The table below looks at the statistics for ETL skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 1 October 2016 with a comparison to the same period over the previous 2 years.

3 months to
1 Oct 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 129 105 126
Rank change year-on-year
-24 +21
Permanent jobs citing ETL 2339 2917 2791
As % of all permanent IT jobs located in the UK 2.49% 2.68% 2.45%
As % of the Processes & Methodologies category 2.82% 3.06% 2.87%
Number of salaries quoted 1906 2378 2270
Median salary £52,000 £50,000 £50,000
Median salary % change year-on-year
+4.00% -
90% offered a salary of more than £35,000 £37,500 £35,000
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £45,000

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
82940 95208 97348
As % of all permanent IT jobs located in the UK 88.24% 87.52% 85.32%
Number of salaries quoted 69058 78708 77913
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £30,500
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

ETL
Jobs Demand Trend

The demand trend of job ads citing ETL as a proportion of all IT jobs with a match in the Processes & Methodologies category.

ETL Jobs Demand Trend in the UK

ETL
Salary Trend

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

ETL Salary Trend in the UK

ETL
Salary Histogram

This chart provides a salary histogram for IT jobs citing ETL over the 3 months to 1 October 2016 within the UK.

ETL Salary Histogram 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 1 October 2016. 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
(Click see detailed
statistics and trends)
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 -23 2206 £52,500 +0.96% 220
London -10 1107 £60,000 +4.34% 104
South East +7 415 £50,000 +5.26% 27
North West -28 172 £40,500 -3.57% 14
City of London -14 171 £60,000 +4.34% 25
Yorkshire +18 156 £42,500 -5.55% 13
West Yorkshire +15 126 £45,000 - 10
East of England +4 106 £47,500 +3.26% 16
Leeds +40 100 £45,000 -14.28% 8
Berkshire -4 92 £50,000 +5.26% 8
Surrey +19 82 £60,000 +20.00% 3
West Midlands -48 81 £42,500 - 12
South West -27 80 £42,500 -14.14% 22
Scotland -11 79 £50,000 +5.26% 16
West Sussex +70 74 £55,000 +18.91% 1
Manchester -15 74 £41,500 -5.68% 12
East Midlands +26 69 £45,000 -18.18% 4
Hampshire -2 62 £45,000 +3.44% 5
Cheshire +2 57 £45,000 +11.80% 1
Hertfordshire -6 41 £53,750 +13.15% 9
Crawley +43 39 £55,000 +15.78% 1
Edinburgh +2 38 £55,500 +16.84% 7
Oxfordshire -24 37 £50,000 -3.84% 4
Glasgow -14 34 £48,000 +1.05% 9
Slough +13 32 £52,500 -17.64% 2
Merseyside +1 31 £37,500 -6.25%
Warrington -1 27 £45,000 +16.12%
Kent +17 26 £48,750 +52.34% 1
Liverpool -5 26 £37,500 -6.25%
Somerset +14 25 £39,500 -34.16% 5

ETL
Top 30 Related IT Skills

For the 6 months to 1 October 2016, 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 3158 (65.59%) SQL
2 2670 (55.45%) Business Intelligence
3 2429 (50.45%) SQL Server
4 2349 (48.79%) Data Warehouse
5 2004 (41.62%) SQL Server Integration Services
6 1418 (29.45%) SQL Server Reporting Services
7 1384 (28.74%) Oracle
8 1375 (28.56%) Finance
9 1212 (25.17%) T-SQL
10 1193 (24.78%) Agile Software Development
11 1128 (23.43%) Microsoft
12 1038 (21.56%) Data Modelling
13 1008 (20.93%) SQL Server Analysis Services
14 928 (19.27%) Analytics
15 862 (17.90%) Analytical Skills
16 726 (15.08%) Big Data
17 692 (14.37%) Informatica
18 686 (14.25%) Degree
19 677 (14.06%) Java
20 649 (13.48%) MS Excel
21 635 (13.19%) SQL Server 2012
22 612 (12.71%) Data Management
23 599 (12.44%) Relational Database
24 592 (12.29%) .NET
25 581 (12.07%) BusinessObjects
26 550 (11.42%) Data Quality
27 541 (11.24%) C#
28 530 (11.01%) Hadoop
29 522 (10.84%) SQL Server 2008
30 512 (10.63%) Tableau

