Period
to 20 January 2019

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 January 2019 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > London
6 months to
20 Jan 2019
Same period 2018 Same period 2017
Rank 106 132 106
Rank change year-on-year +26 -26 -17
Permanent jobs citing ETL 1,935 1,883 2,011
As % of all permanent IT jobs advertised in London 3.11% 2.69% 2.84%
As % of the Processes & Methodologies category 3.38% 2.89% 3.09%
Number of salaries quoted 1,554 1,489 1,703
London median annual salary £60,000 £57,500 £60,000
Median salary % change year-on-year +4.35% -4.17% +4.35%
10th Percentile £41,250 £40,000 £38,750
90th Percentile £85,875 £87,500 £85,000
England median annual salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76% +2.94%

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 57,210 65,142 65,183
As % of all permanent IT jobs advertised in London 92.02% 93.17% 92.10%
Number of salaries quoted 46,128 52,275 55,565
London median annual salary £62,500 £60,000 £58,000
Median salary % change year-on-year +4.17% +3.45% +5.45%
10th Percentile £35,000 £35,000 £33,566
90th Percentile £95,000 £91,250 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +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 January 2019.

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 January 2019. 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 -4 378 £57,500 -4.17% 99
West London -1 67 £52,500 +3.01% 55
South London -14 43 £57,500 +21.05%
East London +6 12 £70,000 +40.00% 18
North London 0 2 £47,500 +11.76% 2
ETL
England

For the 6 months to 20 January 2019, 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 1,245 (64.34%) SQL
2 947 (48.94%) Data Warehouse
3 890 (45.99%) Business Intelligence
4 889 (45.94%) SQL Server
5 744 (38.45%) SQL Server Integration Services
6 680 (35.14%) Agile Software Development
7 622 (32.14%) Finance
8 590 (30.49%) Analytics
9 581 (30.03%) Microsoft
10 530 (27.39%) Python
11 513 (26.51%) Big Data
12 468 (24.19%) SQL Server Reporting Services
13 439 (22.69%) Microsoft Azure
14 427 (22.07%) Data Modelling
15 389 (20.10%) T-SQL
16 382 (19.74%) Oracle
17 376 (19.43%) SQL Server Analysis Services
18 358 (18.50%) Tableau
19 355 (18.35%) Java
20 338 (17.47%) Hadoop
21 331 (17.11%) Amazon AWS
22 324 (16.74%) Power BI
23 292 (15.09%) C#
24 285 (14.73%) Relational Database
25 284 (14.68%) Visualisation
26 280 (14.47%) Analytical Skills
27 268 (13.85%) Apache Spark
28 262 (13.54%) .NET
29 261 (13.49%) Data Quality
30 238 (12.30%) Problem-Solving

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
1 268 (13.85%) Apache Spark
2 83 (4.29%) Apache
3 77 (3.98%) SAS
4 72 (3.72%) Elasticsearch
5 55 (2.84%) SharePoint
6 31 (1.60%) Apache Pig
7 26 (1.34%) Apache Airflow
8 22 (1.14%) Confluence
9 21 (1.09%) Apache Solr
10 12 (0.62%) Oracle SOA Suite
11 11 (0.57%) nginx
12 10 (0.52%) WebSphere
13 9 (0.47%) WebLogic
14 8 (0.41%) IIS
