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

3 months to
27 Mar 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
UK
Rank 130 110 124
Rank change year-on-year -20 +14  
Permanent jobs citing ETL 2095 2851 2643
As % of all permanent IT jobs advertised in the UK 2.48% 2.76% 2.45%
As % of the Processes & Methodologies category 2.78% 3.11% 2.81%
Number of salaries quoted 1683 2291 2130
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 75370 91581 93969
As % of all permanent IT job vacancies advertised in the UK 89.10% 88.56% 87.01%
Number of salaries quoted 61980 75773 76024
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 27 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 27 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 -10 1966 £50,000 -4.76% 252
London -19 926 £57,500 - 100
South East +14 341 £54,000 +8.00% 24
City of London +2 184 £61,250 +6.52% 26
North West +43 154 £35,000 -12.50% 36
East of England +58 137 £47,500 -5.00% 17
Yorkshire -49 124 £42,500 +6.25% 16
South West -13 109 £42,000 +5.00% 23
West Yorkshire -24 99 £42,500 +6.25% 16
Manchester +49 97 £35,000 -9.67% 22
Berkshire -19 86 £50,000 -9.09% 5
West Midlands -15 83 £41,150 -4.30% 17
East Midlands -3 79 £47,500 +7.95% 15
Leeds -42 71 £42,500 +6.25% 11
Scotland -1 62 £42,500 -10.52% 13
Surrey +59 60 £55,000 +12.82% 5
Oxfordshire +25 55 £57,500 +5.99% 3
Essex +34 45 £47,500 -5.00% 2
Hertfordshire +22 39 £55,000 +22.22% 6
Wales -1 39 £45,000 +5.88% 3
West Sussex +18 33 £55,000 -4.34% 2
Hampshire +8 33 £45,000 - 4
Bristol +9 31 £40,000 +6.66% 11
Glasgow +5 31 £50,000 +5.26% 6
Cheshire -1 30 £41,500 -2.35% 13
Nottinghamshire -11 29 £45,000 -10.00% 3
Edinburgh -21 29 £40,000 -15.78% 5
Buckinghamshire +13 28 £52,500 +5.00%
South Wales -5 26 £43,750 +2.94% 2
Wiltshire -8 26 £42,000 -23.63% 2

ETL
Top 30 Related IT Skills

For the 6 months to 27 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 2852 (69.27%) SQL
2 2252 (54.70%) Business Intelligence
3 2003 (48.65%) SQL Server
4 1948 (47.32%) Data Warehouse
5 1752 (42.56%) SQL Server Integration Services
6 1270 (30.85%) SQL Server Reporting Services
7 1178 (28.61%) Agile Software Development
8 1171 (28.44%) Oracle
9 1116 (27.11%) Microsoft
10 1097 (26.65%) T-SQL
11 1096 (26.62%) Finance
12 946 (22.98%) SQL Server Analysis Services
13 899 (21.84%) Data Modelling
14 840 (20.40%) Analytics
15 712 (17.29%) MS Excel
16 627 (15.23%) Big Data
17 604 (14.67%) Java
18 599 (14.55%) Relational Database
19 555 (13.48%) Analytical Skills
20 542 (13.16%) Degree
21 525 (12.75%) Tableau
22 453 (11.00%) .NET
23 452 (10.98%) Power BI
24 443 (10.76%) SQL Server 2012
25 441 (10.71%) C#
26 411 (9.98%) Hadoop
27 407 (9.89%) Data Integration
28 405 (9.84%) Informatica
29 399 (9.69%) PL/SQL
30 385 (9.35%) Visualisation

ETL
Top Related 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
1 203 (4.93%) Apache Spark
2 144 (3.50%) SAS
3 120 (2.91%) JBoss
4 105 (2.55%) SharePoint
5 89 (2.16%) Oracle SOA Suite
6 80 (1.94%) Tomcat
7 77 (1.87%) IIS
8 73 (1.77%) Elasticsearch
9 69 (1.68%) Apache
