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

Extract, Transform and Load (ETL)
UK
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 140 128 123
Rank change year-on-year -12 -5  
Permanent jobs citing ETL 2176 2522 2789
As % of all permanent IT jobs advertised in the UK 2.47% 2.56% 2.51%
As % of the Processes & Methodologies category 2.76% 2.88% 2.86%
Number of salaries quoted 1724 2032 2255
Median salary £50,000 £50,000 £55,000
Median salary % change year-on-year - -9.09%  
90% offered a salary of more than £34,500 £37,500 £35,000
10% offered a salary of more than £75,000 £72,500 £80,000
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 78925 87582 97637
As % of all permanent IT job vacancies advertised in the UK 89.72% 88.95% 88.02%
Number of salaries quoted 63638 73140 79819
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 24 June 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 24 June 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 -17 2000 £50,000 -1.96% 262
London -26 1001 £57,500 - 122
South East -55 220 £55,000 +10.00% 34
North West +14 183 £42,500 +6.25% 33
City of London +29 178 £59,500 -0.83% 23
East of England +47 148 £45,000 -10.00% 13
Yorkshire +8 133 £45,000 +5.88% 26
South West +8 120 £40,000 -0.15% 9
West Yorkshire +27 117 £45,000 +5.88% 23
Manchester +14 114 £38,500 -3.75% 22
West Midlands -6 107 £40,000 -3.02% 14
Scotland +22 97 £45,000 -12.19% 6
Leeds +18 75 £45,000 +9.09% 20
East Midlands +14 68 £45,000 - 9
Berkshire -22 56 £50,000 -4.76% 6
Hertfordshire +12 55 £45,000 -14.69% 3
Edinburgh +22 53 £45,000 -18.18% 2
Surrey +24 52 £57,500 +27.77% 6
Glasgow +3 46 £45,000 -2.17% 3
Warwickshire +28 42 £38,000 -29.30% 1
Birmingham +14 40 £40,000 - 4
Cheshire -13 40 £47,500 +25.00% 4
Somerset +16 39 £32,500 -18.87%
Wales +21 37 £46,250 +15.62% 4
Bradford +6 35 £46,250 -2.63% 2
Bristol -14 35 £42,500 +3.65% 4
Essex +22 33 £47,500 +18.75% 4
Buckinghamshire +4 30 £80,000 +88.23% 8
Milton Keynes +8 27 £83,500 +75.78% 8
Watford -7 27 £70,000 +33.33% 1

For the 6 months to 24 June 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 3077 (71.64%) SQL
2 2343 (54.55%) Business Intelligence
3 2155 (50.17%) SQL Server
4 2090 (48.66%) Data Warehouse
5 1892 (44.05%) SQL Server Integration Services
6 1379 (32.11%) Microsoft
7 1378 (32.08%) SQL Server Reporting Services
8 1303 (30.34%) Agile Software Development
9 1217 (28.34%) T-SQL
10 1139 (26.52%) Finance
11 1133 (26.38%) Oracle
12 1065 (24.80%) SQL Server Analysis Services
13 910 (21.19%) Data Modelling
14 893 (20.79%) Analytics
15 749 (17.44%) Big Data
16 640 (14.90%) Java
17 623 (14.51%) Analytical Skills
18 598 (13.92%) Relational Database
19 587 (13.67%) Power BI
20 586 (13.64%) Tableau
21 582 (13.55%) Degree
22 515 (11.99%) .NET
23 507 (11.80%) Visualisation
24 467 (10.87%) C#
25 430 (10.01%) Data Quality
26 429 (9.99%) SQL Server 2012
27 421 (9.80%) QlikView
28 417 (9.71%) Hadoop
29 416 (9.69%) PL/SQL
30 411 (9.57%) Microsoft Azure

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
1 212 (4.94%) Apache Spark
