Period
to 20 October 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 20 October 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > London
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 105 124 98
Rank change year-on-year +19 -26 -3
Permanent jobs citing ETL 2,101 2,025 2,314
As % of all permanent IT jobs advertised in London 3.11% 2.73% 3.01%
As % of the Processes & Methodologies category 3.39% 2.94% 3.27%
Number of salaries quoted 1,689 1,555 1,926
London median annual salary £60,000 £56,000 £60,000
Median salary % change year-on-year +7.14% -6.67% -
10th Percentile £41,250 £40,000 £38,750
90th Percentile £85,000 £82,500 £87,500
England median annual salary £52,500 £50,000 £52,000
% change year-on-year +5.00% -3.85% -0.95%

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 61,894 68,868 70,789
As % of all permanent IT jobs advertised in London 91.69% 92.82% 92.01%
Number of salaries quoted 49,732 52,697 61,082
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,500
90th Percentile £95,000 £90,000 £87,500
England median annual salary £52,225 £50,000 £50,000
% change year-on-year +4.45% - +5.26%

ETL
Job Vacancy Trend in London

Job postings citing ETL as a percentage of all IT jobs advertised in London.

Job vacancy trend for ETL in London

ETL
Salary Trend in London

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

Salary trend for ETL in London

ETL
Salary Histogram in London

The salary distribution of IT jobs citing ETL in London over the 6 months to 20 October 2018.

Salary histogram for ETL in London

ETL
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the London region over the 6 months to 20 October 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London -1 456 £62,500 +8.70% 74
West London +28 83 £50,000 +11.11% 53
South London +22 62 £51,750 +3.50% 4
East London -9 29 £52,500 +10.53% 8
North London 0 3 £50,000 +75.44% 3
ETL
England

For the 6 months to 20 October 2018, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for ETL.

1 1,425 (67.82%) SQL
2 1,043 (49.64%) Data Warehouse
3 974 (46.36%) Business Intelligence
4 969 (46.12%) SQL Server
5 826 (39.31%) SQL Server Integration Services
6 716 (34.08%) Agile Software Development
7 705 (33.56%) Finance
8 628 (29.89%) Microsoft
9 608 (28.94%) Analytics
10 582 (27.70%) Big Data
11 553 (26.32%) SQL Server Reporting Services
12 538 (25.61%) Python
13 449 (21.37%) T-SQL
14 397 (18.90%) SQL Server Analysis Services
15 389 (18.51%) Oracle
16 387 (18.42%) Java
17 385 (18.32%) Power BI
18 383 (18.23%) Hadoop
19 382 (18.18%) Data Modelling
20 378 (17.99%) Tableau
21 355 (16.90%) Microsoft Azure
22 319 (15.18%) Relational Database
23 314 (14.95%) Amazon AWS
24 291 (13.85%) C#
25 275 (13.09%) Analytical Skills
26 271 (12.90%) Apache Spark
27 268 (12.76%) Visualisation
28 257 (12.23%) Problem-Solving
29 253 (12.04%) Informatica
30 249 (11.85%) Data Science

