
3 296 (7.05%) Web Services
4 221 (5.26%) HTML
5 208 (4.95%) MDX
6 163 (3.88%) SOAP
7 145 (3.45%) REST
8 129 (3.07%) CSS
9 107 (2.55%) ASP.NET
10 100 (2.38%) JSON
11 99 (2.36%) .NET Framework
12 97 (2.31%) Kafka
13 93 (2.22%) Spring
14 84 (2.00%) RESTful
15 65 (1.55%) J2EE
16 61 (1.45%) Java EE
17 55 (1.31%) AngularJS
18 49 (1.17%) XSLT
19 48 (1.14%) HTML5
20 46 (1.10%) Middleware
Miscellaneous
1 593 (14.13%) Analytical Skills
2 290 (6.91%) Computer Science
3 222 (5.29%) Management Information System
4 119 (2.83%) Data Structures
5 115 (2.74%) Greenfield Project
6 108 (2.57%) Enterprise Software
7 81 (1.93%) Fintech
8 79 (1.88%) Clustering
8 79 (1.88%) Replication
9 70 (1.67%) iPad
10 55 (1.31%) Algorithms
11 50 (1.19%) User Experience
12 34 (0.81%) Semantic Web
13 31 (0.74%) N-Tier
14 29 (0.69%) Life Science
15 21 (0.50%) NHS
16 19 (0.45%) Reference Data
17 18 (0.43%) Foreign Exchange (FX)
17 18 (0.43%) Internet of Things
18 16 (0.38%) Hedge funds
Operating Systems
1 348 (8.29%) Linux
2 233 (5.55%) Windows
3 203 (4.84%) Unix
4 75 (1.79%) Windows Server
5 37 (0.88%) Red Hat Enterprise Linux
6 29 (0.69%) Windows Server 2012
7 28 (0.67%) Windows Server 2003
8 18 (0.43%) Windows Server 2008
9 15 (0.36%) Solaris
10 9 (0.21%) CentOS
11 8 (0.19%) Windows 7
12 7 (0.17%) Android
13 5 (0.12%) Windows 10
14 2 (0.048%) Fedora
14 2 (0.048%) Mesosphere
14 2 (0.048%) VMS
15 1 (0.024%) Apple iOS
15 1 (0.024%) MVS
Processes & Methodologies
1 2286 (54.45%) Business Intelligence
2 1229 (29.28%) Agile Software Development
3 906 (21.58%) Data Modelling
4 866 (20.63%) Analytics
5 465 (11.08%) Visualisation
6 392 (9.34%) Data Integration
7 387 (9.22%) Data Management
8 367 (8.74%) Scrum
9 333 (7.93%) Performance Tuning
10 320 (7.62%) Data Visualisation
11 311 (7.41%) Kimball Methodology
12 287 (6.84%) Migration
13 284 (6.77%) SDLC
14 266 (6.34%) Data Analysis
15 239 (5.69%) ETL Development
16 237 (5.65%) Test Automation
17 236 (5.62%) Data Analytics
18 226 (5.38%) Mentoring
19 225 (5.36%) Project Management
20 208 (4.95%) Continuous Integration
Programming Languages
1 2969 (70.72%) SQL
2 1174 (27.97%) T-SQL
3 637 (15.17%) Java
4 427 (10.17%) C#
5 394 (9.39%) PL/SQL
6 363 (8.65%) Python
7 332 (7.91%) JavaScript
8 224 (5.34%) R
9 146 (3.48%) Data Analysis Expressions (DAX)
10 131 (3.12%) Shell Script
11 89 (2.12%) Scala
12 87 (2.07%) VBA
13 72 (1.72%) C++
14 67 (1.60%) C
15 64 (1.52%) PowerShell
16 58 (1.38%) VB.NET
17 51 (1.21%) Groovy
17 51 (1.21%) PHP
18 35 (0.83%) VB
19 32 (0.76%) VBScript
Qualifications
1 560 (13.34%) Degree
2 124 (2.95%) Computer Science Degree
3 79 (1.88%) Microsoft Certification