15 7 (0.36%) BizTalk Server
15 7 (0.36%) Oracle Workflow
15 7 (0.36%) SharePoint 2010
16 6 (0.31%) Luigi
17 5 (0.26%) Jupyter
18 4 (0.21%) Oracle Service Bus
Applications
1 185 (9.56%) Microsoft Excel
2 29 (1.50%) MS Visio
3 27 (1.40%) Microsoft Office
4 12 (0.62%) Microsoft PowerPoint
5 11 (0.57%) SPSS
6 4 (0.21%) Microsoft Project
7 3 (0.16%) Spreadsheet
8 2 (0.10%) Chatbot
8 2 (0.10%) Mingle
Business Applications
1 52 (2.69%) Dynamics CRM
2 14 (0.72%) Dynamics AX
3 13 (0.67%) Cognos TM1
4 12 (0.62%) Dynamics NAV
5 10 (0.52%) FastStats
6 7 (0.36%) Markit EDM
6 7 (0.36%) Oracle EBS
7 6 (0.31%) Cognos Business Intelligence
7 6 (0.31%) Oracle Retail
7 6 (0.31%) SAP HR
8 5 (0.26%) Misys Opics
9 4 (0.21%) Actimize
9 4 (0.21%) FastStats PeopleStage
9 4 (0.21%) Oracle Applications
10 3 (0.16%) NetSuite
10 3 (0.16%) Salesforce.com CRM
10 3 (0.16%) SAP ERP
10 3 (0.16%) Unit4 Business World
11 2 (0.10%) Cognos Controller
11 2 (0.10%) Maximo
Cloud Services
1 439 (22.69%) Microsoft Azure
2 331 (17.11%) Amazon AWS
3 104 (5.37%) Google Cloud Platform
4 79 (4.08%) Azure Data Factory
5 39 (2.02%) Amazon EMR
6 37 (1.91%) Data Lake Analytics
7 36 (1.86%) Serverless
8 32 (1.65%) SaaS
9 31 (1.60%) Amazon S3
10 24 (1.24%) PaaS
11 22 (1.14%) Boomi
11 22 (1.14%) Cloud Computing
12 19 (0.98%) GitHub
13 18 (0.93%) Azure Functions
14 17 (0.88%) AWS Lambda
15 14 (0.72%) Amazon Kinesis
16 13 (0.67%) Amazon EC2
16 13 (0.67%) Cortana Intelligence Suite
17 12 (0.62%) IaaS
18 11 (0.57%) Google Analytics
Communications & Networking
1 7 (0.36%) Internet
2 6 (0.31%) FTP
3 5 (0.26%) Broadband
3 5 (0.26%) Wi-Fi
4 4 (0.21%) Extranet
5 3 (0.16%) HTTP
5 3 (0.16%) SMTP
6 2 (0.10%) Firewall
6 2 (0.10%) HTTPS
6 2 (0.10%) Telnet
6 2 (0.10%) X.509
7 1 (0.052%) DHCP
7 1 (0.052%) DNS
7 1 (0.052%) Intranet
7 1 (0.052%) MQTT
7 1 (0.052%) SAN
7 1 (0.052%) Software-Defined Networking
7 1 (0.052%) SSH
Database & Business Intelligence
1 947 (48.94%) Data Warehouse
2 889 (45.94%) SQL Server
3 744 (38.45%) SQL Server Integration Services
4 513 (26.51%) Big Data
5 468 (24.19%) SQL Server Reporting Services
6 376 (19.43%) SQL Server Analysis Services
7 338 (17.47%) Hadoop
8 324 (16.74%) Power BI
9 285 (14.73%) Relational Database
10 227 (11.73%) NoSQL
11 162 (8.37%) Apache Hive
12 148 (7.65%) BusinessObjects
13 132 (6.82%) HBase
14 129 (6.67%) Data Lake
15 112 (5.79%) SQL Server 2016
16 111 (5.74%) MongoDB
17 108 (5.58%) Amazon Redshift
17 108 (5.58%) OLAP
18 100 (5.17%) MySQL
19 99 (5.12%) PostgreSQL
Development Applications
1 128 (6.61%) Git (software)
2 77 (3.98%) Visual Studio
3 56 (2.89%) Team Foundation Server
4 55 (2.84%) JIRA
4 55 (2.84%) Octopus Deploy
5 53 (2.74%) Jenkins
6 52 (2.69%) Visual Studio Team System
7 42 (2.17%) ERwin
8 38 (1.96%) ER Studio
9 34 (1.76%) Subversion
10 33 (1.71%) SQL Server Management Studio (SSMS)
11 25 (1.29%) TeamCity
12 22 (1.14%) Maven
13 18 (0.93%) tSQLt
14 15 (0.78%) Ant
15 14 (0.72%) Gradle