10 65 (1.58%) WebLogic
11 62 (1.51%) Apache Pig
12 61 (1.48%) WebSphere
13 50 (1.21%) BizTalk Server
14 40 (0.97%) Confluence
15 35 (0.85%) Oracle Workflow
16 27 (0.66%) Jetty
16 27 (0.66%) nginx
17 17 (0.41%) Apache Solr
18 12 (0.29%) CMS
18 12 (0.29%) Luigi
Applications
1 712 (17.29%) MS Excel
2 61 (1.48%) MS Office
3 51 (1.24%) SPSS
4 31 (0.75%) MS Visio
5 18 (0.44%) MS PowerPoint
6 16 (0.39%) Spreadsheet
7 8 (0.19%) MS Project
8 4 (0.097%) SPSS Modeler
9 2 (0.049%) InfoPath
9 2 (0.049%) Stata
10 1 (0.024%) EngageOne
10 1 (0.024%) Gliffy
10 1 (0.024%) OmniGraffle
10 1 (0.024%) Weka
Business Applications
1 48 (1.17%) Cognos Business Intelligence
2 40 (0.97%) Oracle EBS
3 30 (0.73%) Dynamics CRM
4 18 (0.44%) SAP ERP
5 17 (0.41%) BusinessWorks
5 17 (0.41%) Oracle EBS R12
6 16 (0.39%) Cognos Planning
7 13 (0.32%) Eloqua
7 13 (0.32%) HFM
8 12 (0.29%) Cognos TM1
8 12 (0.29%) Dynamics AX
8 12 (0.29%) Dynamics NAV
8 12 (0.29%) SAP CRM
9 11 (0.27%) Oracle Receivables
10 10 (0.24%) Hyperion Planning
10 10 (0.24%) Oracle Payables
11 9 (0.22%) SAP FI
12 8 (0.19%) Oracle Applications
12 8 (0.19%) SAP FI/CO
12 8 (0.19%) SAP SD
Cloud Services
1 316 (7.68%) Microsoft Azure
2 296 (7.19%) Amazon AWS
3 61 (1.48%) SaaS
4 57 (1.38%) Google Cloud Platform
5 49 (1.19%) Cloud Computing
6 47 (1.14%) Amazon EC2
7 37 (0.90%) Google Analytics
8 31 (0.75%) GitHub
9 28 (0.68%) Force.com
10 22 (0.53%) Azure Machine Learning
11 16 (0.39%) Amazon EMR
11 16 (0.39%) Amazon S3
11 16 (0.39%) IaaS
12 14 (0.34%) Office 365
13 13 (0.32%) Amazon Kinesis
13 13 (0.32%) PaaS
14 10 (0.24%) Heroku
15 7 (0.17%) AWS Lambda
16 6 (0.15%) AWS Elastic Beanstalk
16 6 (0.15%) Virtual Private Cloud
Communications & Networking
1 55 (1.34%) Internet
2 18 (0.44%) TCP/IP
3 17 (0.41%) HTTP
4 14 (0.34%) SAN
5 13 (0.32%) HTTPS
5 13 (0.32%) Intranet
5 13 (0.32%) SNMP
6 7 (0.17%) Extranet
6 7 (0.17%) SSL
7 6 (0.15%) Firewall
7 6 (0.15%) Kerberos
7 6 (0.15%) LDAP
8 5 (0.12%) FTP
9 4 (0.097%) VoIP
9 4 (0.097%) VPN
10 3 (0.073%) DNS
10 3 (0.073%) NAS
11 2 (0.049%) Broadband
11 2 (0.049%) CTI
12 1 (0.024%) LAN
Database & Business Intelligence
1 2003 (48.65%) SQL Server
2 1948 (47.32%) Data Warehouse
3 1752 (42.56%) SQL Server Integration Services
4 1270 (30.85%) SQL Server Reporting Services
5 946 (22.98%) SQL Server Analysis Services
6 627 (15.23%) Big Data
7 599 (14.55%) Relational Database
8 452 (10.98%) Power BI
9 443 (10.76%) SQL Server 2012
10 411 (9.98%) Hadoop
11 361 (8.77%) Oracle Database
12 355 (8.62%) QlikView
13 318 (7.72%) BusinessObjects
14 306 (7.43%) SQL Server 2008
15 282 (6.85%) SQL Server 2014
16 276 (6.70%) MySQL
17 266 (6.46%) OLAP
17 266 (6.46%) RDBMS
18 262 (6.36%) NoSQL
19 217 (5.27%) SQL Server 2016
Development Applications
1 251 (6.10%) Talend Open Studio
2 213 (5.17%) Team Foundation Server
3 181 (4.40%) Visual Studio
4 135 (3.28%) JIRA
5 97 (2.36%) Git (software)
6 80 (1.94%) Oracle Forms
7 75 (1.82%) Jenkins
8 71 (1.72%) Subversion
9 54 (1.31%) SQL Server Management Studio (SSMS)
10 52 (1.26%) Maven
11 48 (1.17%) Selenium
11 48 (1.17%) Toad
