Period
to 24 February 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 24 February 2018 with a comparison to the same period in the previous 2 years.

Data Integration
UK
6 months to
24 Feb 2018
Same period 2017 Same period 2016
Rank 415 454 429
Rank change year-on-year +39 -25 +40
Permanent jobs citing Data Integration 1,205 1,101 1,541
As % of all permanent IT jobs advertised in the UK 0.69% 0.63% 0.73%
As % of the Processes & Methodologies category 0.77% 0.70% 0.82%
Number of salaries quoted 940 926 1,233
UK median annual salary £57,500 £57,500 £55,000
Median salary % change year-on-year - +4.55% -
10th Percentile £36,250 £32,500 £33,000
90th Percentile £88,750 £86,250 £85,000
UK excluding London median annual salary £52,500 £47,500 £49,411
% change year-on-year +10.53% -3.87% -1.18%

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 157,432 157,308 187,549
As % of all permanent IT jobs advertised in the UK 89.88% 89.54% 88.84%
Number of salaries quoted 128,025 129,519 155,322
UK median annual salary £50,000 £48,500 £47,500
Median salary % change year-on-year +3.09% +2.11% +5.56%
10th Percentile £29,000 £28,250 £27,500
90th Percentile £81,250 £78,750 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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 24 February 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 24 February 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 +38 1,129 £57,500 - 145
London +27 592 £65,000 - 71
UK excluding London +27 571 £52,500 +10.53% 83
North of England +52 192 £55,000 +22.22% 22
South East +20 169 £55,000 +10.00% 22
North West +61 107 £55,000 +46.67% 6
Yorkshire +13 73 £52,500 +16.67% 16
South West -5 71 £49,500 +20.00% 8
Midlands +24 63 £62,500 +17.92% 3
West Midlands +15 42 £70,000 +16.67% 1
Scotland -40 36 £40,000 -5.88% 5
East of England -26 35 £60,000 +4.35% 19
East Midlands +10 21 £37,000 -30.19% 2
Wales +3 10 £40,000 -5.88% 3
North East -30 7 £33,375 -25.83%
Northern Ireland - 2 £36,250 - 1

For the 6 months to 24 February 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.

1 556 (46.14%) SQL
2 490 (40.66%) Business Intelligence
3 441 (36.60%) ETL
4 421 (34.94%) Data Warehouse
5 392 (32.53%) Analytics
6 383 (31.78%) Agile Software Development
7 368 (30.54%) SQL Server
8 335 (27.80%) Data Modelling
9 320 (26.56%) Finance
10 309 (25.64%) Data Management
11 293 (24.32%) Oracle
12 253 (21.00%) Microsoft
13 243 (20.17%) Big Data
14 235 (19.50%) Data Quality
15 212 (17.59%) Java
16 200 (16.60%) Analytical Skills
17 190 (15.77%) Data Governance
18 173 (14.36%) Web Services
19 169 (14.02%) SQL Server Integration Services
20 167 (13.86%) Data Architecture
21 160 (13.28%) Tableau
22 151 (12.53%) Hadoop
23 145 (12.03%) SQL Server Reporting Services
24 138 (11.45%) Informatica
25 137 (11.37%) Migration
25 137 (11.37%) Amazon AWS
26 135 (11.20%) Master Data Management
27 134 (11.12%) Relational Database
28 133 (11.04%) C#
