Period
to 23 May 2018

The following table provides summary statistics for permanent job vacancies with a requirement for Data Integration skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Integration over the 6 months to 23 May 2018 with a comparison to the same period in the previous 2 years.

Data Integration
UK
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 441 461 444
Rank change year-on-year +20 -17 +13
Permanent jobs citing Data Integration 1,175 1,046 1,375
As % of all permanent IT jobs advertised in the UK 0.68% 0.62% 0.68%
As % of the Processes & Methodologies category 0.75% 0.68% 0.76%
Number of salaries quoted 926 851 1,105
UK median annual salary £57,500 £57,500 £55,000
Median salary % change year-on-year - +4.55% -
10th Percentile £36,250 £33,750 £32,500
90th Percentile £88,750 £87,500 £82,500
UK excluding London median annual salary £53,500 £50,000 £50,000
% change year-on-year +7.00% - -

Data Integration 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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 156,179 153,171 180,630
As % of all permanent IT jobs advertised in the UK 90.87% 90.54% 89.99%
Number of salaries quoted 125,708 125,548 150,184
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +3.26%
10th Percentile £29,750 £28,000 £27,500
90th Percentile £82,500 £78,750 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +3.66%

Data Integration
Job Vacancy Trend

Job postings citing Data Integration as a percentage of all IT jobs advertised.

Job vacancy trend for Data Integration in the UK

Data Integration
Salary Trend

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

Salary trend for Data Integration in the UK

Data Integration
Salary Histogram

The salary distribution of IT jobs citing Data Integration over the 6 months to 23 May 2018.

Salary histogram for Data Integration in the UK

Data Integration
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Integration within the UK over the 6 months to 23 May 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
England +18 1,097 £60,000 +4.35% 122
UK excluding London +32 572 £53,500 +7.00% 70
London +24 559 £67,500 - 59
South East +37 182 £58,000 +3.11% 21
North of England +43 169 £55,000 +22.22% 25
North West +51 95 £55,000 +22.22% 12
Yorkshire +36 73 £55,000 +22.22% 7
South West -26 72 £52,500 +23.53% 4
Midlands +26 63 £43,857 -12.29% 8
East of England -30 45 £60,000 +9.09% 5
Scotland -30 36 £40,000 -20.00% 6
West Midlands +17 35 £43,857 -2.54% 8
East Midlands +17 28 £48,750 -2.50%
Wales -3 19 £40,000 -6.98%
North East -31 1 £35,000 -22.22% 6
Northern Ireland - 1 £27,500 - 1

For the 6 months to 23 May 2018, IT jobs citing Data Integration 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 with a requirement for Data Integration.

1 558 (47.49%) SQL
2 502 (42.72%) Business Intelligence
3 430 (36.60%) Data Warehouse
4 417 (35.49%) ETL
5 397 (33.79%) SQL Server
6 396 (33.70%) Agile Software Development
7 360 (30.64%) Analytics
8 329 (28.00%) Finance
9 326 (27.74%) Data Modelling
10 285 (24.26%) Microsoft
11 283 (24.09%) Oracle
12 251 (21.36%) Data Quality
13 234 (19.91%) Data Management
14 228 (19.40%) Big Data
15 224 (19.06%) Analytical Skills
16 221 (18.81%) Java
17 217 (18.47%) SQL Server Integration Services
18 213 (18.13%) Data Governance
19 203 (17.28%) Data Architecture
20 184 (15.66%) Web Services
21 156 (13.28%) SQL Server Reporting Services
22 155 (13.19%) .NET
23 151 (12.85%) Amazon AWS
24 147 (12.51%) Microsoft Azure
25 145 (12.34%) Hadoop
26 135 (11.49%) T-SQL
27 134 (11.40%) C#
28 131 (11.15%) Relational Database
29 121 (10.30%) Migration
30 120 (10.21%) Retail