12 44 (1.07%) Gradle
13 41 (1.00%) JUnit
14 39 (0.95%) Eclipse
15 38 (0.92%) Ant
16 35 (0.85%) ERwin
17 30 (0.73%) Hudson
18 27 (0.66%) Sonatype Nexus
19 25 (0.61%) Octopus Deploy
General
1 1096 (26.62%) Finance
2 262 (6.36%) Banking
3 233 (5.66%) Retail
4 221 (5.37%) Marketing
5 152 (3.69%) Legal
6 82 (1.99%) Advertising
7 62 (1.51%) Games
8 56 (1.36%) Telecoms
9 55 (1.34%) Investment Banking
10 52 (1.26%) Manufacturing
11 42 (1.02%) Law
12 37 (0.90%) Pharmaceutical
13 32 (0.78%) Financial Institution
14 31 (0.75%) Publishing
15 28 (0.68%) Front Office
16 20 (0.49%) Retail Banking
17 18 (0.44%) Back Office
18 15 (0.36%) Private Banking
19 14 (0.34%) Corporate Banking
19 14 (0.34%) Multimedia
Job Titles
1 1812 (44.01%) Developer
2 740 (17.97%) SQL Developer
3 700 (17.00%) Business Intelligence Developer
4 664 (16.13%) Analyst
5 416 (10.10%) Architect
6 330 (8.02%) ETL Developer
7 314 (7.63%) Senior Developer
8 292 (7.09%) Business Intelligence Analyst
9 289 (7.02%) SSIS Developer
10 278 (6.75%) DBA
11 255 (6.19%) SQL BI Developer
12 248 (6.02%) SQL Server Developer
13 223 (5.42%) Data Architect
14 219 (5.32%) Oracle Developer
15 200 (4.86%) SQL DBA
16 199 (4.83%) Business Developer
17 193 (4.69%) Consultant
18 190 (4.62%) Data Warehouse Developer
19 189 (4.59%) Data Engineer
20 186 (4.52%) SSRS Developer
Libraries, Frameworks & Software Standards
1 453 (11.00%) .NET
2 340 (8.26%) Web Services
3 331 (8.04%) XML
4 201 (4.88%) HTML
5 164 (3.98%) MDX
6 146 (3.55%) SOAP
7 134 (3.25%) REST
8 120 (2.91%) CSS
9 102 (2.48%) Spring
10 91 (2.21%) JSON
11 87 (2.11%) .NET Framework
12 86 (2.09%) J2EE
12 86 (2.09%) RESTful
13 83 (2.02%) ASP.NET
14 68 (1.65%) Java EE
15 63 (1.53%) Kafka
16 60 (1.46%) Middleware
17 53 (1.29%) XSLT
18 51 (1.24%) XSD
19 50 (1.21%) Flask
Miscellaneous
1 555 (13.48%) Analytical Skills
2 269 (6.53%) Computer Science
3 189 (4.59%) Management Information System
4 128 (3.11%) Enterprise Software
5 96 (2.33%) Data Structures
6 80 (1.94%) Clustering
7 77 (1.87%) Replication
8 73 (1.77%) Algorithms
9 70 (1.70%) iPad
10 64 (1.55%) Fintech
11 39 (0.95%) Credit Risk
11 39 (0.95%) User Experience
12 34 (0.83%) NHS
13 30 (0.73%) Semantic Web
14 25 (0.61%) N-Tier
15 24 (0.58%) Life Science
16 19 (0.46%) Reference Data
17 18 (0.44%) Mobile App
18 16 (0.39%) Internet of Things
19 14 (0.34%) Foreign Exchange (FX)
Operating Systems
1 354 (8.60%) Linux
2 229 (5.56%) Windows
3 223 (5.42%) Unix
4 69 (1.68%) Windows Server
5 56 (1.36%) Red Hat Enterprise Linux
6 38 (0.92%) Windows Server 2012
7 21 (0.51%) Windows Server 2003
8 12 (0.29%) Solaris
8 12 (0.29%) Windows Server 2008
9 9 (0.22%) CentOS
10 8 (0.19%) Android
11 4 (0.097%) HPUX
12 3 (0.073%) Windows XP
13 2 (0.049%) Fedora
13 2 (0.049%) Ubuntu
13 2 (0.049%) VMS
14 1 (0.024%) Apple iOS
14 1 (0.024%) Mac OS
Processes & Methodologies
1 2252 (54.70%) Business Intelligence
2 1178 (28.61%) Agile Software Development
3 899 (21.84%) Data Modelling
4 840 (20.40%) Analytics
5 407 (9.89%) Data Integration
6 385 (9.35%) Visualisation
7 352 (8.55%) Data Management