29 131 (10.87%) CRM

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 80 (6.64%) SAS
2 77 (6.39%) Apache Spark
3 42 (3.49%) Apache
4 33 (2.74%) SharePoint
5 31 (2.57%) CMS
6 27 (2.24%) Tomcat
7 25 (2.07%) WebLogic
8 24 (1.99%) Oracle SOA Suite
8 24 (1.99%) WebSphere
9 21 (1.74%) BizTalk Server
10 20 (1.66%) JBoss
11 12 (1.00%) Confluence
12 10 (0.83%) IIS
13 9 (0.75%) Anypoint
13 9 (0.75%) Elasticsearch
14 8 (0.66%) Apache Pig
14 8 (0.66%) Oracle Service Bus
15 7 (0.58%) Apache Solr
16 4 (0.33%) NServiceBus
16 4 (0.33%) Tuxedo
Applications
1 54 (4.48%) Microsoft Excel
2 18 (1.49%) Microsoft Office
2 18 (1.49%) Microsoft PowerPoint
3 16 (1.33%) SPSS
4 14 (1.16%) Photoshop
5 6 (0.50%) MS Visio
6 1 (0.083%) Acrobat
6 1 (0.083%) Microsoft Project
6 1 (0.083%) Stata
6 1 (0.083%) Weka
Business Applications
1 64 (5.31%) Dynamics CRM
2 13 (1.08%) Eagle PACE
2 13 (1.08%) Payment Gateway
3 12 (1.00%) Remedy ITSM
4 10 (0.83%) Cognos Business Intelligence
5 9 (0.75%) Dynamics AX
5 9 (0.75%) MetaTrader
6 8 (0.66%) Eloqua
6 8 (0.66%) NetSuite
7 7 (0.58%) Oracle EBS
7 7 (0.58%) SAP Hybris
8 6 (0.50%) Cognos TM1
9 5 (0.41%) Distributed Ledger
10 4 (0.33%) Oracle Assets
10 4 (0.33%) Oracle EBS R12
10 4 (0.33%) Oracle General Ledger
10 4 (0.33%) Oracle iProcurement
10 4 (0.33%) Oracle Payables
10 4 (0.33%) Oracle Receivables
10 4 (0.33%) Salesforce.com CRM
Cloud Services
1 137 (11.37%) Amazon AWS
2 131 (10.87%) Microsoft Azure
3 44 (3.65%) SaaS
4 43 (3.57%) Google Cloud Platform
5 25 (2.07%) Dynamics 365
6 22 (1.83%) GitHub
7 15 (1.24%) Boomi
8 14 (1.16%) PaaS
9 12 (1.00%) Amazon CloudWatch
9 12 (1.00%) Amazon Kinesis
9 12 (1.00%) AWS CloudFormation
10 10 (0.83%) Serverless
11 9 (0.75%) AtomSphere
12 8 (0.66%) Cloud Computing
13 6 (0.50%) Adobe Creative Cloud
13 6 (0.50%) AWS Lambda
13 6 (0.50%) IaaS
13 6 (0.50%) Office 365
14 5 (0.41%) Amazon S3
15 4 (0.33%) Amazon EMR
Communications & Networking
1 25 (2.07%) HTTP
2 21 (1.74%) Internet
2 21 (1.74%) Intranet
3 14 (1.16%) SMS
4 12 (1.00%) SNMP
5 11 (0.91%) SSL
6 7 (0.58%) FTP
7 4 (0.33%) VoIP
7 4 (0.33%) VPN
8 3 (0.25%) Kerberos
8 3 (0.25%) TCP/IP
9 2 (0.17%) AMQP
10 1 (0.083%) HTTPS
10 1 (0.083%) Network Security
10 1 (0.083%) SAN
10 1 (0.083%) VLAN
Database & Business Intelligence
1 421 (34.94%) Data Warehouse
2 368 (30.54%) SQL Server
3 243 (20.17%) Big Data
4 169 (14.02%) SQL Server Integration Services
5 151 (12.53%) Hadoop
6 145 (12.03%) SQL Server Reporting Services
7 134 (11.12%) Relational Database
8 99 (8.22%) SQL Server Analysis Services
9 89 (7.39%) Power BI
10 85 (7.05%) MySQL
11 79 (6.56%) NoSQL
12 68 (5.64%) BusinessObjects
13 66 (5.48%) QlikView
14 62 (5.15%) Data Lake
15 57 (4.73%) RDBMS
16 50 (4.15%) Star Schema
17 48 (3.98%) HBase
18 45 (3.73%) Oracle Database
19 42 (3.49%) OLAP
20 41 (3.40%) Oracle BI EE
Development Applications
1 68 (5.64%) JIRA
2 51 (4.23%) Jenkins
3 46 (3.82%) Git (software)
4 24 (1.99%) ERwin
5 23 (1.91%) Team Foundation Server