4 67 (1.60%) Security Cleared
5 45 (1.07%) Numerate Degree
6 44 (1.05%) ISEB
6 44 (1.05%) Master's Degree
7 41 (0.98%) SC Cleared
8 28 (0.67%) ISTQB
9 20 (0.48%) MCITP
10 19 (0.45%) MCSA
11 18 (0.43%) MCSE
12 17 (0.40%) ITIL Certification
13 15 (0.36%) Oracle Certification
14 12 (0.29%) ITIL Foundation Certificate
14 12 (0.29%) MCP
15 11 (0.26%) MCTS
16 9 (0.21%) CITP
16 9 (0.21%) Postgraduate
17 8 (0.19%) PMI Certification
Quality Assurance & Compliance
1 386 (9.19%) Data Quality
2 219 (5.22%) QA
3 51 (1.21%) SLA
4 19 (0.45%) Sarbanes-Oxley
5 11 (0.26%) ISO/IEC 27001
6 8 (0.19%) COBIT
6 8 (0.19%) GDPR
7 5 (0.12%) Solvency II
8 4 (0.095%) IFRS
8 4 (0.095%) SNOMED CT
9 3 (0.071%) IFRS 9
9 3 (0.071%) MiFID
10 2 (0.048%) GCP
10 2 (0.048%) ISO 14001
10 2 (0.048%) ISO 9001
10 2 (0.048%) PCI DSS
11 1 (0.024%) Basel III
11 1 (0.024%) BS7666
11 1 (0.024%) GAAP
11 1 (0.024%) SEPA
System Software
1 37 (0.88%) HDFS
2 30 (0.71%) Active Directory
3 25 (0.60%) Apache Flume
4 17 (0.40%) Docker
5 10 (0.24%) VMware Infrastructure
6 9 (0.21%) KVM
6 9 (0.21%) Oracle RAC
7 6 (0.14%) XenServer
8 5 (0.12%) Hyper-V
9 3 (0.071%) Virtual Machines
10 2 (0.048%) Apache ZooKeeper
10 2 (0.048%) iptables
10 2 (0.048%) Tivoli Workload Scheduler
10 2 (0.048%) vSphere
10 2 (0.048%) Xen
Systems Management
1 29 (0.69%) Opscode Chef
2 27 (0.64%) Oozie
3 25 (0.60%) Puppet
4 23 (0.55%) Ansible
5 17 (0.40%) Oracle Enterprise Manager
5 17 (0.40%) Tivoli
6 15 (0.36%) Data Guard
7 14 (0.33%) Control-M
8 10 (0.24%) HP Quality Center
9 8 (0.19%) Enterprise Manager Cloud Control
9 8 (0.19%) Oracle RMAN
10 7 (0.17%) Failover Clustering
11 5 (0.12%) logstash
11 5 (0.12%) SCCM
12 4 (0.095%) Hadoop YARN
12 4 (0.095%) Perfmon
13 3 (0.071%) Kubernetes
14 2 (0.048%) Salt
14 2 (0.048%) Terraform
14 2 (0.048%) WebSphere Cast Iron
Vendors
1 1297 (30.90%) Microsoft
2 1143 (27.23%) Oracle
3 556 (13.24%) Tableau
4 379 (9.03%) Informatica
5 292 (6.96%) SAP
6 259 (6.17%) Talend
7 189 (4.50%) Cognos
8 133 (3.17%) Google
9 114 (2.72%) IBM
9 114 (2.72%) Teradata
10 98 (2.33%) Salesforce.com
11 91 (2.17%) Sybase
12 77 (1.83%) MicroStrategy
13 58 (1.38%) Alteryx
14 56 (1.33%) Cloudera
15 55 (1.31%) Netezza
16 52 (1.24%) Jaspersoft
17 36 (0.86%) Hortonworks
18 35 (0.83%) Red Hat
19 34 (0.81%) Hyperion
Greater Manchester
Harvey Nash plc
Salary: £35000 - £45000 per annum
Posted: 14 hours ago
South East London
Green Thompson Consulting
Salary: Up to £35,000 per annum
Posted: 16 hours ago
Liverpool, Merseyside
Harvey Nash plc
Salary: £35000 - £50000 per annum
Posted: 14 hours ago
Surrey
Spargonet Consulting Plc
Salary: £60000 - £65000 per annum, Benefits Company Pension, Life Cover, Priva