8 328 (7.97%) Scrum
9 318 (7.72%) Performance Tuning
10 289 (7.02%) Data Analysis
10 289 (7.02%) Migration
11 283 (6.87%) Kimball Methodology
12 278 (6.75%) SDLC
13 245 (5.95%) Data Visualisation
14 242 (5.88%) Project Management
15 240 (5.83%) ETL Development
16 209 (5.08%) Continuous Integration
17 208 (5.05%) Data Analytics
18 203 (4.93%) Software Engineering
19 197 (4.79%) Mentoring
Programming Languages
1 2852 (69.27%) SQL
2 1097 (26.65%) T-SQL
3 604 (14.67%) Java
4 441 (10.71%) C#
5 399 (9.69%) PL/SQL
6 378 (9.18%) Python
7 319 (7.75%) JavaScript
8 209 (5.08%) R
9 128 (3.11%) Data Analysis Expressions (DAX)
9 128 (3.11%) Shell Script
10 110 (2.67%) VBA
11 93 (2.26%) PowerShell
12 80 (1.94%) C++
13 74 (1.80%) Scala
14 69 (1.68%) VB.NET
15 63 (1.53%) C
16 56 (1.36%) PHP
17 55 (1.34%) Groovy
18 36 (0.87%) VB
19 33 (0.80%) Perl
Qualifications
1 542 (13.16%) Degree
2 67 (1.63%) Microsoft Certification
3 58 (1.41%) Security Cleared
4 34 (0.83%) ISEB
5 31 (0.75%) SC Cleared
6 24 (0.58%) ISTQB
7 23 (0.56%) Oracle Certification
8 21 (0.51%) MCITP
9 18 (0.44%) MCTS
10 15 (0.36%) PMI Certification
11 13 (0.32%) MCSA
12 12 (0.29%) ITIL Foundation Certificate
12 12 (0.29%) MCSE
13 10 (0.24%) MCP
13 10 (0.24%) OCP
13 10 (0.24%) PhD
14 9 (0.22%) PMP
15 7 (0.17%) Postgraduate
16 6 (0.15%) ACCA
16 6 (0.15%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 321 (7.80%) Data Quality
2 181 (4.40%) QA
3 56 (1.36%) SLA
4 18 (0.44%) Sarbanes-Oxley
5 10 (0.24%) COBIT
6 8 (0.19%) IFRS
6 8 (0.19%) IFRS 9
7 7 (0.17%) ISO/IEC 27001
7 7 (0.17%) PCI DSS
8 6 (0.15%) Solvency II
9 5 (0.12%) HL7
10 4 (0.097%) Dodd-Frank
10 4 (0.097%) SNOMED CT
11 2 (0.049%) GCP
11 2 (0.049%) GDPR
11 2 (0.049%) ISO 14001
11 2 (0.049%) ISO 9001
12 1 (0.024%) BS7666
12 1 (0.024%) GAAP
12 1 (0.024%) UCITS
System Software
1 37 (0.90%) HDFS
2 22 (0.53%) Apache Flume
3 16 (0.39%) Active Directory
4 15 (0.36%) Docker
5 6 (0.15%) Oracle RAC
5 6 (0.15%) XenServer
6 5 (0.12%) KVM
6 5 (0.12%) VMware Infrastructure
7 3 (0.073%) Virtual Machines
8 2 (0.049%) Apache ZooKeeper
8 2 (0.049%) iptables
8 2 (0.049%) vSphere
8 2 (0.049%) Xen
9 1 (0.024%) Hyper-V
Systems Management
1 39 (0.95%) Opscode Chef
2 29 (0.70%) Ansible
3 25 (0.61%) Oozie
4 24 (0.58%) Puppet
5 17 (0.41%) Control-M
6 15 (0.36%) HP Quality Center
7 13 (0.32%) Oracle Enterprise Manager
8 12 (0.29%) Data Guard
9 8 (0.19%) Enterprise Manager Cloud Control
9 8 (0.19%) Oracle RMAN
9 8 (0.19%) Perfmon
10 4 (0.097%) Failover Clustering
10 4 (0.097%) Hadoop YARN
10 4 (0.097%) Kibana
10 4 (0.097%) Tivoli
11 3 (0.073%) SCCM
12 2 (0.049%) logstash
12 2 (0.049%) Salt
12 2 (0.049%) Terraform
12 2 (0.049%) WebSphere Cast Iron
Vendors
1 1171 (28.44%) Oracle
2 1116 (27.11%) Microsoft
3 525 (12.75%) Tableau
4 405 (9.84%) Informatica
5 266 (6.46%) SAP
6 251 (6.10%) Talend
7 205 (4.98%) Cognos
8 132 (3.21%) Google
9 128 (3.11%) IBM
10 113 (2.74%) Teradata
11 108 (2.62%) Salesforce.com
12 92 (2.23%) Sybase
13 66 (1.60%) MicroStrategy
14 50 (1.21%) Netezza
15 46 (1.12%) Red Hat
16 41 (1.00%) Splunk
