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 March 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK
3 months to
30 Mar 2017
Same period 2016 Same period 2015
Rank 125 113 124
Rank change year-on-year -12 +11  
Permanent jobs citing ETL 2148 2856 2638
As % of all permanent IT jobs advertised in the UK 2.51% 2.73% 2.45%
As % of the Processes & Methodologies category 2.82% 3.08% 2.82%
Number of salaries quoted 1737 2294 2125
Median salary £50,000 £52,500 £50,500
Median salary % change year-on-year -4.76% +3.96%  
90% offered a salary of more than £35,000 £35,000 £35,000
10% offered a salary of more than £75,000 £72,500 £75,000
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 76216 92627 93645
As % of all permanent IT job vacancies advertised in the UK 89.14% 88.57% 86.99%
Number of salaries quoted 62695 76706 75786
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 £77,500 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 March 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 March 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 -6 2019 £50,000 -4.76% 250
London -23 951 £57,500 - 111
South East +16 345 £54,000 +8.00% 22
City of London -2 194 £61,250 +6.52% 30
North West +49 165 £35,000 -12.50% 26
East of England +61 140 £47,500 -5.00% 19
Yorkshire -53 122 £42,500 +6.25% 16
South West -6 112 £42,000 +5.00% 23
Manchester +45 104 £35,000 -12.50% 17
West Yorkshire -33 98 £42,500 +6.25% 15
West Midlands -5 93 £40,000 -6.97% 17
Berkshire -17 86 £50,000 -9.09% 3
East Midlands +4 77 £47,500 +9.82% 14
Leeds -34 69 £42,500 +6.25% 11
Scotland -8 63 £42,500 -10.52% 10
Surrey +67 59 £55,000 +12.82% 5
Oxfordshire +26 59 £57,500 +6.48% 3
Essex +34 43 £47,500 -5.00% 3
Hertfordshire +19 41 £53,750 +16.21% 7
Hampshire +7 36 £45,000 - 2
Wales -4 36 £45,000 +5.88% 6
Bristol +9 34 £40,000 +6.66% 9
West Sussex +16 33 £55,000 -4.34% 3
Cheshire +2 33 £42,500 - 8
Birmingham -3 33 £40,000 -4.76% 11
Glasgow +1 32 £48,750 +2.63% 5
Edinburgh -24 29 £40,000 -15.78% 4
Buckinghamshire +12 28 £52,500 +16.66% 1
Wiltshire -3 27 £42,000 -23.63% 3
Cambridgeshire +13 26 £44,500 -20.88% 5

For the 6 months to 30 March 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 2872 (69.41%) SQL
2 2265 (54.74%) Business Intelligence
3 2022 (48.86%) SQL Server
4 1966 (47.51%) Data Warehouse
5 1772 (42.82%) SQL Server Integration Services
6 1292 (31.22%) SQL Server Reporting Services
7 1182 (28.56%) Agile Software Development
8 1179 (28.49%) Oracle
9 1145 (27.67%) Microsoft
10 1110 (26.82%) T-SQL
11 1103 (26.66%) Finance
12 958 (23.15%) SQL Server Analysis Services
13 896 (21.65%) Data Modelling
14 841 (20.32%) Analytics
15 736 (17.79%) MS Excel
16 638 (15.42%) Big Data
17 606 (14.64%) Relational Database
18 604 (14.60%) Java
19 551 (13.32%) Analytical Skills
20 546 (13.19%) Degree
21 529 (12.78%) Tableau
22 463 (11.19%) Power BI
23 458 (11.07%) .NET
24 442 (10.68%) C#
25 441 (10.66%) SQL Server 2012
26 414 (10.00%) Data Integration
26 414 (10.00%) Hadoop
27 408 (9.86%) Informatica
28 405 (9.79%) PL/SQL
29 394 (9.52%) Visualisation