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
1 202 (4.20%) SAS
2 182 (3.78%) SharePoint
3 175 (3.63%) Apache Spark
4 99 (2.06%) Apache Pig
5 85 (1.77%) Elasticsearch
6 73 (1.52%) Apache
7 69 (1.43%) IIS
8 67 (1.39%) WebSphere
9 46 (0.96%) Tomcat
10 43 (0.89%) JBoss
11 42 (0.87%) WebLogic
12 33 (0.69%) Confluence
13 32 (0.66%) Apache Solr
14 23 (0.48%) BizTalk Server
15 19 (0.39%) SharePoint 2013
16 17 (0.35%) CMS
17 16 (0.33%) nginx
18 13 (0.27%) Jetty
19 12 (0.25%) Oracle SOA Suite
20 11 (0.23%) IPython
Applications
1 649 (13.48%) MS Excel
2 90 (1.87%) MS Office
3 73 (1.52%) SPSS
4 29 (0.60%) MS PowerPoint
5 24 (0.50%) MS Visio
6 13 (0.27%) Spreadsheet
7 6 (0.12%) MS Project
8 4 (0.083%) Gephi
9 3 (0.062%) DOC1
10 2 (0.042%) PrintSoft PReS
10 2 (0.042%) Stata
11 1 (0.021%) Acrobat
11 1 (0.021%) Gliffy
11 1 (0.021%) InfoPath
11 1 (0.021%) OmniGraffle
Business Applications
1 41 (0.85%) Cognos Business Intelligence
2 37 (0.77%) Dynamics CRM
3 34 (0.71%) SAP BPC
4 33 (0.69%) Dynamics AX
5 32 (0.66%) Markit EDM
6 24 (0.50%) Oracle EBS R12
7 20 (0.42%) Cognos TM1
7 20 (0.42%) Dynamics NAV
8 18 (0.37%) Adobe Campaign
9 17 (0.35%) FastStats
10 16 (0.33%) Salesforce.com CRM
10 16 (0.33%) Unica
11 15 (0.31%) Oracle EBS
12 12 (0.25%) HiPortfolio
12 12 (0.25%) Infor M3
13 11 (0.23%) FastStats PeopleStage
14 10 (0.21%) SAP Oil and Gas
15 9 (0.19%) Oracle 11i
15 9 (0.19%) SAP CRM
16 8 (0.17%) Eloqua
Cloud Services
1 244 (5.07%) Amazon AWS
2 175 (3.63%) Microsoft Azure
3 77 (1.60%) Amazon EC2
3 77 (1.60%) SaaS
4 55 (1.14%) GitHub
5 48 (1.00%) Cloud Computing
6 45 (0.93%) Force.com
7 36 (0.75%) Google Analytics
8 35 (0.73%) Google Cloud Platform
9 30 (0.62%) Amazon EMR
10 27 (0.56%) Amazon S3
11 24 (0.50%) Amazon Kinesis
11 24 (0.50%) PaaS
12 22 (0.46%) Office 365
13 18 (0.37%) IaaS
14 16 (0.33%) AWS Elastic Beanstalk
15 12 (0.25%) Amazon ELB
15 12 (0.25%) Route 53
15 12 (0.25%) Virtual Private Cloud
16 9 (0.19%) Adobe Analytics
Communications & Networking
1 29 (0.60%) Internet
2 23 (0.48%) FTP
3 17 (0.35%) Firewall
4 15 (0.31%) HTTP
5 13 (0.27%) DNS
6 8 (0.17%) Intranet
7 7 (0.15%) Network Security
8 5 (0.10%) VPN
9 4 (0.083%) SAN
9 4 (0.083%) Wireless
10 3 (0.062%) Cisco ASA
10 3 (0.062%) PPP
10 3 (0.062%) Remote Desktop
11 2 (0.042%) TCP/IP
12 1 (0.021%) GPRS
12 1 (0.021%) GSM
12 1 (0.021%) Kerberos
12 1 (0.021%) LAN
12 1 (0.021%) LDAP
12 1 (0.021%) UMTS
Database & Business Intelligence
1 2429 (50.45%) SQL Server
2 2349 (48.79%) Data Warehouse
3 2004 (41.62%) SQL Server Integration Services