17 39 (0.95%) Jaspersoft
18 37 (0.90%) Hyperion
19 34 (0.83%) RedGate
20 32 (0.78%) BMC
Potters Bar, Hertfordshire
Understanding Recruitment
Salary: £40000.00 - £48000.00 per annum + bonus + benefits
Posted: 4 hours ago
London
Talent International
Salary: £350 - £500 per day
Posted: 1 hour ago
Manchester, Lancashire
Venturi
Salary: £20000 - £30000 per annum + company benefits
Posted: 1 hour ago
West London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £50000 Per Annum Plus excellent benefits
Posted: 16 hours ago
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £35000.00 - £46000.00 per annum
Posted: 2 days ago
Leeds, West Yorkshire
CoreCom Consulting
Salary: £38000 - £43000 per annum + 5% Bonus, Pension
Posted: 2 days ago
Salford, Lancashire
Maclean Moore Consulting
Salary: From £35,000 to £50,000 per annum £35000-£50000
Posted: 2 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £45000 per annum
Posted: 3 days ago
Bradford, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £25000.00 per annum
Posted: 2 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £40000 - £50000 per annum + Benefits
Posted: 2 days ago
Northampton, Northamptonshire
HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £32000.00 per annum
Posted: 2 days ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: 3 days ago
Spalding, Lincolnshire
X4 Group
Salary: Market related
Posted: 3 days ago
London
Venturi
Salary: £50000 - £55000.00 per annum + company benefits
Posted: 4 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: 4 days ago
Leicester, Leicestershire
Next
Salary: Completive salary and benefits package including relocation package
Posted: 3 days ago
Chester, Cheshire
Aria Select Ltd
Salary: From £40,000 to £45,000 per annum Life assurance, Healthcare, Pension
Posted: 2 days ago
London
Venturi
Salary: £25000.00 - £35000.00 per annum + Beneifts
Posted: 2 days ago
London
Venturi
Salary: £50000.00 - £65000.00 per annum + 20% Bonus & Benefits
Posted: 2 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: 2 days ago
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: 2 days ago
Exeter, Devon
Devonshire Hayes Recruitment Specialists Ltd
Salary: From £40,000 to £50,000 per annum
Posted: 2 days ago
London
KPRS
Salary: From £45,000 to £55,000 per annum £45k - £55k + excellent Benefits pac
Posted: 2 days ago
Walsall, West Midlands (County)
Certes Computing Ltd
Salary: £36500 - £44600 per annum + Pension, Holidays
Posted: 3 days ago
Swindon, Wiltshire
Redrock Consulting Ltd
Salary: £40000 - £45000 per annum + Bonus + Benefits
Posted: 5 days ago
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £32,000 to £36,000 per annum plus excellent benefits package
Posted: 5 days ago
North West London
Hudson IT
Salary: £70000 - £75000 per annum + Bonus + Benefits
Posted: 3 days ago
Manchester, Lancashire
Stott & May
Salary: £25000 - £30000 per annum
Posted: 4 days ago
City, London
Marcus Donald People
Salary: £50000 - £60000 per annum
Posted: 3 days ago
Derby, Derbyshire
ARC IT Recruitment Ltd
Salary: Up to £50,000
Posted: 2 days ago