Data Integration
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 86 (7.32%) Apache Spark
2 75 (6.38%) SAS
3 43 (3.66%) BizTalk Server
4 40 (3.40%) Apache
5 35 (2.98%) Oracle SOA Suite
6 27 (2.30%) Tomcat
7 26 (2.21%) IIS
8 24 (2.04%) SharePoint
9 23 (1.96%) Confluence
10 19 (1.62%) CMS
11 18 (1.53%) WebLogic
12 17 (1.45%) JBoss
13 15 (1.28%) WebSphere
14 11 (0.94%) Elasticsearch
14 11 (0.94%) Oracle Service Bus
15 10 (0.85%) Moodle
16 9 (0.77%) Apache Solr
17 8 (0.68%) Anypoint
17 8 (0.68%) Apache Pig
18 6 (0.51%) NServiceBus
Applications
1 51 (4.34%) Microsoft Excel
2 14 (1.19%) Microsoft PowerPoint
3 12 (1.02%) Microsoft Office
4 11 (0.94%) MS Visio
5 8 (0.68%) SPSS
6 7 (0.60%) Spreadsheet
7 1 (0.085%) Acrobat
7 1 (0.085%) Microsoft Project
Business Applications
1 56 (4.77%) Dynamics CRM
2 17 (1.45%) Cognos Business Intelligence
2 17 (1.45%) Oracle EBS
3 16 (1.36%) Cognos TM1
4 15 (1.28%) Payment Gateway
5 13 (1.11%) MetaTrader
6 10 (0.85%) Dynamics AX
7 9 (0.77%) Eagle PACE
8 7 (0.60%) NetSuite
9 6 (0.51%) Magento
10 5 (0.43%) SAP S/4HANA
11 4 (0.34%) Cognos Planning
11 4 (0.34%) Oracle 11i
11 4 (0.34%) Oracle Assets
11 4 (0.34%) Oracle EBS R12
11 4 (0.34%) Oracle General Ledger
11 4 (0.34%) Oracle iProcurement
11 4 (0.34%) Oracle Payables
11 4 (0.34%) Oracle Receivables
11 4 (0.34%) SAP Payroll
Cloud Services
1 151 (12.85%) Amazon AWS
2 147 (12.51%) Microsoft Azure
3 32 (2.72%) SaaS
4 27 (2.30%) Dynamics 365
5 20 (1.70%) Google Cloud Platform
6 18 (1.53%) Office 365
7 13 (1.11%) Cloud Computing
8 11 (0.94%) Amazon S3
9 10 (0.85%) Boomi
9 10 (0.85%) Serverless
10 9 (0.77%) Amazon Kinesis
10 9 (0.77%) Azure Data Factory
10 9 (0.77%) GitHub
11 8 (0.68%) Amazon EMR
11 8 (0.68%) AtomSphere
11 8 (0.68%) Bluemix
11 8 (0.68%) IBM Cloud
12 7 (0.60%) PaaS
13 4 (0.34%) Cortana Intelligence Suite
13 4 (0.34%) Google Analytics
Communications & Networking
1 19 (1.62%) Internet
2 13 (1.11%) Intranet
3 10 (0.85%) HTTP
4 9 (0.77%) SMS
5 5 (0.43%) FTP
6 4 (0.34%) Skype
6 4 (0.34%) VoIP
6 4 (0.34%) VPN
7 2 (0.17%) Kerberos
8 1 (0.085%) SNMP
8 1 (0.085%) TCP/IP
8 1 (0.085%) VLAN
Database & Business Intelligence
1 430 (36.60%) Data Warehouse
2 397 (33.79%) SQL Server
3 228 (19.40%) Big Data
4 217 (18.47%) SQL Server Integration Services
5 156 (13.28%) SQL Server Reporting Services
6 145 (12.34%) Hadoop
7 131 (11.15%) Relational Database
8 119 (10.13%) SQL Server Analysis Services
9 85 (7.23%) Power BI
10 83 (7.06%) MySQL
11 70 (5.96%) NoSQL
12 60 (5.11%) RDBMS
13 57 (4.85%) Apache Hive
13 57 (4.85%) Data Lake
13 57 (4.85%) OLAP
14 52 (4.43%) HBase
15 50 (4.26%) SQL Server 2012
16 46 (3.91%) QlikView
17 43 (3.66%) Oracle BI EE
18 42 (3.57%) BusinessObjects
Development Applications
1 51 (4.34%) JIRA
2 49 (4.17%) Git (software)
3 44 (3.74%) Jenkins
4 40 (3.40%) ERwin
5 24 (2.04%) Team Foundation Server
6 18 (1.53%) Visual Studio
7 15 (1.28%) JUnit
7 15 (1.28%) Maven
