Period
to 21 October 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 21 October 2018 with a comparison to the same period in the previous 2 years.

Data Integration
UK
6 months to
21 Oct 2018
Same period 2017 Same period 2016
Rank 502 459 464
Rank change year-on-year -43 +5 -38
Permanent jobs citing Data Integration 912 1,131 1,210
As % of all permanent IT jobs advertised in the UK 0.56% 0.65% 0.63%
As % of the Processes & Methodologies category 0.61% 0.71% 0.70%
Number of salaries quoted 677 758 995
UK median annual salary £60,000 £57,000 £57,500
Median salary % change year-on-year +5.26% -0.87% +4.55%
10th Percentile £37,500 £36,250 £32,500
90th Percentile £87,500 £85,000 £86,250
UK excluding London median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +11.11%

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 148,908 159,518 173,686
As % of all permanent IT jobs advertised in the UK 91.04% 91.56% 90.90%
Number of salaries quoted 118,438 125,808 144,551
UK median annual salary £50,000 £50,000 £48,500
Median salary % change year-on-year - +3.09% +2.11%
10th Percentile £29,000 £28,250 £27,500
90th Percentile £83,750 £80,000 £78,750
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -

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 21 October 2018.

Salary histogram for Data Integration in the UK

Data Integration
Top 14 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 21 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
England -30 874 £60,000 +4.35% 125
London -25 447 £60,000 -7.69% 63
UK excluding London -43 441 £55,000 +4.76% 71
South East +77 220 £60,000 +9.09% 13
North of England -30 72 £52,500 +5.00% 21
South West -6 50 £52,500 +17.98% 6
East of England -13 41 £55,000 -8.33% 12
Midlands +3 38 £60,000 -14.29% 10
North West -34 38 £47,500 -5.00% 13
Yorkshire +14 34 £55,000 +10.00% 7
Wales +11 21 £37,500 +1.35% 3
West Midlands +1 20 £60,000 -14.29% 6
East Midlands +2 17 £71,250 +58.33% 4
Scotland -22 14 £58,750 +28.22% 3

For the 6 months to 21 October 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.

1 421 (46.16%) Data Warehouse
2 415 (45.50%) SQL
3 400 (43.86%) Business Intelligence
4 396 (43.42%) ETL
5 364 (39.91%) Agile Software Development
6 360 (39.47%) Analytics
7 336 (36.84%) Data Modelling
8 293 (32.13%) SQL Server
9 286 (31.36%) Finance
10 284 (31.14%) Microsoft
11 262 (28.73%) Oracle
12 245 (26.86%) Data Management
13 224 (24.56%) SQL Server Integration Services
14 209 (22.92%) Big Data
15 201 (22.04%) Data Quality
16 200 (21.93%) Microsoft Azure
17 177 (19.41%) Analytical Skills
18 175 (19.19%) Data Architecture
19 166 (18.20%) SQL Server Reporting Services
20 153 (16.78%) Degree
20 153 (16.78%) Relational Database
21 146 (16.01%) Data Analysis
22 138 (15.13%) Data Governance
23 134 (14.69%) Scrum
24 132 (14.47%) Java
25 131 (14.36%) Project Management
26 128 (14.04%) Amazon AWS
27 123 (13.49%) Migration
28 118 (12.94%) Power BI
29 106 (11.62%) Hadoop