4 1418 (29.45%) SQL Server Reporting Services
5 1008 (20.93%) SQL Server Analysis Services
6 726 (15.08%) Big Data
7 635 (13.19%) SQL Server 2012
8 599 (12.44%) Relational Database
9 581 (12.07%) BusinessObjects
10 530 (11.01%) Hadoop
11 522 (10.84%) SQL Server 2008
12 405 (8.41%) QlikView
13 371 (7.71%) SQL Server 2014
14 365 (7.58%) NoSQL
15 357 (7.41%) Oracle Database
16 328 (6.81%) OLAP
17 294 (6.11%) MySQL
18 288 (5.98%) RDBMS
19 253 (5.25%) Power BI
20 207 (4.30%) Oracle ODI
Development Applications
1 236 (4.90%) Team Foundation Server
2 207 (4.30%) Talend Open Studio
3 153 (3.18%) Visual Studio
4 138 (2.87%) JIRA
5 92 (1.91%) Jenkins
6 82 (1.70%) Git (software)
7 64 (1.33%) ERwin
8 50 (1.04%) SQL Server Management Studio (SSMS)
9 47 (0.98%) Subversion
10 42 (0.87%) JUnit
11 37 (0.77%) Maven
12 36 (0.75%) Oracle APEX
13 35 (0.73%) Selenium
14 32 (0.66%) Eclipse
15 29 (0.60%) Gradle
16 25 (0.52%) IntelliJ
17 24 (0.50%) Octopus Deploy
17 24 (0.50%) TestNG
17 24 (0.50%) VSS/SourceSafe
18 23 (0.48%) Mercurial
General
1 1375 (28.56%) Finance
2 344 (7.14%) Banking
3 313 (6.50%) Retail
4 236 (4.90%) Marketing
5 132 (2.74%) Legal
6 102 (2.12%) Investment Banking
7 80 (1.66%) Advertising
8 75 (1.56%) Manufacturing
9 67 (1.39%) Publishing
10 65 (1.35%) Telecoms
11 64 (1.33%) Games
12 42 (0.87%) Front Office
13 40 (0.83%) Law
14 39 (0.81%) Billing
15 38 (0.79%) Back Office
16 32 (0.66%) Pharmaceutical
16 32 (0.66%) Retail Banking
17 28 (0.58%) Financial Institution
18 25 (0.52%) Automotive
19 19 (0.39%) Corporate Banking
Job Titles
1 2304 (47.85%) Developer
2 898 (18.65%) SQL Developer
3 811 (16.84%) Business Intelligence Developer
4 626 (13.00%) Analyst
5 558 (11.59%) Architect
6 543 (11.28%) ETL Developer
7 475 (9.87%) SSIS Developer
8 331 (6.87%) Data Architect
9 325 (6.75%) DBA
10 292 (6.06%) SQL BI Developer
11 290 (6.02%) Consultant
12 289 (6.00%) Senior Developer
13 268 (5.57%) SQL Server Developer
14 267 (5.55%) SQL DBA
15 255 (5.30%) Data Warehouse Developer
16 246 (5.11%) SSRS Developer
17 218 (4.53%) Business Intelligence Analyst
18 210 (4.36%) Oracle Developer
19 194 (4.03%) Data Analyst
20 192 (3.99%) Business Developer
Libraries, Frameworks & Software Standards
1 592 (12.29%) .NET
2 448 (9.30%) XML
3 407 (8.45%) Web Services
4 246 (5.11%) MDX
5 174 (3.61%) HTML
6 168 (3.49%) ASP.NET
7 140 (2.91%) SOAP
8 139 (2.89%) REST
9 110 (2.28%) Middleware
10 94 (1.95%) JSON
11 86 (1.79%) CSS
12 77 (1.60%) .NET Framework
13 70 (1.45%) RESTful
14 62 (1.29%) jQuery
15 61 (1.27%) Spring