Posted: 18 hours ago
Lancashire
Harvey Nash plc
Salary: £55000 - £65000 per annum
Posted: 14 hours ago
Watford, Hertfordshire
Burns Sheehan
Salary: £40000.00 - £50000.00 per annum
Posted: 3 days ago
London
Harrington Starr
Salary: £60000 - £75000 per annum + Benefits + Bonus
Posted: 12 hours ago
Cardiff, South Glamorgan
IntaPeople
Salary: £38000 - £42000 per annum
Posted: 3 days ago
Manchester, Lancashire
TEKsystems
Salary: £30000 - £45000 per annum + Industry Leading Benefits
Posted: 3 days ago
Leeds, West Yorkshire
onezeero.
Salary: £35000 - £50000 per annum
Posted: 3 days ago
West Yorkshire
Robert Walters
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Leeds, West Yorkshire
Computer Futures
Salary: competitive
Posted: 3 days ago
Bradford, West Yorkshire
Senitor Associates
Salary: £30000 - £37000 per annum + Benefits
Posted: 3 days ago
Lincoln, Lincolnshire
HAYS INFORMATION TECHNOLOGY
Salary: £35000.00 - £40000.00 per annum
Posted: 3 days ago
West Yorkshire
Robert Walters
Salary: £28000 - £32000 per annum
Posted: 4 days ago
London
Joseph Harry Ltd
Salary: £60000 - £75000 per annum + 20-30% Bonus + 10% Pension
Posted: 3 days ago
Okehampton, Devon
Redrock Consulting Ltd
Salary: £25000 - £35000 per annum + 25 hol + pension Cont
Posted: 4 days ago
Newcastle Upon Tyne, Tyne and Wear
Computer Futures
Salary: £55000 - £66000 per annum + P.Healthcare, Pension, Childcare Vouchers
Posted: 6 days ago
Bradford, West Yorkshire
Experis Ltd
Posted: 3 days ago
Bolton, Lancashire
TD Group
Salary: From £25,000 to £35,000 per annum Plus excellent benefits package
Posted: 3 days ago
Bradford, West Yorkshire
Candour Solutions
Salary: From £35,000 to £50,000 per annum + Bonus
Posted: 5 days ago
North London
myBench Ltd
Salary: £45,000 per annum
Posted: 3 days ago
Chester, Cheshire
DeSantis Arin Recruitment
Salary: Up to £50,000 per annum
Posted: 4 days ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £45,000 to £55,000 per annum plus excellent additional benefits
Posted: 3 days ago
London
Harrington Starr
Salary: £55000 - £75000 per annum + Benefits + Bonus
Posted: 12 hours ago
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £32,000 to £36,000 per annum plus excellent benefits package
Posted: 6 days ago
Swansea, West Glamorgan
Resource Group
Salary: £35000 - £40000 per annum, Benefits Benefits
Posted: 3 days ago
City, London
I3
Salary: £75000 - £85000 per annum + benefits + bonus
Posted: 5 days ago
Chester, Cheshire
Searchability
Salary: £40000 - £45000 per annum + Benefits
Posted: 6 days ago
Liverpool, Merseyside
Searchability
Salary: £30000 - £40000 per annum + Benefits
Posted: 6 days ago