8 14 (1.19%) Ant
9 12 (1.02%) Eclipse
9 12 (1.02%) Phabricator
10 10 (0.85%) Gradle
10 10 (0.85%) IntelliJ
10 10 (0.85%) Selenium
11 9 (0.77%) SQL Server Management Studio (SSMS)
12 8 (0.68%) TeamCity
13 6 (0.51%) GoCD
13 6 (0.51%) JMeter
13 6 (0.51%) Protractor
14 5 (0.43%) ER Studio
General
1 329 (28.00%) Finance
2 120 (10.21%) Retail
3 68 (5.79%) Banking
4 59 (5.02%) Marketing
5 35 (2.98%) Advertising
6 30 (2.55%) Telecoms
7 19 (1.62%) Games
8 16 (1.36%) Financial Institution
9 13 (1.11%) Manufacturing
10 12 (1.02%) Legal
11 11 (0.94%) Investment Banking
12 10 (0.85%) Back Office
13 8 (0.68%) Pharmaceutical
14 7 (0.60%) Electronics
15 5 (0.43%) Publishing
16 4 (0.34%) Front Office
16 4 (0.34%) International Banking
16 4 (0.34%) Japanese Language
17 3 (0.26%) Automotive
17 3 (0.26%) Law
Job Titles
1 388 (33.02%) Developer
2 311 (26.47%) Architect
3 198 (16.85%) Data Architect
4 144 (12.26%) Analyst
5 113 (9.62%) Consultant
6 88 (7.49%) Business Intelligence Developer
6 88 (7.49%) SQL Developer
7 65 (5.53%) Business Intelligence Architect
8 63 (5.36%) Senior Developer
9 59 (5.02%) Data Engineer
10 45 (3.83%) C# Developer
10 45 (3.83%) Solutions Architect
11 43 (3.66%) .NET Developer
12 41 (3.49%) C# .NET Developer
13 37 (3.15%) Java Developer
14 35 (2.98%) Business Analyst
14 35 (2.98%) Integration Developer
14 35 (2.98%) Senior Analyst
15 30 (2.55%) Business Intelligence Consultant
16 29 (2.47%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 184 (15.66%) Web Services
2 155 (13.19%) .NET
3 106 (9.02%) XML
4 93 (7.91%) HTML
5 73 (6.21%) REST
6 68 (5.79%) RESTful
7 65 (5.53%) SOAP
8 61 (5.19%) CSS
9 55 (4.68%) ASP.NET
10 43 (3.66%) Middleware
11 40 (3.40%) JSON
12 37 (3.15%) Kafka
13 34 (2.89%) ASP.NET MVC
13 34 (2.89%) HTML5
14 33 (2.81%) .NET Framework
14 33 (2.81%) AngularJS
14 33 (2.81%) ASP.NET Web API
15 28 (2.38%) jQuery
16 27 (2.30%) Spring
17 18 (1.53%) JSP
Miscellaneous
1 224 (19.06%) Analytical Skills
2 82 (6.98%) Management Information System
3 79 (6.72%) Computer Science
4 57 (4.85%) Enterprise Software
5 48 (4.09%) User Experience
6 45 (3.83%) Fintech
7 43 (3.66%) Data Structures
8 37 (3.15%) Greenfield Project
9 29 (2.47%) Credit Risk
10 28 (2.38%) Taxonomies
11 26 (2.21%) Market Risk
12 24 (2.04%) Hybrid Cloud
13 23 (1.96%) Self-Motivation
14 19 (1.62%) Video\Live Streaming
14 19 (1.62%) Virtual Team
15 17 (1.45%) Algorithms
15 17 (1.45%) VLE
16 14 (1.19%) Foreign Exchange (FX)
16 14 (1.19%) Spread Betting
17 12 (1.02%) Analytical Mindset
Operating Systems
1 98 (8.34%) Linux
2 80 (6.81%) Unix
3 56 (4.77%) Windows
4 33 (2.81%) Solaris
5 25 (2.13%) AIX
6 22 (1.87%) HPUX
7 14 (1.19%) Red Hat Enterprise Linux
8 12 (1.02%) Windows Server
9 4 (0.34%) CentOS
9 4 (0.34%) Ubuntu
10 3 (0.26%) Windows 10
10 3 (0.26%) Windows Server 2012
11 2 (0.17%) Mac OS X
12 1 (0.085%) Android
12 1 (0.085%) Debian
Processes & Methodologies
1 502 (42.72%) Business Intelligence