16 58 (1.20%) Oracle GoldenGate
17 55 (1.14%) ASP.NET MVC
18 45 (0.93%) ASP.NET Web Forms
18 45 (0.93%) JMS
18 45 (0.93%) Oracle Fusion
Miscellaneous
1 862 (17.90%) Analytical Skills
2 485 (10.07%) Data Integration
3 429 (8.91%) Visualisation
4 338 (7.02%) Computer Science
5 238 (4.94%) Management Information System
6 135 (2.80%) Mathematics
7 134 (2.78%) Enterprise Software
8 103 (2.14%) Replication
9 96 (1.99%) Statistics
10 76 (1.58%) Data Extraction
11 70 (1.45%) Data Structures
12 64 (1.33%) Fintech
13 49 (1.02%) Clustering
14 48 (1.00%) User Experience
15 44 (0.91%) iPad
16 38 (0.79%) Credit Risk
17 29 (0.60%) Data Centre
18 25 (0.52%) Fixed Income
18 25 (0.52%) Virtual Team
19 23 (0.48%) Reinsurance
Operating Systems
1 313 (6.50%) Unix
2 284 (5.90%) Linux
3 256 (5.32%) Windows
4 76 (1.58%) Windows Server
5 25 (0.52%) Windows Server 2003
6 23 (0.48%) Red Hat Enterprise Linux
7 16 (0.33%) Windows Server 2008
8 13 (0.27%) Solaris
9 12 (0.25%) Apple iOS
9 12 (0.25%) Windows Server 2012
10 11 (0.23%) Android
11 7 (0.15%) AIX
11 7 (0.15%) Windows 7
12 6 (0.12%) Ubuntu
13 4 (0.083%) Oracle Linux
13 4 (0.083%) Windows 10
14 3 (0.062%) HPUX
15 2 (0.042%) CentOS
15 2 (0.042%) SUSE
16 1 (0.021%) Windows Vista
Processes & Methodologies
1 2670 (55.45%) Business Intelligence
2 1193 (24.78%) Agile Software Development
3 1038 (21.56%) Data Modelling
4 928 (19.27%) Analytics
5 612 (12.71%) Data Management
6 477 (9.91%) Performance Tuning
7 399 (8.29%) Kimball Methodology
8 374 (7.77%) SDLC
9 372 (7.73%) Migration
10 340 (7.06%) Data Analysis
11 330 (6.85%) Data Architecture
12 318 (6.60%) Scrum
13 302 (6.27%) Data Analytics
14 297 (6.17%) ETL Development
15 285 (5.92%) SOA
16 267 (5.55%) CRM
17 257 (5.34%) Project Management
17 257 (5.34%) Stakeholder Management
18 255 (5.30%) Data Visualisation
19 245 (5.09%) Dimensional Modelling
Programming Languages
1 3158 (65.59%) SQL
2 1212 (25.17%) T-SQL
3 677 (14.06%) Java
4 541 (11.24%) C#
5 413 (8.58%) PL/SQL
6 346 (7.19%) Python
7 228 (4.74%) JavaScript
8 190 (3.95%) Shell Script
9 154 (3.20%) VBA
10 149 (3.09%) PowerShell
11 133 (2.76%) R
12 101 (2.10%) Scala
13 100 (2.08%) Perl
14 98 (2.04%) VB.NET
15 78 (1.62%) Data Analysis Expressions (DAX)
16 72 (1.50%) C++
17 58 (1.20%) Apex Code
18 55 (1.14%) PHP
19 51 (1.06%) C
20 50 (1.04%) VB
Qualifications
1 686 (14.25%) Degree
2 91 (1.89%) Microsoft Certification
3 87 (1.81%) Security Cleared
4 42 (0.87%) SC Cleared
5 37 (0.77%) MCITP
6 32 (0.66%) ISEB
7 23 (0.48%) PhD
7 23 (0.48%) PMI Certification