6 20 (1.66%) Visual Studio
7 19 (1.58%) Maven
8 17 (1.41%) JUnit
9 14 (1.16%) Ant
10 12 (1.00%) Bitbucket
11 11 (0.91%) Eclipse
12 10 (0.83%) Gradle
12 10 (0.83%) IntelliJ
13 8 (0.66%) Phabricator
14 6 (0.50%) Protractor
14 6 (0.50%) TeamCity
15 5 (0.41%) ProC
16 4 (0.33%) JMeter
16 4 (0.33%) Selenium
16 4 (0.33%) Sonatype Nexus
General
1 320 (26.56%) Finance
2 109 (9.05%) Retail
3 81 (6.72%) Marketing
4 75 (6.22%) Banking
5 43 (3.57%) Advertising
6 42 (3.49%) Telecoms
7 36 (2.99%) Financial Institution
8 24 (1.99%) Manufacturing
9 21 (1.74%) Investment Banking
10 20 (1.66%) Legal
11 17 (1.41%) Games
12 14 (1.16%) Front Office
13 13 (1.08%) Pharmaceutical
13 13 (1.08%) Publishing
14 12 (1.00%) Electronics
15 11 (0.91%) Retail Banking
16 10 (0.83%) Back Office
17 6 (0.50%) Automotive
18 4 (0.33%) Law
19 1 (0.083%) German Language
Job Titles
1 330 (27.39%) Developer
2 312 (25.89%) Architect
3 198 (16.43%) Data Architect
4 144 (11.95%) Analyst
5 135 (11.20%) Consultant
6 65 (5.39%) Solutions Architect
6 65 (5.39%) SQL Developer
7 64 (5.31%) Business Intelligence Developer
8 52 (4.32%) Data Engineer
9 49 (4.07%) Senior Developer
10 48 (3.98%) Business Intelligence Architect
11 44 (3.65%) Data Analyst
11 44 (3.65%) Data Consultant
12 39 (3.24%) Java Developer
13 38 (3.15%) ETL Developer
14 32 (2.66%) Business Intelligence Analyst
15 30 (2.49%) Web Developer
16 28 (2.32%) Business Analyst
16 28 (2.32%) C# Developer
16 28 (2.32%) Integration Developer
Libraries, Frameworks & Software Standards
1 173 (14.36%) Web Services
2 118 (9.79%) .NET
3 86 (7.14%) HTML
4 85 (7.05%) XML
5 64 (5.31%) SOAP
6 60 (4.98%) REST
7 58 (4.81%) CSS
8 57 (4.73%) Middleware
9 49 (4.07%) RESTful
10 47 (3.90%) HTML5
11 44 (3.65%) ASP.NET
12 42 (3.49%) AngularJS
13 39 (3.24%) Spring
14 38 (3.15%) JSON
15 36 (2.99%) jQuery
16 31 (2.57%) .NET Framework
16 31 (2.57%) MDX
17 26 (2.16%) ASP.NET Web API
18 24 (1.99%) ASP.NET MVC
19 21 (1.74%) Kafka
Miscellaneous
1 200 (16.60%) Analytical Skills
2 65 (5.39%) Enterprise Software
3 53 (4.40%) Management Information System
4 50 (4.15%) Fintech
4 50 (4.15%) User Experience
5 46 (3.82%) Computer Science
6 34 (2.82%) Greenfield Project
7 30 (2.49%) Data Structures
8 25 (2.07%) Credit Risk
9 20 (1.66%) Taxonomies
10 19 (1.58%) Life Science
11 16 (1.33%) Virtual Team
12 15 (1.24%) Hedge funds
13 14 (1.16%) Driving Licence
14 13 (1.08%) Analytical Mindset
15 12 (1.00%) CMDB
16 11 (0.91%) Derivative
16 11 (0.91%) Hybrid Cloud
17 10 (0.83%) Algorithms
18 9 (0.75%) Marketing Technology
Operating Systems
1 118 (9.79%) Linux
2 69 (5.73%) Unix
3 51 (4.23%) Windows
4 20 (1.66%) Solaris
5 10 (0.83%) Windows Server
6 9 (0.75%) Red Hat Enterprise Linux
7 5 (0.41%) CentOS
8 4 (0.33%) Ubuntu
9 3 (0.25%) AIX
9 3 (0.25%) Android
9 3 (0.25%) Debian
10 2 (0.17%) Apple iOS
10 2 (0.17%) HPUX
11 1 (0.083%) Mac OS X
11 1 (0.083%) Windows 10
Processes & Methodologies
1 490 (40.66%) Business Intelligence