16 12 (0.62%) LoadRunner
16 12 (0.62%) Oracle APEX
17 11 (0.57%) Selenium
18 10 (0.52%) JUnit
General
1 622 (32.14%) Finance
2 204 (10.54%) Banking
3 124 (6.41%) Retail
4 94 (4.86%) Marketing
5 45 (2.33%) Advertising
6 37 (1.91%) Legal
7 34 (1.76%) Investment Banking
8 33 (1.71%) Games
9 24 (1.24%) Law
10 21 (1.09%) Publishing
11 19 (0.98%) Pharmaceutical
12 11 (0.57%) Automotive
13 10 (0.52%) Telecoms
14 8 (0.41%) Military
15 7 (0.36%) Manufacturing
15 7 (0.36%) Music Industry
16 6 (0.31%) Financial Institution
17 4 (0.21%) Front Office
17 4 (0.21%) General Ledger
17 4 (0.21%) Retail Banking
Job Titles
1 785 (40.57%) Developer
2 312 (16.12%) Data Engineer
3 311 (16.07%) SQL Developer
4 265 (13.70%) Business Intelligence Developer
5 249 (12.87%) Analyst
6 200 (10.34%) Architect
7 168 (8.68%) Senior Developer
8 155 (8.01%) ETL Developer
9 151 (7.80%) Consultant
9 151 (7.80%) Data Architect
10 123 (6.36%) SQL BI Developer
11 108 (5.58%) SSIS Developer
12 106 (5.48%) Data Warehouse Developer
13 105 (5.43%) Data Analyst
14 80 (4.13%) Database Developer
15 74 (3.82%) SQL Server Developer
16 65 (3.36%) SSRS Developer
17 64 (3.31%) Senior SQL Developer
18 58 (3.00%) Big Data Engineer
19 56 (2.89%) SQL Database Developer
Libraries, Frameworks & Software Standards
1 262 (13.54%) .NET
2 163 (8.42%) Kafka
3 159 (8.22%) XML
4 142 (7.34%) Web Services
5 69 (3.57%) JSON
6 57 (2.95%) REST
7 56 (2.89%) SOAP
8 53 (2.74%) ASP.NET Web API
8 53 (2.74%) HTML
9 45 (2.33%) Middleware
10 42 (2.17%) WCF
11 40 (2.07%) MDX
11 40 (2.07%) RESTful
12 37 (1.91%) ASP.NET
13 36 (1.86%) Spring
14 33 (1.71%) Spring Boot
15 32 (1.65%) Apache Camel
15 32 (1.65%) Spark Streaming
16 30 (1.55%) Apache NiFi
17 28 (1.45%) GraphQL
Miscellaneous
1 280 (14.47%) Analytical Skills
2 138 (7.13%) Data Structures
3 77 (3.98%) Fintech
4 73 (3.77%) Greenfield Project
5 71 (3.67%) Management Information System
6 63 (3.26%) Algorithms
7 46 (2.38%) Self-Motivation
8 42 (2.17%) User Experience
9 38 (1.96%) Virtual Team
10 37 (1.91%) Replication
11 36 (1.86%) Reinsurance
12 30 (1.55%) Robotics
13 25 (1.29%) Life Science
14 23 (1.19%) Tandem
15 22 (1.14%) Market Risk
15 22 (1.14%) Reference Data
16 18 (0.93%) Enterprise Software
17 16 (0.83%) Clustering
17 16 (0.83%) Mobile App
18 15 (0.78%) Fixed Income
Operating Systems
1 162 (8.37%) Linux
2 100 (5.17%) Unix
3 61 (3.15%) Windows
4 13 (0.67%) Apple iOS
5 9 (0.47%) AIX
5 9 (0.47%) HPUX
5 9 (0.47%) Solaris
6 7 (0.36%) Android
7 4 (0.21%) CentOS
7 4 (0.21%) Windows Server
7 4 (0.21%) Windows Server 2008
8 3 (0.16%) Oracle Linux
8 3 (0.16%) Red Hat Enterprise Linux
8 3 (0.16%) Ubuntu
9 2 (0.10%) DC/OS
9 2 (0.10%) Windows Server 2012
10 1 (0.052%) VMS
Processes & Methodologies
1 890 (45.99%) Business Intelligence
2 680 (35.14%) Agile Software Development
3 590 (30.49%) Analytics
4 427 (22.07%) Data Modelling
5 284 (14.68%) Visualisation
6 238 (12.30%) Problem-Solving