8 22 (0.46%) Oracle Certification
9 20 (0.42%) ISTQB
10 17 (0.35%) ITIL Foundation Certificate
11 14 (0.29%) MCTS
11 14 (0.29%) PRINCE2 Certification
12 12 (0.25%) CIMA
12 12 (0.25%) ISTQB Foundation Certification
12 12 (0.25%) MCSE
13 11 (0.23%) ACCA
13 11 (0.23%) DV Cleared
14 10 (0.21%) OCP
15 9 (0.19%) ITIL Certification
Quality Assurance & Compliance
1 550 (11.42%) Data Quality
2 203 (4.22%) QA
3 63 (1.31%) SLA
4 11 (0.23%) PCI DSS
5 5 (0.10%) CRD IV
5 5 (0.10%) Dodd-Frank
5 5 (0.10%) Solvency II
6 3 (0.062%) COREP
6 3 (0.062%) FATCA
6 3 (0.062%) FINREP
6 3 (0.062%) SNOMED CT
7 2 (0.042%) COBIT
7 2 (0.042%) Sarbanes-Oxley
8 1 (0.021%) GxP
8 1 (0.021%) HIPAA
8 1 (0.021%) ISO/IEC 27001
8 1 (0.021%) ISO20022
8 1 (0.021%) SSAE 16
System Software
1 59 (1.23%) Apache Flume
2 48 (1.00%) HDFS
3 37 (0.77%) Docker
4 25 (0.52%) Active Directory
5 17 (0.35%) Oracle RAC
6 12 (0.25%) VMware Infrastructure
7 8 (0.17%) Ceph
8 5 (0.10%) Tivoli Workload Scheduler
8 5 (0.10%) Veritas Cluster Server
9 4 (0.083%) vSphere
10 2 (0.042%) Firmware
10 2 (0.042%) GPFS
10 2 (0.042%) Virtual Machines
11 1 (0.021%) Apache ZooKeeper
11 1 (0.021%) Microsoft Virtual Server
11 1 (0.021%) SRDF
11 1 (0.021%) Virtual Servers
11 1 (0.021%) VirtualBox
11 1 (0.021%) VMware Server
11 1 (0.021%) Xen
Systems Management
1 60 (1.25%) Puppet
2 53 (1.10%) Control-M
3 50 (1.04%) Opscode Chef
4 44 (0.91%) Ansible
5 28 (0.58%) Oozie
6 25 (0.52%) Hadoop YARN
7 13 (0.27%) Failover Clustering
8 11 (0.23%) Mesos
8 11 (0.23%) Oracle Enterprise Manager
9 10 (0.21%) HP Quality Center
9 10 (0.21%) MOM
10 7 (0.15%) Data Guard
10 7 (0.15%) Dollar Universe
11 6 (0.12%) Tivoli
12 5 (0.10%) Oracle RMAN
13 4 (0.083%) Oracle EDQ
13 4 (0.083%) SCOM
14 3 (0.062%) HAProxy
14 3 (0.062%) Kibana
14 3 (0.062%) logstash
Vendors
1 1384 (28.74%) Oracle
2 1128 (23.43%) Microsoft
3 692 (14.37%) Informatica
4 512 (10.63%) Tableau
5 416 (8.64%) SAP
6 283 (5.88%) Cognos
7 231 (4.80%) IBM
8 207 (4.30%) Talend
9 173 (3.59%) Salesforce.com
10 114 (2.37%) Teradata
11 92 (1.91%) Ab Initio
12 81 (1.68%) Google
13 76 (1.58%) Netezza
14 72 (1.50%) MicroStrategy
15 61 (1.27%) Cloudera
16 54 (1.12%) Sybase
17 49 (1.02%) Hortonworks
18 41 (0.85%) Adobe
18 41 (0.85%) TIBCO
19 35 (0.73%) Casewise
London
Eutopia Solutions Ltd
Salary: £32000 - £37000 per annum + corporate benefits
Posted: Yesterday
Berkshire
Austin Fraser
Salary: £45000.00 - £55000.00 per annum + Bonus + Benefits
Posted: 23 hours ago
Bath, Avon
Redrock Consulting Ltd
Salary: £40000 - £47000 per annum + Excellent Benefits