2 143 (3.33%) SAS
3 114 (2.65%) SharePoint
4 96 (2.24%) IIS
5 90 (2.10%) JBoss
6 76 (1.77%) Oracle SOA Suite
7 67 (1.56%) Apache
8 60 (1.40%) Elasticsearch
8 60 (1.40%) Tomcat
9 58 (1.35%) BizTalk Server
10 51 (1.19%) Confluence
11 41 (0.95%) Apache Pig
12 38 (0.88%) WebLogic
13 31 (0.72%) CMS
14 28 (0.65%) Oracle Workflow
15 23 (0.54%) WebSphere
16 20 (0.47%) nginx
17 19 (0.44%) Jetty
18 18 (0.42%) Apache Solr
19 17 (0.40%) Sitecore CMS
Applications
1 331 (7.71%) Microsoft Excel
2 72 (1.68%) Microsoft Office
3 64 (1.49%) MS Visio
4 63 (1.47%) SPSS
5 35 (0.81%) Microsoft PowerPoint
6 14 (0.33%) Microsoft Project
7 11 (0.26%) Spreadsheet
8 4 (0.093%) SPSS Modeler
9 1 (0.023%) Weka
Business Applications
1 41 (0.95%) Oracle EBS
2 39 (0.91%) Cognos Business Intelligence
3 30 (0.70%) Dynamics CRM
4 21 (0.49%) Salesforce.com CRM
4 21 (0.49%) SAP Oil and Gas
5 17 (0.40%) Dynamics NAV
6 15 (0.35%) Cognos TM1
6 15 (0.35%) HFM
6 15 (0.35%) Hyperion Planning
7 14 (0.33%) Oracle EBS R12
8 13 (0.30%) iTrent
9 12 (0.28%) Dynamics AX
9 12 (0.28%) Hyperion Enterprise
9 12 (0.28%) SAP SD
10 10 (0.23%) BusinessWorks
10 10 (0.23%) Dynamics GP
10 10 (0.23%) Eloqua
10 10 (0.23%) SAP CO
10 10 (0.23%) SAP FI
10 10 (0.23%) SAP FI/CO
Cloud Services
1 411 (9.57%) Microsoft Azure
2 283 (6.59%) Amazon AWS
3 77 (1.79%) Google Cloud Platform
4 63 (1.47%) SaaS
5 54 (1.26%) GitHub
6 47 (1.09%) Azure Machine Learning
7 39 (0.91%) Cloud Computing
8 32 (0.75%) Google Analytics
9 30 (0.70%) Amazon EC2
10 23 (0.54%) IaaS
11 15 (0.35%) Azure Data Factory
11 15 (0.35%) Force.com
12 14 (0.33%) Office 365
13 13 (0.30%) Amazon S3
14 10 (0.23%) PaaS
15 9 (0.21%) iPaaS
15 9 (0.21%) Salesforce Service Cloud
16 8 (0.19%) AWS Lambda
17 7 (0.16%) Amazon EMR
17 7 (0.16%) Cortana Intelligence Suite
Communications & Networking
1 30 (0.70%) Internet
2 29 (0.68%) Intranet
3 15 (0.35%) HTTP
4 12 (0.28%) FTP
4 12 (0.28%) Kerberos
5 10 (0.23%) Extranet
6 9 (0.21%) Firewall
7 8 (0.19%) LDAP
7 8 (0.19%) SAN
7 8 (0.19%) TCP/IP
8 7 (0.16%) HTTPS
8 7 (0.16%) SNMP
9 5 (0.12%) Broadband
9 5 (0.12%) DHCP
9 5 (0.12%) DNS
9 5 (0.12%) LAN
9 5 (0.12%) SSL
9 5 (0.12%) WAN
10 3 (0.070%) VoIP
10 3 (0.070%) VPN
Database & Business Intelligence
1 2155 (50.17%) SQL Server
2 2090 (48.66%) Data Warehouse
3 1892 (44.05%) SQL Server Integration Services
4 1378 (32.08%) SQL Server Reporting Services
5 1065 (24.80%) SQL Server Analysis Services
6 749 (17.44%) Big Data
7 598 (13.92%) Relational Database
8 587 (13.67%) Power BI
9 429 (9.99%) SQL Server 2012
10 421 (9.80%) QlikView
11 417 (9.71%) Hadoop
12 361 (8.41%) BusinessObjects
13 356 (8.29%) OLAP
14 339 (7.89%) Oracle Database
15 338 (7.87%) NoSQL
16 334 (7.78%) SQL Server 2008
17 273 (6.36%) RDBMS
18 257 (5.98%) MySQL
19 210 (4.89%) SQL Server 2014
20 207 (4.82%) SQL Server 2016
Development Applications
1 245 (5.70%) Talend Open Studio
2 217 (5.05%) Team Foundation Server
3 197 (4.59%) Visual Studio
4 181 (4.21%) JIRA
5 89 (2.07%) Git (software)
6 88 (2.05%) Subversion
7 76 (1.77%) SQL Server Management Studio (SSMS)