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
1 206 (4.98%) Apache Spark
2 143 (3.46%) SAS
3 120 (2.90%) JBoss
4 107 (2.59%) SharePoint
5 89 (2.15%) Oracle SOA Suite
6 79 (1.91%) IIS
6 79 (1.91%) Tomcat
7 74 (1.79%) Elasticsearch
8 69 (1.67%) Apache
9 64 (1.55%) WebLogic
10 59 (1.43%) Apache Pig
11 57 (1.38%) WebSphere
12 53 (1.28%) BizTalk Server
13 40 (0.97%) Confluence
14 35 (0.85%) Oracle Workflow
15 27 (0.65%) Jetty
15 27 (0.65%) nginx
16 17 (0.41%) Apache Solr
17 12 (0.29%) Luigi
17 12 (0.29%) SharePoint 2013
Applications
1 736 (17.79%) MS Excel
2 64 (1.55%) MS Office
3 50 (1.21%) SPSS
4 33 (0.80%) MS Visio
5 18 (0.43%) MS PowerPoint
6 16 (0.39%) Spreadsheet
7 9 (0.22%) MS Project
8 4 (0.097%) SPSS Modeler
9 2 (0.048%) InfoPath
9 2 (0.048%) Stata
10 1 (0.024%) EngageOne
10 1 (0.024%) Gliffy
10 1 (0.024%) OmniGraffle
10 1 (0.024%) Weka
Business Applications
1 47 (1.14%) Cognos Business Intelligence
2 41 (0.99%) Oracle EBS
3 33 (0.80%) Dynamics CRM
4 18 (0.43%) SAP ERP
5 17 (0.41%) BusinessWorks
5 17 (0.41%) Oracle EBS R12
6 16 (0.39%) Cognos Planning
7 14 (0.34%) HFM
8 13 (0.31%) Cognos TM1
8 13 (0.31%) Dynamics NAV
8 13 (0.31%) Eloqua
9 12 (0.29%) Dynamics AX
9 12 (0.29%) Hyperion Planning
9 12 (0.29%) SAP CRM
10 11 (0.27%) Oracle Receivables
11 10 (0.24%) Oracle Payables
11 10 (0.24%) SAP FI
12 9 (0.22%) SAP CO
12 9 (0.22%) SAP FI/CO
12 9 (0.22%) SAP SD
Cloud Services
1 332 (8.02%) Microsoft Azure
2 295 (7.13%) Amazon AWS
3 61 (1.47%) Google Cloud Platform
4 59 (1.43%) SaaS
5 47 (1.14%) Cloud Computing
6 45 (1.09%) Amazon EC2
7 36 (0.87%) Google Analytics
8 29 (0.70%) Force.com
8 29 (0.70%) GitHub
9 25 (0.60%) Azure Machine Learning
10 17 (0.41%) IaaS
11 15 (0.36%) Amazon EMR
11 15 (0.36%) Amazon S3
12 14 (0.34%) Office 365
13 13 (0.31%) PaaS
14 12 (0.29%) Amazon Kinesis
15 10 (0.24%) Heroku
16 7 (0.17%) AWS Lambda
17 6 (0.14%) Responsys
17 6 (0.14%) Taleo
Communications & Networking
1 54 (1.30%) Internet
2 18 (0.43%) TCP/IP
3 17 (0.41%) HTTP
4 14 (0.34%) SAN
5 13 (0.31%) HTTPS
5 13 (0.31%) Intranet
5 13 (0.31%) SNMP
6 7 (0.17%) Extranet
6 7 (0.17%) SSL
7 6 (0.14%) FTP
7 6 (0.14%) Kerberos
7 6 (0.14%) LDAP
8 5 (0.12%) Firewall
9 4 (0.097%) VoIP
9 4 (0.097%) VPN
10 3 (0.072%) DNS
10 3 (0.072%) NAS
11 2 (0.048%) CTI
11 2 (0.048%) DHCP
11 2 (0.048%) WAN
Database & Business Intelligence
1 2022 (48.86%) SQL Server
2 1966 (47.51%) Data Warehouse
3 1772 (42.82%) SQL Server Integration Services
4 1292 (31.22%) SQL Server Reporting Services
5 958 (23.15%) SQL Server Analysis Services
6 638 (15.42%) Big Data
7 606 (14.64%) Relational Database
8 463 (11.19%) Power BI
9 441 (10.66%) SQL Server 2012
10 414 (10.00%) Hadoop
11 363 (8.77%) Oracle Database
12 355 (8.58%) QlikView
13 321 (7.76%) BusinessObjects
14 308 (7.44%) SQL Server 2008
15 276 (6.67%) SQL Server 2014
16 269 (6.50%) RDBMS
17 266 (6.43%) OLAP
18 265 (6.40%) MySQL
19 263 (6.36%) NoSQL
20 214 (5.17%) SQL Server 2016
Development Applications
1 262 (6.33%) Talend Open Studio
2 209 (5.05%) Team Foundation Server
3 176 (4.25%) Visual Studio
4 141 (3.41%) JIRA
5 94 (2.27%) Git (software)
6 81 (1.96%) Oracle Forms