ETL
Co-occurring IT Skills in London 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
1 271 (12.90%) Apache Spark
2 102 (4.85%) Apache
3 99 (4.71%) SAS
4 83 (3.95%) Elasticsearch
5 45 (2.14%) SharePoint
6 38 (1.81%) Apache Pig
7 26 (1.24%) Confluence
8 25 (1.19%) IIS
9 20 (0.95%) Apache Airflow
10 18 (0.86%) CMS
11 15 (0.71%) WebSphere
12 14 (0.67%) NServiceBus
13 10 (0.48%) Hyperledger
13 10 (0.48%) Oracle SOA Suite
14 8 (0.38%) Apache Solr
14 8 (0.38%) Tomcat
15 5 (0.24%) Oracle Workflow
15 5 (0.24%) SharePoint 2010
15 5 (0.24%) WildFly
16 4 (0.19%) Luigi
Applications
1 187 (8.90%) Microsoft Excel
2 30 (1.43%) Microsoft Office
3 20 (0.95%) Spreadsheet
4 12 (0.57%) Microsoft PowerPoint
5 10 (0.48%) MS Visio
6 6 (0.29%) SPSS
7 3 (0.14%) Stata
8 1 (0.048%) Microsoft Project
Business Applications
1 45 (2.14%) Dynamics CRM
2 34 (1.62%) Markit EDM
3 20 (0.95%) Dynamics AX
4 17 (0.81%) Cognos TM1
5 11 (0.52%) Dynamics NAV
6 10 (0.48%) FastStats
7 7 (0.33%) Cognos Business Intelligence
8 6 (0.29%) Oracle EBS
8 6 (0.29%) Oracle Retail
8 6 (0.29%) PeopleSoft HCM
8 6 (0.29%) Salesforce.com CRM
9 4 (0.19%) FastStats PeopleStage
9 4 (0.19%) NetSuite
10 3 (0.14%) Raiser's Edge
10 3 (0.14%) SAP HR
11 2 (0.095%) Actimize
11 2 (0.095%) Cognos Controller
11 2 (0.095%) Infor SunSystems
11 2 (0.095%) SAP ERP
11 2 (0.095%) Unit4 Business World
Cloud Services
1 355 (16.90%) Microsoft Azure
2 314 (14.95%) Amazon AWS
3 78 (3.71%) Google Cloud Platform
4 62 (2.95%) Amazon EMR
5 47 (2.24%) Azure Data Factory
6 38 (1.81%) SaaS
7 32 (1.52%) Amazon Kinesis
8 29 (1.38%) Amazon S3
8 29 (1.38%) Serverless
9 26 (1.24%) Amazon EC2
10 24 (1.14%) Data Lake Analytics
11 21 (1.00%) AWS Lambda
11 21 (1.00%) Google Analytics
11 21 (1.00%) PaaS
12 16 (0.76%) Cloud Computing
13 13 (0.62%) IBM Cloud
14 12 (0.57%) Boomi
15 10 (0.48%) Dynamics 365
15 10 (0.48%) IaaS
16 9 (0.43%) OpenShift
Communications & Networking
1 18 (0.86%) Internet
2 8 (0.38%) SMS
3 7 (0.33%) Kerberos
4 4 (0.19%) Extranet
5 2 (0.095%) Intranet
5 2 (0.095%) SSH
5 2 (0.095%) Wi-Fi
6 1 (0.048%) 3G
6 1 (0.048%) 4G
6 1 (0.048%) CHAP
6 1 (0.048%) DHCP
6 1 (0.048%) DNS
6 1 (0.048%) FTP
6 1 (0.048%) HTTP
6 1 (0.048%) Reverse Proxy
6 1 (0.048%) SAN
6 1 (0.048%) SMTP
6 1 (0.048%) Software-Defined Networking
Database & Business Intelligence
1 1,043 (49.64%) Data Warehouse
2 969 (46.12%) SQL Server
3 826 (39.31%) SQL Server Integration Services
4 582 (27.70%) Big Data
5 553 (26.32%) SQL Server Reporting Services
6 397 (18.90%) SQL Server Analysis Services
7 385 (18.32%) Power BI
8 383 (18.23%) Hadoop
9 319 (15.18%) Relational Database
10 208 (9.90%) NoSQL
11 184 (8.76%) Apache Hive
12 165 (7.85%) BusinessObjects
13 134 (6.38%) OLAP
14 132 (6.28%) Amazon Redshift
15 127 (6.04%) SQL Server 2008
16 123 (5.85%) SQL Server 2012
17 120 (5.71%) Data Lake
18 112 (5.33%) SQL Server 2016
19 110 (5.24%) MySQL
20 106 (5.05%) Microsoft Analysis Services
Development Applications
1 125 (5.95%) Visual Studio
2 122 (5.81%) Git (software)
3 87 (4.14%) Team Foundation Server
4 76 (3.62%) Jenkins
5 54 (2.57%) Visual Studio Team System