8 75 (1.75%) TeamCity
9 69 (1.61%) Oracle Forms
10 58 (1.35%) Jenkins
11 49 (1.14%) Selenium
12 46 (1.07%) Maven
13 42 (0.98%) ERwin
14 30 (0.70%) Ant
15 28 (0.65%) Gradle
16 27 (0.63%) PowerDesigner
17 25 (0.58%) Eclipse
18 24 (0.56%) Sonatype Nexus
19 23 (0.54%) HP UFT
20 21 (0.49%) JUnit
General
1 1139 (26.52%) Finance
2 307 (7.15%) Retail
3 259 (6.03%) Banking
4 215 (5.01%) Marketing
5 165 (3.84%) Legal
6 100 (2.33%) Advertising
7 88 (2.05%) Games
8 84 (1.96%) Investment Banking
9 70 (1.63%) Telecoms
10 61 (1.42%) Retail Banking
11 59 (1.37%) Front Office
12 55 (1.28%) Manufacturing
13 43 (1.00%) Law
14 41 (0.95%) Pharmaceutical
15 37 (0.86%) Publishing
16 25 (0.58%) Back Office
17 24 (0.56%) Electronics
17 24 (0.56%) Private Banking
18 23 (0.54%) Corporate Banking
19 22 (0.51%) Financial Institution
Job Titles
1 2066 (48.10%) Developer
2 837 (19.49%) SQL Developer
3 826 (19.23%) Business Intelligence Developer
4 621 (14.46%) Analyst
5 387 (9.01%) Architect
6 348 (8.10%) Senior Developer
7 343 (7.99%) ETL Developer
8 336 (7.82%) SSIS Developer
9 302 (7.03%) SQL BI Developer
10 282 (6.57%) DBA
11 275 (6.40%) SQL Server Developer
12 253 (5.89%) Business Intelligence Analyst
13 242 (5.63%) Data Warehouse Developer
14 239 (5.56%) Oracle Developer
15 230 (5.36%) Data Architect
16 228 (5.31%) SSRS Developer
17 223 (5.19%) Consultant
18 220 (5.12%) Data Engineer
19 214 (4.98%) SQL Analyst
20 196 (4.56%) Business Developer
Libraries, Frameworks & Software Standards
1 515 (11.99%) .NET
2 313 (7.29%) XML
3 279 (6.50%) Web Services
4 234 (5.45%) HTML
5 207 (4.82%) MDX
6 152 (3.54%) SOAP
7 145 (3.38%) ASP.NET
8 141 (3.28%) REST
9 134 (3.12%) CSS
10 112 (2.61%) .NET Framework
11 106 (2.47%) Kafka
12 101 (2.35%) JSON
13 86 (2.00%) Spring
14 79 (1.84%) RESTful
15 60 (1.40%) J2EE
16 55 (1.28%) AngularJS
17 53 (1.23%) HTML5
18 50 (1.16%) Java EE
19 49 (1.14%) XSLT
20 48 (1.12%) ASP.NET MVC
Miscellaneous
1 623 (14.51%) Analytical Skills
2 293 (6.82%) Computer Science
3 230 (5.36%) Management Information System
4 127 (2.96%) Data Structures
5 102 (2.37%) Greenfield Project
6 101 (2.35%) Enterprise Software
7 82 (1.91%) Clustering
7 82 (1.91%) Fintech
8 80 (1.86%) Replication
9 62 (1.44%) iPad
10 53 (1.23%) Algorithms
11 51 (1.19%) User Experience
12 30 (0.70%) Semantic Web
13 29 (0.68%) Life Science
13 29 (0.68%) N-Tier
14 22 (0.51%) Linux Command Line
14 22 (0.51%) NHS
15 20 (0.47%) Foreign Exchange (FX)
16 19 (0.44%) Reference Data
17 18 (0.42%) Hedge funds
Operating Systems
1 362 (8.43%) Linux
2 218 (5.08%) Windows
3 212 (4.94%) Unix
4 74 (1.72%) Windows Server
5 35 (0.81%) Red Hat Enterprise Linux
6 28 (0.65%) Windows Server 2003
7 25 (0.58%) Windows Server 2012
8 17 (0.40%) Solaris
9 16 (0.37%) Windows Server 2008
10 9 (0.21%) Windows 7
11 7 (0.16%) CentOS
12 6 (0.14%) Android
13 5 (0.12%) Windows 10
14 2 (0.047%) Apple iOS
14 2 (0.047%) Fedora
14 2 (0.047%) Mesosphere
14 2 (0.047%) VMS
15 1 (0.023%) MVS
Processes & Methodologies
1 2343 (54.55%) Business Intelligence
2 1303 (30.34%) Agile Software Development