7 73 (1.76%) Jenkins
8 70 (1.69%) Subversion
9 57 (1.38%) SQL Server Management Studio (SSMS)
10 51 (1.23%) Maven
11 47 (1.14%) Selenium
11 47 (1.14%) Toad
12 43 (1.04%) Gradle
13 40 (0.97%) JUnit
14 38 (0.92%) Ant
14 38 (0.92%) Eclipse
15 37 (0.89%) ERwin
16 30 (0.72%) Hudson
17 27 (0.65%) Sonatype Nexus
18 25 (0.60%) Octopus Deploy
General
1 1103 (26.66%) Finance
2 262 (6.33%) Banking
3 239 (5.78%) Retail
4 214 (5.17%) Marketing
5 157 (3.79%) Legal
6 85 (2.05%) Advertising
7 63 (1.52%) Games
8 55 (1.33%) Investment Banking
8 55 (1.33%) Telecoms
9 54 (1.30%) Manufacturing
10 42 (1.01%) Law
11 41 (0.99%) Pharmaceutical
12 32 (0.77%) Financial Institution
12 32 (0.77%) Publishing
13 29 (0.70%) Front Office
14 21 (0.51%) Retail Banking
15 18 (0.43%) Back Office
16 16 (0.39%) Private Banking
17 15 (0.36%) Corporate Banking
18 14 (0.34%) Multimedia
Job Titles
1 1826 (44.13%) Developer
2 754 (18.22%) SQL Developer
3 710 (17.16%) Business Intelligence Developer
4 674 (16.29%) Analyst
5 415 (10.03%) Architect
6 332 (8.02%) ETL Developer
7 310 (7.49%) Senior Developer
8 296 (7.15%) Business Intelligence Analyst
9 295 (7.13%) SSIS Developer
10 279 (6.74%) DBA
11 264 (6.38%) SQL BI Developer
12 255 (6.16%) SQL Server Developer
13 223 (5.39%) Data Architect
14 222 (5.36%) Oracle Developer
15 200 (4.83%) SQL DBA
16 199 (4.81%) SSRS Developer
17 198 (4.78%) Consultant
18 195 (4.71%) Data Engineer
19 194 (4.69%) Business Developer
20 191 (4.62%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 458 (11.07%) .NET
2 337 (8.14%) Web Services
3 335 (8.10%) XML
4 201 (4.86%) HTML
5 168 (4.06%) MDX
6 147 (3.55%) SOAP
7 135 (3.26%) REST
8 120 (2.90%) CSS
9 103 (2.49%) Spring
10 91 (2.20%) JSON
11 88 (2.13%) RESTful
12 87 (2.10%) .NET Framework
13 84 (2.03%) ASP.NET
13 84 (2.03%) J2EE
14 70 (1.69%) Java EE
15 66 (1.59%) Kafka
16 58 (1.40%) Middleware
17 54 (1.30%) XSLT
18 51 (1.23%) XSD
19 50 (1.21%) Flask
Miscellaneous
1 551 (13.32%) Analytical Skills
2 275 (6.65%) Computer Science
3 187 (4.52%) Management Information System
4 130 (3.14%) Enterprise Software
5 94 (2.27%) Data Structures
6 80 (1.93%) Clustering
7 79 (1.91%) Replication
8 75 (1.81%) Algorithms
9 69 (1.67%) iPad
10 65 (1.57%) Fintech
11 39 (0.94%) User Experience
12 37 (0.89%) Credit Risk
13 33 (0.80%) NHS
14 31 (0.75%) Semantic Web
15 27 (0.65%) Life Science
16 24 (0.58%) N-Tier
17 19 (0.46%) Reference Data
18 18 (0.43%) Mobile App
19 16 (0.39%) Internet of Things
20 14 (0.34%) Foreign Exchange (FX)
Operating Systems
1 349 (8.43%) Linux
2 232 (5.61%) Windows
3 223 (5.39%) Unix
4 70 (1.69%) Windows Server
5 54 (1.30%) Red Hat Enterprise Linux
6 38 (0.92%) Windows Server 2012
7 21 (0.51%) Windows Server 2003
8 11 (0.27%) Solaris
8 11 (0.27%) Windows Server 2008
9 9 (0.22%) CentOS
10 8 (0.19%) Android
11 3 (0.072%) HPUX
11 3 (0.072%) Windows XP
12 2 (0.048%) Fedora
12 2 (0.048%) Ubuntu
12 2 (0.048%) VMS
13 1 (0.024%) Apple iOS
13 1 (0.024%) Mac OS
13 1 (0.024%) Windows 10
13 1 (0.024%) Windows 7
Processes & Methodologies
1 2265 (54.74%) Business Intelligence
2 1182 (28.56%) Agile Software Development