Posted: 22 hours ago
Berkshire
Austin Fraser
Salary: £55000.00 - £65000.00 per annum + Benefits + Bonus
Posted: 23 hours ago
Havant, Hampshire
Sopra Steria Recruitment
Salary: From £35,000 to £49,645 per annum
Posted: 22 hours ago
Leeds, West Yorkshire
Evolution Recruitment Solutions
Salary: 30,000 + Bens
Posted: Yesterday
Oxfordshire
Austin Fraser
Salary: £50000.00 - £60000 per annum + Benefits+Bonus
Posted: 23 hours ago
Coventry, West Midlands (County)
Leidos
Posted: Yesterday
Windsor, Berkshire
Intelligent Recruitment
Salary: From £40,000 to £60,000 per annum Superb base with commission and bene
Posted: 5 hours ago
Glasgow, Lanarkshire
HAYS INFORMATION TECHNOLOGY
Salary: £45000.00 - £60000.00 per annum
Posted: 2 days ago
Walsall, West Midlands (County)
Rullion IT Plus
Salary: £20000 - £28000 per annum + 10% matched pension & more
Posted: 3 days ago
South East London
MatchesFashion.com
Salary: plus excellent company benefits
Posted: Yesterday
West London
Data Idols
Salary: From £50,000 to £60,000 per annum +Bonus & Benefits
Posted: Yesterday
London
Salt
Salary: £45000 - £50000 per annum + Benefits + Bonus
Posted: 3 days ago
Nottingham, Nottinghamshire
Freshtechit
Salary: From £30,000 to £45,000 per annum
Posted: 2 days ago
Hertfordshire
Recital Consulting
Salary: £30000 - £45000 Per Annum + Benefits
Posted: Yesterday
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: 2 days ago
North East
Northern Recruitment Group
Salary: From £35,000 to £40,000 per annum
Posted: 2 days ago
London
Xcede
Salary: £50000 - £55000 per annum + benefits
Posted: Yesterday
City, London
Harris Rubbert Associates
Salary: £80,000 per annum + Bonus + Benefits
Posted: 2 days ago
London
Westbourne Partners
Salary: From £50,000 to £60,000 per annum
Posted: 3 days ago
London
Big Wednesday Digital Ltd
Salary: negotiable
Posted: Yesterday
London
Tiro Partners
Salary: £45000 - £60000 per annum + benefits
Posted: 4 days ago
Bournemouth, Dorset
Circle Recruitment
Salary: bonus+bens
Posted: 2 days ago
Warwickshire
Austin Fraser
Salary: £35000.00 - £45000.00 per annum + Benefits
Posted: 2 days ago
Leeds, West Yorkshire
onezeero.
Salary: £45000 - £50000 per annum
Posted: 3 days ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 3 days ago
Glasgow, Lanarkshire
Search Consultancy
Salary: Excellent salary + benefits
Posted: 4 days ago
London
ISL
Salary: £40000 - £50000 per annum + pension, bonus scheme, health cover
Posted: 2 days ago
City, London
onezeero.
Salary: £50000 - £65000 per annum + Benefits
Posted: 5 days ago