2 417 (35.49%) ETL
3 396 (33.70%) Agile Software Development
4 360 (30.64%) Analytics
5 326 (27.74%) Data Modelling
6 234 (19.91%) Data Management
7 213 (18.13%) Data Governance
8 203 (17.28%) Data Architecture
9 121 (10.30%) Migration
10 120 (10.21%) Master Data Management
10 120 (10.21%) Problem-Solving
11 117 (9.96%) Data Analytics
12 107 (9.11%) Data Science
12 107 (9.11%) Scrum
13 106 (9.02%) SOA
14 104 (8.85%) Data Analysis
15 102 (8.68%) DevOps
16 98 (8.34%) Stakeholder Management
17 94 (8.00%) CRM
18 91 (7.74%) SDLC
Programming Languages
1 558 (47.49%) SQL
2 221 (18.81%) Java
3 135 (11.49%) T-SQL
4 134 (11.40%) C#
5 106 (9.02%) Python
6 92 (7.83%) JavaScript
7 67 (5.70%) Scala
8 55 (4.68%) PL/SQL
9 48 (4.09%) R
10 33 (2.81%) Java 8
11 30 (2.55%) PowerShell
12 24 (2.04%) PHP
13 16 (1.36%) VB.NET
14 15 (1.28%) Perl
15 13 (1.11%) Clojure
15 13 (1.11%) VB
16 12 (1.02%) TypeScript
17 11 (0.94%) MATLAB
18 10 (0.85%) C
18 10 (0.85%) Shell Script
Qualifications
1 110 (9.36%) Degree
2 24 (2.04%) Computer Science Degree
2 24 (2.04%) Security Cleared
3 15 (1.28%) Postgraduate
4 12 (1.02%) TOGAF Certification
5 10 (0.85%) AWS Certification
6 9 (0.77%) ITIL Certification
6 9 (0.77%) PhD
7 7 (0.60%) Microsoft Certification
7 7 (0.60%) SC Cleared
8 6 (0.51%) ISTQB
8 6 (0.51%) Master's Degree
9 5 (0.43%) MBA
10 4 (0.34%) Numerate Degree
10 4 (0.34%) PMI Certification
10 4 (0.34%) PRINCE2 Certification
10 4 (0.34%) PRINCE2 Practitioner
11 3 (0.26%) PMP
12 2 (0.17%) CIPD
13 1 (0.085%) CTC Cleared
Quality Assurance & Compliance
1 251 (21.36%) Data Quality
2 52 (4.43%) QA
3 24 (2.04%) GDPR
4 16 (1.36%) SLA
5 5 (0.43%) GxP
6 3 (0.26%) GAAP
6 3 (0.26%) GCP
6 3 (0.26%) IFRS
7 2 (0.17%) HL7
8 1 (0.085%) Basel III
8 1 (0.085%) BS7666
8 1 (0.085%) ISO/IEC 20000
8 1 (0.085%) ISO/IEC 27001
8 1 (0.085%) PMO
8 1 (0.085%) SEPA
8 1 (0.085%) TARGET2
System Software
1 37 (3.15%) Docker
2 30 (2.55%) HDFS
3 25 (2.13%) Apache Flume
4 8 (0.68%) Active Directory
5 5 (0.43%) Virtual Machines
6 3 (0.26%) Hyper-V
6 3 (0.26%) Virtual Servers
7 2 (0.17%) Apache ZooKeeper
7 2 (0.17%) VMware Infrastructure
Systems Management
1 25 (2.13%) Hadoop YARN
2 23 (1.96%) Oozie
3 13 (1.11%) Kubernetes
3 13 (1.11%) Puppet
4 10 (0.85%) Opscode Chef
5 9 (0.77%) Ansible
6 6 (0.51%) Control-M
6 6 (0.51%) Single Sign-On
7 4 (0.34%) Ambari
8 3 (0.26%) HP Quality Center
8 3 (0.26%) Systems Management Server (SMS)
9 2 (0.17%) Nagios
10 1 (0.085%) ZABBIX
Vendors
1 285 (24.26%) Microsoft
2 283 (24.09%) Oracle
3 117 (9.96%) Tableau
4 112 (9.53%) Informatica
5 95 (8.09%) Talend
6 61 (5.19%) IBM
7 48 (4.09%) SAP
8 36 (3.06%) Salesforce.com
9 34 (2.89%) Google
10 32 (2.72%) Cognos
11 31 (2.64%) Cognizant
12 25 (2.13%) Teradata
13 23 (1.96%) Cloudera
14 19 (1.62%) Red Hat
15 14 (1.19%) Hortonworks
16 13 (1.11%) SnapLogic
17 12 (1.02%) Alteryx
17 12 (1.02%) JD Edwards
18 10 (0.85%) Netezza
19 8 (0.68%) Sitecore