3 896 (21.65%) Data Modelling
4 841 (20.32%) Analytics
5 414 (10.00%) Data Integration
6 394 (9.52%) Visualisation
7 356 (8.60%) Data Management
8 331 (8.00%) Scrum
9 320 (7.73%) Performance Tuning
10 290 (7.01%) Migration
11 285 (6.89%) Data Analysis
12 284 (6.86%) Kimball Methodology
13 273 (6.60%) SDLC
14 251 (6.07%) Data Visualisation
15 247 (5.97%) Project Management
16 240 (5.80%) ETL Development
17 209 (5.05%) Continuous Integration
18 207 (5.00%) Data Analytics
19 206 (4.98%) Software Engineering
20 198 (4.78%) Mentoring
Programming Languages
1 2872 (69.41%) SQL
2 1110 (26.82%) T-SQL
3 604 (14.60%) Java
4 442 (10.68%) C#
5 405 (9.79%) PL/SQL
6 372 (8.99%) Python
7 318 (7.68%) JavaScript
8 214 (5.17%) R
9 131 (3.17%) Data Analysis Expressions (DAX)
10 127 (3.07%) Shell Script
11 110 (2.66%) VBA
12 92 (2.22%) PowerShell
13 80 (1.93%) C++
14 74 (1.79%) Scala
15 72 (1.74%) VB.NET
16 63 (1.52%) C
17 56 (1.35%) Groovy
17 56 (1.35%) PHP
18 37 (0.89%) VB
19 34 (0.82%) Perl
Qualifications
1 546 (13.19%) Degree
2 71 (1.72%) Microsoft Certification
3 58 (1.40%) Security Cleared
4 38 (0.92%) ISEB
5 30 (0.72%) SC Cleared
6 23 (0.56%) ISTQB
7 22 (0.53%) Oracle Certification
8 21 (0.51%) MCITP
9 18 (0.43%) MCTS
10 15 (0.36%) PMI Certification
11 14 (0.34%) MCSA
12 13 (0.31%) MCSE
13 12 (0.29%) ITIL Foundation Certificate
13 12 (0.29%) MCP
14 9 (0.22%) OCP
14 9 (0.22%) PhD
14 9 (0.22%) PMP
14 9 (0.22%) Postgraduate
15 6 (0.14%) ACCA
15 6 (0.14%) PRINCE2 Certification
Quality Assurance & Compliance
1 326 (7.88%) Data Quality
2 187 (4.52%) QA
3 57 (1.38%) SLA
4 18 (0.43%) Sarbanes-Oxley
5 10 (0.24%) COBIT
6 8 (0.19%) IFRS
6 8 (0.19%) IFRS 9
6 8 (0.19%) ISO/IEC 27001
7 7 (0.17%) PCI DSS
8 6 (0.14%) Solvency II
9 5 (0.12%) HL7
10 4 (0.097%) Dodd-Frank
10 4 (0.097%) SNOMED CT
11 3 (0.072%) GDPR
12 2 (0.048%) GCP
12 2 (0.048%) ISO 14001
12 2 (0.048%) ISO 9001
13 1 (0.024%) BS7666
13 1 (0.024%) GAAP
13 1 (0.024%) MiFID
System Software
1 37 (0.89%) HDFS
2 20 (0.48%) Apache Flume
3 17 (0.41%) Active Directory
4 15 (0.36%) Docker
5 6 (0.14%) Oracle RAC
5 6 (0.14%) XenServer
6 5 (0.12%) KVM
6 5 (0.12%) VMware Infrastructure
7 3 (0.072%) Virtual Machines
8 2 (0.048%) Apache ZooKeeper
8 2 (0.048%) Hyper-V
8 2 (0.048%) iptables
8 2 (0.048%) vSphere
8 2 (0.048%) Xen
Systems Management
1 38 (0.92%) Opscode Chef
2 28 (0.68%) Ansible
3 24 (0.58%) Oozie
3 24 (0.58%) Puppet
4 17 (0.41%) Control-M
5 14 (0.34%) HP Quality Center
6 13 (0.31%) Data Guard
6 13 (0.31%) Oracle Enterprise Manager
7 8 (0.19%) Enterprise Manager Cloud Control
7 8 (0.19%) Oracle RMAN
7 8 (0.19%) Perfmon
8 5 (0.12%) Failover Clustering
8 5 (0.12%) Tivoli
9 4 (0.097%) Hadoop YARN
9 4 (0.097%) Kibana
10 3 (0.072%) logstash
10 3 (0.072%) SCCM
11 2 (0.048%) Mesos
11 2 (0.048%) Salt
11 2 (0.048%) WebSphere Cast Iron
Vendors
1 1179 (28.49%) Oracle
2 1145 (27.67%) Microsoft
3 529 (12.78%) Tableau
4 408 (9.86%) Informatica
5 270 (6.52%) SAP
6 262 (6.33%) Talend
7 207 (5.00%) Cognos
8 134 (3.24%) Google
9 124 (3.00%) IBM
10 111 (2.68%) Teradata
11 107 (2.59%) Salesforce.com
12 92 (2.22%) Sybase
13 70 (1.69%) MicroStrategy