2 441 (36.60%) ETL
3 392 (32.53%) Analytics
4 383 (31.78%) Agile Software Development
5 335 (27.80%) Data Modelling
6 309 (25.64%) Data Management
7 190 (15.77%) Data Governance
8 167 (13.86%) Data Architecture
9 137 (11.37%) Migration
10 135 (11.20%) Master Data Management
11 131 (10.87%) CRM
12 110 (9.13%) Data Analytics
13 105 (8.71%) Visualisation
14 103 (8.55%) Data Science
15 101 (8.38%) Scrum
15 101 (8.38%) Stakeholder Management
16 91 (7.55%) SOA
17 85 (7.05%) Project Management
18 84 (6.97%) SDLC
19 83 (6.89%) Data Migration
Programming Languages
1 556 (46.14%) SQL
2 212 (17.59%) Java
3 133 (11.04%) C#
4 106 (8.80%) JavaScript
5 103 (8.55%) T-SQL
6 92 (7.63%) Python
7 47 (3.90%) R
8 46 (3.82%) PL/SQL
8 46 (3.82%) Scala
9 42 (3.49%) PowerShell
10 21 (1.74%) Shell Script
11 15 (1.24%) Perl
11 15 (1.24%) TypeScript
12 14 (1.16%) VBA
13 13 (1.08%) Data Analysis Expressions (DAX)
14 12 (1.00%) MATLAB
15 10 (0.83%) VB
16 9 (0.75%) PHP
16 9 (0.75%) VB.NET
17 7 (0.58%) Clojure
Qualifications
1 79 (6.56%) Degree
2 18 (1.49%) Security Cleared
3 13 (1.08%) MBA
4 12 (1.00%) Microsoft Certification
5 11 (0.91%) Computer Science Degree
6 9 (0.75%) AWS Certification
6 9 (0.75%) ISTQB
7 7 (0.58%) PMI Certification
8 5 (0.41%) ITIL Certification
8 5 (0.41%) PMP
8 5 (0.41%) Postgraduate
8 5 (0.41%) SC Cleared
9 4 (0.33%) MCITP
9 4 (0.33%) MCSA
9 4 (0.33%) MCSE
9 4 (0.33%) MCTS
9 4 (0.33%) PhD
9 4 (0.33%) PRINCE2 Certification
10 2 (0.17%) ISEB
10 2 (0.17%) Numerate Degree
Quality Assurance & Compliance
1 235 (19.50%) Data Quality
2 58 (4.81%) QA
3 25 (2.07%) GDPR
4 16 (1.33%) SLA
5 8 (0.66%) GAAP
5 8 (0.66%) GCP
5 8 (0.66%) IFRS
6 5 (0.41%) Basel III
6 5 (0.41%) SEPA
6 5 (0.41%) TARGET2
7 4 (0.33%) HL7
7 4 (0.33%) NEBOSH
8 2 (0.17%) ISO/IEC 27001
9 1 (0.083%) BS7666
9 1 (0.083%) GxP
9 1 (0.083%) ISO/IEC 20000
9 1 (0.083%) MiFID
9 1 (0.083%) PMO
System Software
1 23 (1.91%) Docker
2 19 (1.58%) HDFS
3 15 (1.24%) Active Directory
4 13 (1.08%) Apache Flume
5 8 (0.66%) VMware Infrastructure
6 3 (0.25%) Apache ZooKeeper
7 1 (0.083%) Virtual Machines
Systems Management
1 17 (1.41%) Hadoop YARN
1 17 (1.41%) Puppet
2 15 (1.24%) Oozie
3 13 (1.08%) Ambari
3 13 (1.08%) Opscode Chef
4 12 (1.00%) ZABBIX
5 8 (0.66%) Kubernetes
6 6 (0.50%) Single Sign-On
7 3 (0.25%) Ansible
7 3 (0.25%) Control-M
8 2 (0.17%) Systems Management Server (SMS)
9 1 (0.083%) EMC NetWorker
9 1 (0.083%) HP Quality Center
9 1 (0.083%) Nagios
9 1 (0.083%) Oracle Enterprise Manager
Vendors
1 293 (24.32%) Oracle
2 253 (21.00%) Microsoft
3 160 (13.28%) Tableau
4 138 (11.45%) Informatica
5 105 (8.71%) Talend
6 97 (8.05%) SAP
7 71 (5.89%) IBM
8 59 (4.90%) Google
9 43 (3.57%) Salesforce.com
10 39 (3.24%) Cognos
11 38 (3.15%) Teradata
12 33 (2.74%) Cloudera
13 30 (2.49%) Hortonworks
14 27 (2.24%) Netezza
15 21 (1.74%) Splunk
16 17 (1.41%) Alteryx
17 15 (1.24%) MicroStrategy
17 15 (1.24%) Red Hat
17 15 (1.24%) Remedy
17 15 (1.24%) SnapLogic