6 51 (2.43%) SQL Server Management Studio (SSMS)
7 48 (2.28%) JIRA
8 45 (2.14%) Octopus Deploy
9 32 (1.52%) TeamCity
10 28 (1.33%) Subversion
11 21 (1.00%) JUnit
12 17 (0.81%) Bitbucket
13 16 (0.76%) Selenium
14 15 (0.71%) Artifactory
15 14 (0.67%) Atlassian Bamboo
15 14 (0.67%) Eclipse
15 14 (0.67%) Moq
15 14 (0.67%) NCrunch
15 14 (0.67%) Oracle APEX
15 14 (0.67%) ReSharper
General
1 705 (33.56%) Finance
2 201 (9.57%) Banking
3 122 (5.81%) Retail
4 104 (4.95%) Marketing
5 75 (3.57%) Advertising
6 52 (2.48%) Games
7 48 (2.28%) Investment Banking
8 35 (1.67%) Legal
9 31 (1.48%) Pharmaceutical
10 28 (1.33%) Publishing
11 23 (1.09%) Law
12 19 (0.90%) Manufacturing
13 18 (0.86%) Telecoms
14 12 (0.57%) Music Industry
15 11 (0.52%) Back Office
16 10 (0.48%) Financial Institution
17 9 (0.43%) Automotive
17 9 (0.43%) Front Office
18 8 (0.38%) General Ledger
19 6 (0.29%) Electronics
Job Titles
1 932 (44.36%) Developer
2 325 (15.47%) Data Engineer
3 320 (15.23%) Business Intelligence Developer
3 320 (15.23%) SQL Developer
4 257 (12.23%) Analyst
5 172 (8.19%) Architect
5 172 (8.19%) Senior Developer
6 170 (8.09%) Consultant
6 170 (8.09%) ETL Developer
7 137 (6.52%) Data Warehouse Developer
8 133 (6.33%) SSIS Developer
9 123 (5.85%) SQL BI Developer
10 121 (5.76%) Big Data Engineer
11 118 (5.62%) Data Architect
12 100 (4.76%) Data Analyst
13 79 (3.76%) Database Developer
14 73 (3.47%) Business Developer
14 73 (3.47%) Business Intelligence Analyst
14 73 (3.47%) SQL Server Developer
15 72 (3.43%) SSRS Developer
Libraries, Frameworks & Software Standards
1 245 (11.66%) .NET
2 174 (8.28%) Kafka
3 168 (8.00%) XML
4 154 (7.33%) Web Services
5 81 (3.86%) MDX
6 68 (3.24%) JSON
7 66 (3.14%) REST
8 62 (2.95%) HTML
9 60 (2.86%) Middleware
10 57 (2.71%) ASP.NET Web API
10 57 (2.71%) SOAP
11 50 (2.38%) RESTful
12 49 (2.33%) WCF
13 38 (1.81%) ASP.NET
14 35 (1.67%) Pandas
14 35 (1.67%) SailPoint
15 34 (1.62%) Django
15 34 (1.62%) Flask
16 33 (1.57%) NumPy
17 31 (1.48%) Spark Streaming
Miscellaneous
1 275 (13.09%) Analytical Skills
2 148 (7.04%) Computer Science
3 106 (5.05%) Data Structures
4 105 (5.00%) Greenfield Project
5 101 (4.81%) Management Information System
6 96 (4.57%) Fintech
7 60 (2.86%) Algorithms
8 52 (2.48%) Replication
9 48 (2.28%) User Experience
10 42 (2.00%) Robotics
10 42 (2.00%) Tandem
11 41 (1.95%) Life Science
11 41 (1.95%) Reinsurance
12 38 (1.81%) Fixed Income
13 35 (1.67%) Self-Motivation
14 29 (1.38%) Virtual Team
15 27 (1.29%) Market Risk
16 25 (1.19%) Enterprise Software
17 24 (1.14%) Credit Risk
18 23 (1.09%) Derivative
Operating Systems
1 161 (7.66%) Linux
2 123 (5.85%) Unix
3 73 (3.47%) Windows
4 23 (1.09%) Solaris
5 21 (1.00%) AIX
5 21 (1.00%) HPUX
6 8 (0.38%) Windows Server
7 7 (0.33%) Apple iOS
7 7 (0.33%) Windows Server 2012
8 6 (0.29%) CentOS
8 6 (0.29%) Red Hat Enterprise Linux
8 6 (0.29%) Ubuntu
9 5 (0.24%) Windows Server 2008
10 2 (0.095%) DC/OS
10 2 (0.095%) VMS
11 1 (0.048%) Oracle Linux
Processes & Methodologies
1 974 (46.36%) Business Intelligence
2 716 (34.08%) Agile Software Development
3 608 (28.94%) Analytics
4 382 (18.18%) Data Modelling