3 910 (21.19%) Data Modelling
4 893 (20.79%) Analytics
5 507 (11.80%) Visualisation
6 409 (9.52%) Data Management
7 397 (9.24%) Data Integration
8 396 (9.22%) Scrum
9 362 (8.43%) Performance Tuning
10 340 (7.92%) Data Visualisation
11 320 (7.45%) Kimball Methodology
12 304 (7.08%) SDLC
13 301 (7.01%) Migration
14 272 (6.33%) Data Analysis
15 254 (5.91%) ETL Development
16 243 (5.66%) Data Analytics
17 237 (5.52%) Mentoring
18 236 (5.49%) Test Automation
19 223 (5.19%) Project Management
20 211 (4.91%) Continuous Integration
Programming Languages
1 3077 (71.64%) SQL
2 1217 (28.34%) T-SQL
3 640 (14.90%) Java
4 467 (10.87%) C#
5 416 (9.69%) PL/SQL
6 394 (9.17%) Python
7 329 (7.66%) JavaScript
8 241 (5.61%) R
9 155 (3.61%) Shell Script
10 127 (2.96%) Data Analysis Expressions (DAX)
11 97 (2.26%) Scala
12 85 (1.98%) VBA
13 73 (1.70%) C++
14 71 (1.65%) PowerShell
15 64 (1.49%) VB.NET
16 59 (1.37%) C
17 50 (1.16%) Groovy
18 47 (1.09%) PHP
19 44 (1.02%) VB
20 43 (1.00%) Bash Shell
Qualifications
1 582 (13.55%) Degree
2 125 (2.91%) Computer Science Degree
3 89 (2.07%) Microsoft Certification
4 74 (1.72%) Security Cleared
5 49 (1.14%) ISEB
5 49 (1.14%) SC Cleared
6 46 (1.07%) Numerate Degree
7 44 (1.02%) Master's Degree
8 32 (0.75%) ISTQB
9 21 (0.49%) MCSE
10 19 (0.44%) ITIL Foundation Certificate
10 19 (0.44%) MCSA
11 17 (0.40%) ITIL Certification
11 17 (0.40%) MCITP
11 17 (0.40%) Oracle Certification
12 14 (0.33%) MCP
13 11 (0.26%) MCTS
14 10 (0.23%) Postgraduate
15 9 (0.21%) CITP
16 7 (0.16%) PRINCE2 Certification
Quality Assurance & Compliance
1 430 (10.01%) Data Quality
2 233 (5.42%) QA
3 51 (1.19%) SLA
4 17 (0.40%) Sarbanes-Oxley
5 13 (0.30%) ISO/IEC 27001
6 9 (0.21%) GDPR
7 8 (0.19%) Solvency II
8 6 (0.14%) COBIT
9 5 (0.12%) IFRS
9 5 (0.12%) ISO 9001
10 4 (0.093%) IFRS 9
10 4 (0.093%) PCI DSS
11 3 (0.070%) MiFID
11 3 (0.070%) PMO
11 3 (0.070%) SNOMED CT
12 2 (0.047%) FATCA
12 2 (0.047%) GCP
12 2 (0.047%) ISO 14001
13 1 (0.023%) Basel III
13 1 (0.023%) BS7666
System Software
1 44 (1.02%) HDFS
2 31 (0.72%) Active Directory
3 27 (0.63%) Apache Flume
4 19 (0.44%) Docker
5 11 (0.26%) VMware Infrastructure
6 9 (0.21%) KVM
7 7 (0.16%) Oracle RAC
8 5 (0.12%) Hyper-V
9 4 (0.093%) XenServer
10 3 (0.070%) Virtual Machines
11 2 (0.047%) Apache ZooKeeper
11 2 (0.047%) iptables
11 2 (0.047%) Tivoli Workload Scheduler
11 2 (0.047%) vSphere
11 2 (0.047%) Xen
Systems Management
1 28 (0.65%) Opscode Chef
2 27 (0.63%) Oozie
3 24 (0.56%) Puppet
4 23 (0.54%) Ansible
5 19 (0.44%) Control-M
6 18 (0.42%) Tivoli
7 17 (0.40%) Data Guard
8 13 (0.30%) Oracle Enterprise Manager
9 8 (0.19%) Failover Clustering
10 7 (0.16%) HP Quality Center
11 6 (0.14%) Enterprise Manager Cloud Control
11 6 (0.14%) Oracle RMAN
12 5 (0.12%) logstash
12 5 (0.12%) SCCM
13 4 (0.093%) Hadoop YARN
13 4 (0.093%) Perfmon
14 3 (0.070%) Kubernetes
14 3 (0.070%) OSSEC
15 2 (0.047%) Ambari
15 2 (0.047%) Salt
Vendors
1 1379 (32.11%) Microsoft
2 1133 (26.38%) Oracle
3 586 (13.64%) Tableau
4 378 (8.80%) Informatica
5 296 (6.89%) SAP