14 51 (1.23%) Netezza
15 45 (1.09%) Red Hat
16 43 (1.04%) Splunk
17 39 (0.94%) Jaspersoft
18 37 (0.89%) Hyperion
19 33 (0.80%) Alteryx
19 33 (0.80%) Cloudera
London
Parallel Consulting
Salary: £35000 - £45000 per annum + Shares, Medical, Life Assurance
Posted: 7 hours ago
Cheshire
Sanderson
Posted: 4 hours ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: 31 minutes ago
Birmingham, West Midlands (County)
University of Birmingham
Salary: From £39,324 to £46,924 per annum
Posted: 21 minutes ago
Chester, Cheshire
Searchability
Salary: £35000 - £45000 per annum + Benefits
Posted: 4 hours ago
Birmingham, West Midlands (County)
Venturi
Salary: £35000 - £45000 per annum + company benefits
Posted: 2 hours ago
Exeter, Devon
Redrock Consulting Ltd
Salary: £25000 - £28000 per annum + 25 hol + pension Cont
Posted: 4 hours ago
St. Helens, Merseyside
Opus IT Consulting
Salary: Additional Benefits + Bonus
Posted: Yesterday
Swindon, Wiltshire
Redrock Consulting Ltd
Salary: £40000 - £45000 per annum + Bonus + Benefits
Posted: Yesterday
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £32,000 to £36,000 per annum plus excellent benefits package
Posted: Yesterday
Northampton, Northamptonshire
onezeero.
Salary: £40000 - £45000 per annum + Great Benefits
Posted: Yesterday
City, London
Client Server
Salary: £45k to £60k + benefits
Posted: Yesterday
London
Harvey Nash plc
Salary: £45000 - £55000 per annum
Posted: 20 hours ago
West London
Spargonet Consulting Plc
Salary: £55000 - £60000 per annum
Posted: Yesterday
West Bromwich, West Midlands (County)
Rullion
Salary: £35000 - £50000 per annum + extensive benefits
Posted: 19 hours ago
Warrington, Cheshire
Experis Ltd
Salary: £30000.00 - £35000.00 per annum
Posted: 22 hours ago
City, London
Lawrence Harvey Enterprise
Salary: £50000.00 - £65000.00 per annum
Posted: 19 hours ago
Leeds, West Yorkshire
Certes Computing Ltd
Salary: £40000 - £45000 per annum
Posted: 2 days ago
Warrington, Cheshire
Actis Recruitment.
Salary: From £35,000 to £45,000 per annum + bonus + benefits
Posted: 22 hours ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: Yesterday
Exeter, Devon
Redrock Consulting Ltd
Salary: £25000 - £28000 per annum + 25 hol + pension Cont
Posted: 4 hours ago
Solihull, West Midlands (County)
Spring Technology
Posted: 20 hours ago
City, London
Venturi
Salary: £40000 - £45000.00 per annum + extensive benefits
Posted: Yesterday
Wrexham, Clwyd
Senitor Associates
Salary: £30000 - £38000 per annum
Posted: 2 days ago
Potters Bar, Hertfordshire
Understanding Recruitment
Salary: £40000.00 - £48000.00 per annum + bonus + benefits
Posted: 3 days ago
London
Green Thompson Consulting
Salary: Up to £45,000 per annum To £45k basic
Posted: Yesterday
Leeds, West Yorkshire
Reed Technology
Salary: £40000 - £50000 per annum
Posted: Yesterday
Rickmansworth, Hertfordshire
Empiric.com
Salary: From £75,000 to £75,000 per annum
Posted: 21 hours ago
Bradford, West Yorkshire
Rullion
Salary: £45000 - £55000 per annum + extensive benefits
Posted: Yesterday
London
Talent International
Salary: £350 - £500 per day
Posted: 3 days ago