5 268 (12.76%) Visualisation
6 257 (12.23%) Problem-Solving
7 249 (11.85%) Data Science
8 212 (10.09%) Data Analysis
9 210 (10.00%) Data Management
10 202 (9.61%) Data Integration
11 194 (9.23%) Machine Learning
12 190 (9.04%) Kimball Methodology
13 188 (8.95%) ETL Development
14 181 (8.61%) Performance Tuning
15 153 (7.28%) Scrum
16 147 (7.00%) Data Analytics
17 144 (6.85%) SDLC
18 142 (6.76%) Data Visualisation
19 140 (6.66%) Migration
20 139 (6.62%) Project Management
Programming Languages
1 1,425 (67.82%) SQL
2 538 (25.61%) Python
3 449 (21.37%) T-SQL
4 387 (18.42%) Java
5 291 (13.85%) C#
6 153 (7.28%) Scala
7 145 (6.90%) JavaScript
8 126 (6.00%) PowerShell
9 108 (5.14%) R
10 90 (4.28%) PL/SQL
11 70 (3.33%) Data Analysis Expressions (DAX)
12 54 (2.57%) Shell Script
13 37 (1.76%) Perl
14 35 (1.67%) BeanShell
15 30 (1.43%) PHP
16 27 (1.29%) Bash Shell
17 26 (1.24%) VBA
18 25 (1.19%) VB
19 21 (1.00%) C
20 17 (0.81%) C++
Qualifications
1 236 (11.23%) Degree
2 50 (2.38%) Computer Science Degree
3 42 (2.00%) Security Cleared
4 36 (1.71%) ISEB
5 15 (0.71%) Master's Degree
5 15 (0.71%) SC Cleared
6 13 (0.62%) Numerate Degree
7 12 (0.57%) PMP
8 10 (0.48%) Microsoft Certification
9 9 (0.43%) AWS Certification
9 9 (0.43%) PMI Certification
10 8 (0.38%) PRINCE2 Certification
11 7 (0.33%) PhD
12 6 (0.29%) ISTQB
12 6 (0.29%) MCITP
12 6 (0.29%) Microsoft Certified Architect
13 4 (0.19%) DV Cleared
14 3 (0.14%) ISTQB Foundation Certification
14 3 (0.14%) ITIL Certification
15 2 (0.095%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 235 (11.19%) Data Quality
2 130 (6.19%) QA
3 35 (1.67%) GDPR
4 15 (0.71%) SLA
5 8 (0.38%) MiFID
6 7 (0.33%) IFRS
6 7 (0.33%) Solvency II
7 6 (0.29%) PMO
8 5 (0.24%) Actionable Recommendations
8 5 (0.24%) Dodd-Frank
9 3 (0.14%) ISO/IEC 27001
10 2 (0.095%) IFRS 9
11 1 (0.048%) COBIT
11 1 (0.048%) EMIR
11 1 (0.048%) GxP
11 1 (0.048%) HL7
System Software
1 110 (5.24%) Docker
2 83 (3.95%) HDFS
3 29 (1.38%) Apache Flume
4 8 (0.38%) VirtualBox
5 3 (0.14%) Varnish
5 3 (0.14%) VMware Infrastructure
6 2 (0.095%) Active Directory
6 2 (0.095%) Apache ZooKeeper
6 2 (0.095%) Oracle RAC
7 1 (0.048%) Virtual Machines
7 1 (0.048%) VMware ESXi
Systems Management
1 74 (3.52%) Kubernetes
2 36 (1.71%) Docker Swarm
3 34 (1.62%) Oozie
4 26 (1.24%) Grafana
5 25 (1.19%) Ansible
6 23 (1.09%) Terraform
7 22 (1.05%) Kibana
7 22 (1.05%) Prometheus
8 20 (0.95%) logstash
9 18 (0.86%) Automic
9 18 (0.86%) Mesos
9 18 (0.86%) Puppet
10 16 (0.76%) Opscode Chef
11 15 (0.71%) Dollar Universe
12 13 (0.62%) Control-M
12 13 (0.62%) Hadoop YARN
13 7 (0.33%) Ambari
14 5 (0.24%) Xymon
14 5 (0.24%) ZABBIX
15 4 (0.19%) Rundeck
Vendors
1 628 (29.89%) Microsoft
2 389 (18.51%) Oracle
3 378 (17.99%) Tableau
4 253 (12.04%) Informatica
5 159 (7.57%) Talend
6 151 (7.19%) SAP
7 110 (5.24%) IBM
8 104 (4.95%) Google
9 99 (4.71%) Cloudera
10 75 (3.57%) Cognos
11 69 (3.28%) Hortonworks
12 58 (2.76%) Salesforce.com
13 43 (2.05%) MicroStrategy
13 43 (2.05%) ServiceNow
14 38 (1.81%) Red Hat
15 36 (1.71%) Alteryx
16 28 (1.33%) Vertica
17 27 (1.29%) SnapLogic
18 26 (1.24%) Ab Initio
19 24 (1.14%) TIBCO