6 245 (5.70%) Talend
7 189 (4.40%) Cognos
8 136 (3.17%) IBM
9 126 (2.93%) Google
10 122 (2.84%) Teradata
11 105 (2.44%) MicroStrategy
12 95 (2.21%) Salesforce.com
13 81 (1.89%) Sybase
14 71 (1.65%) Netezza
15 63 (1.47%) Cloudera
16 62 (1.44%) Jaspersoft
17 61 (1.42%) Alteryx
18 40 (0.93%) Hyperion
19 38 (0.88%) Hortonworks
20 34 (0.79%) Ab Initio
Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £45000 - £52000 per annum + Benefits
Posted: 13 hours ago
Surrey
Venturi
Salary: £40000.00 - £55000.00 per annum + Bonus & Benefits
Posted: 7 hours ago
City, London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 15 hours ago
Colchester, Essex
Bristow Holland
Salary: From £50,000 to £55,000 per annum plus benefits
Posted: Yesterday
Kingston Upon Thames, Surrey
Austin Fraser
Salary: £45000 - £55000 per annum + Depending on experience
Posted: Yesterday
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £35000 - £45000 per annum
Posted: Yesterday
Bradford, West Yorkshire
The Bridge Ltd
Salary: From £30,000 to £35,000 per annum
Posted: Yesterday
Hull, North Humberside
Senitor Associates
Salary: £35000 - £40000 per annum + Benefits
Posted: Yesterday
Enfield, Middlesex
onezeero.
Salary: £45000 - £60000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £45000 per annum + bonus + on site gym + free parking
Posted: Yesterday
Leeds, West Yorkshire
Modis International
Salary: £38000 - £42000 per annum
Posted: 2 days ago
Enfield, Middlesex
onezeero.
Salary: £45000 - £60000 per annum
Posted: 2 days ago
Manchester, Lancashire
Oscar
Salary: £20000 - £22000 per annum + Benefits
Posted: Yesterday
Oxfordshire
Oscar
Salary: £25000 - £35000 per annum + Benefits
Posted: Yesterday
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £35,000 to £42,000 per annum Pension, Healthcare
Posted: Yesterday
Portsmouth, Hampshire
Senitor Associates
Salary: £30000 - £50000 per annum
Posted: Yesterday
Manchester, Lancashire
Car finance 247
Salary: £40000 - £42500 per annum + benefits
Posted: 2 days ago
London
Talent Spa
Salary: £70k per year
Posted: Yesterday
Broughton-In-Furness, Cumbria
Roc Search
Salary: £30000 - £50000 per annum
Posted: Yesterday
Bristol, Avon
Sanderson
Salary: £40000 - £45000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £40000 - £48000 per annum
Posted: 2 days ago
Nottingham, Nottinghamshire
Computer People
Salary: £40000.00 - £49000.00 per annum
Posted: 2 days ago
Leeds, West Yorkshire
Roc Search
Salary: £40000 - £45000 per annum
Posted: Yesterday
Maidenhead, Berkshire
onezeero.
Salary: £44000 - £60000 per annum
Posted: 3 days ago
Central London / West End
The Workshop
Posted: Yesterday
City, London
Harvey Nash plc
Salary: £65000 per annum
Posted: Yesterday
Leeds, West Yorkshire
Roc Search
Salary: £50000 - £60000 per annum
Posted: Yesterday
London
ARC IT Recruitment Ltd
Salary: £40000 - £60000 per annum + Benefits
Posted: Yesterday
City, London
Evolution Recruitment Solutions
Salary: 45,000 - 55,000
Posted: 3 days ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £23000 per annum
Posted: 2 days ago