7 229 (11.83%) Data Science
8 214 (11.06%) Machine Learning
9 212 (10.96%) Data Analysis
10 199 (10.28%) Data Management
11 195 (10.08%) Kimball Methodology
12 194 (10.03%) Data Integration
13 193 (9.97%) Migration
14 175 (9.04%) Data Analytics
15 170 (8.79%) Scrum
16 162 (8.37%) Data Engineering
16 162 (8.37%) Performance Tuning
17 158 (8.17%) ETL Development
18 157 (8.11%) SDLC
19 149 (7.70%) Data Migration
Programming Languages
1 1,245 (64.34%) SQL
2 530 (27.39%) Python
3 389 (20.10%) T-SQL
4 355 (18.35%) Java
5 292 (15.09%) C#
6 127 (6.56%) JavaScript
7 119 (6.15%) PowerShell
8 108 (5.58%) Scala
9 98 (5.06%) R
10 86 (4.44%) PL/SQL
11 47 (2.43%) VBA
12 44 (2.27%) PHP
13 43 (2.22%) Data Analysis Expressions (DAX)
14 39 (2.02%) Shell Script
15 28 (1.45%) VB
16 22 (1.14%) BeanShell
17 19 (0.98%) Bash Shell
18 17 (0.88%) C
18 17 (0.88%) U-SQL
18 17 (0.88%) VB.NET
Qualifications
1 177 (9.15%) Degree
2 36 (1.86%) Computer Science Degree
3 32 (1.65%) Security Cleared
4 17 (0.88%) ISEB
5 16 (0.83%) PMI Certification
6 13 (0.67%) SC Cleared
7 12 (0.62%) PhD
8 9 (0.47%) AWS Certification
8 9 (0.47%) Numerate Degree
8 9 (0.47%) PMP
9 8 (0.41%) Master's Degree
9 8 (0.41%) PRINCE2 Certification
10 7 (0.36%) ISTQB
11 6 (0.31%) ITIL Foundation Certificate
12 5 (0.26%) Microsoft Certification
13 3 (0.16%) MCP
14 2 (0.10%) CEH
14 2 (0.10%) CIMA
14 2 (0.10%) TOGAF Certification
15 1 (0.052%) CFA
Quality Assurance & Compliance
1 261 (13.49%) Data Quality
2 131 (6.77%) QA
3 62 (3.20%) GDPR
4 17 (0.88%) IFRS
5 16 (0.83%) Solvency II
6 12 (0.62%) MiFID
6 12 (0.62%) SLA
7 9 (0.47%) Dodd-Frank
8 7 (0.36%) IFRS 9
8 7 (0.36%) ISO/IEC 27001
9 1 (0.052%) COBIT
9 1 (0.052%) EMIR
9 1 (0.052%) FATCA
9 1 (0.052%) ISO 20022
System Software
1 114 (5.89%) Docker
2 58 (3.00%) HDFS
3 40 (2.07%) Apache Flume
4 10 (0.52%) Apache ZooKeeper
5 6 (0.31%) Varnish
6 4 (0.21%) Active Directory
7 3 (0.16%) VMware Infrastructure
8 2 (0.10%) Virtual Machines
9 1 (0.052%) Oracle RAC
9 1 (0.052%) VMware ESXi
Systems Management
1 85 (4.39%) Kubernetes
2 37 (1.91%) Oozie
3 35 (1.81%) Docker Swarm
4 22 (1.14%) Ansible
4 22 (1.14%) Control-M
4 22 (1.14%) Puppet
5 21 (1.09%) Hadoop YARN
6 20 (1.03%) Opscode Chef
7 18 (0.93%) Grafana
8 17 (0.88%) Terraform
9 12 (0.62%) Automic
9 12 (0.62%) Mesos
10 11 (0.57%) Prometheus
11 10 (0.52%) Kibana
12 9 (0.47%) logstash
13 7 (0.36%) Ambari
14 4 (0.21%) Dollar Universe
14 4 (0.21%) Graphite
15 3 (0.16%) Rundeck
15 3 (0.16%) Single Sign-On
Vendors
1 581 (30.03%) Microsoft
2 382 (19.74%) Oracle
3 358 (18.50%) Tableau
4 213 (11.01%) Informatica
5 179 (9.25%) SAP
6 123 (6.36%) Talend
7 110 (5.68%) IBM
8 109 (5.63%) Google
9 96 (4.96%) Cloudera
10 70 (3.62%) Hortonworks
11 56 (2.89%) Cognos
12 54 (2.79%) Salesforce.com
13 42 (2.17%) Red Hat
14 32 (1.65%) WorldPay
15 29 (1.50%) ServiceNow
15 29 (1.50%) TIBCO
16 27 (1.40%) SnapLogic
17 24 (1.24%) MuleSoft
18 23 (1.19%) Teradata
19 22 (1.14%) MicroStrategy