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 90 (9.87%) Apache Spark
2 68 (7.46%) SAS
3 48 (5.26%) Apache
4 37 (4.06%) IIS
5 35 (3.84%) BizTalk Server
6 23 (2.52%) Oracle SOA Suite
7 19 (2.08%) Tomcat
8 14 (1.54%) Apache Solr
8 14 (1.54%) SharePoint
9 13 (1.43%) JBoss
10 12 (1.32%) Apache Pig
11 9 (0.99%) Elasticsearch
12 8 (0.88%) SugarCRM
13 5 (0.55%) SharePoint Server
14 3 (0.33%) Confluence
14 3 (0.33%) WebLogic
15 2 (0.22%) Drupal
15 2 (0.22%) NServiceBus
15 2 (0.22%) SharePoint 2010
15 2 (0.22%) SharePoint 2013
Applications
1 41 (4.50%) Microsoft Excel
2 10 (1.10%) Microsoft Office
3 6 (0.66%) Spreadsheet
4 5 (0.55%) SPSS
5 2 (0.22%) MS Visio
6 1 (0.11%) Microsoft PowerPoint
Business Applications
1 20 (2.19%) Cognos Business Intelligence
1 20 (2.19%) Cognos TM1
1 20 (2.19%) Dynamics CRM
2 15 (1.64%) Oracle EBS
3 6 (0.66%) SAP S/4HANA
4 5 (0.55%) MetaTrader
5 4 (0.44%) SAP CO
5 4 (0.44%) SAP FI
5 4 (0.44%) SAP FI/CO
5 4 (0.44%) TRIRIGA
6 2 (0.22%) Dynamics NAV
6 2 (0.22%) Magento
6 2 (0.22%) NetSuite
6 2 (0.22%) SAP Payroll
7 1 (0.11%) Eloqua
7 1 (0.11%) Sage 1000
7 1 (0.11%) SAP HR
7 1 (0.11%) Unit4 Business World
7 1 (0.11%) Workday HCM
Cloud Services
1 200 (21.93%) Microsoft Azure
2 128 (14.04%) Amazon AWS
3 38 (4.17%) Azure Data Factory
4 34 (3.73%) SaaS
5 22 (2.41%) Serverless
6 19 (2.08%) Office 365
7 18 (1.97%) Amazon S3
8 14 (1.54%) Google Cloud Platform
8 14 (1.54%) PaaS
9 13 (1.43%) Boomi
10 10 (1.10%) Amazon EC2
10 10 (1.10%) AWS Lambda
11 9 (0.99%) IaaS
12 8 (0.88%) Amazon Kinesis
12 8 (0.88%) Azure Functions
12 8 (0.88%) Cloud Computing
12 8 (0.88%) Data Lake Analytics
12 8 (0.88%) IBM Cloud
13 7 (0.77%) Dynamics 365
13 7 (0.77%) Google Analytics
Communications & Networking
1 39 (4.28%) Internet
2 7 (0.77%) VPN
3 6 (0.66%) VoIP
4 5 (0.55%) HTTP
4 5 (0.55%) HTTPS
5 4 (0.44%) SAN
6 2 (0.22%) Firewall
6 2 (0.22%) Intranet
6 2 (0.22%) SMS
6 2 (0.22%) SSH
7 1 (0.11%) IPsec
7 1 (0.11%) SSL
7 1 (0.11%) VLAN
Database & Business Intelligence
1 421 (46.16%) Data Warehouse
2 293 (32.13%) SQL Server
3 224 (24.56%) SQL Server Integration Services
4 209 (22.92%) Big Data
5 166 (18.20%) SQL Server Reporting Services
6 153 (16.78%) Relational Database
7 118 (12.94%) Power BI
8 106 (11.62%) Hadoop
9 105 (11.51%) SQL Server Analysis Services
10 76 (8.33%) MySQL
10 76 (8.33%) NoSQL
11 65 (7.13%) Data Lake
12 52 (5.70%) RDBMS
13 45 (4.93%) Apache Hive
14 43 (4.71%) SAP BW
15 42 (4.61%) BusinessObjects
16 40 (4.39%) QlikView
17 38 (4.17%) Oracle ODI
18 33 (3.62%) OLAP
18 33 (3.62%) SQL Server 2012
Development Applications
1 34 (3.73%) ERwin
2 32 (3.51%) SQL Server Management Studio (SSMS)
3 29 (3.18%) Visual Studio
4 27 (2.96%) JIRA
5 18 (1.97%) Team Foundation Server
6 15 (1.64%) Jenkins
7 14 (1.54%) Git (software)
8 13 (1.43%) SpecFlow
9 12 (1.32%) Visual Studio Team System
10 11 (1.21%) Selenium
11 7 (0.77%) Octopus Deploy
11 7 (0.77%) PowerDesigner
11 7 (0.77%) TeamCity
11 7 (0.77%) tSQLt
12 5 (0.55%) ER Studio
12 5 (0.55%) LSMW
13 4 (0.44%) Hudson
14 2 (0.22%) ReSharper
14 2 (0.22%) Subversion
14 2 (0.22%) WebDriver
General
1 286 (31.36%) Finance
2 57 (6.25%) Banking
3 56 (6.14%) Retail
4 35 (3.84%) Marketing
5 16 (1.75%) Legal
6 15 (1.64%) Pharmaceutical
7 13 (1.43%) French Language
8 12 (1.32%) Telecoms
9 8 (0.88%) Japanese Language
10 7 (0.77%) Advertising
10 7 (0.77%) Financial Institution
11 6 (0.66%) Back Office
11 6 (0.66%) Online Betting
12 5 (0.55%) Games
12 5 (0.55%) Investment Banking
13 4 (0.44%) Manufacturing
14 3 (0.33%) German Language
14 3 (0.33%) Music Industry
14 3 (0.33%) Publishing
15 2 (0.22%) Billing
Job Titles
1 267 (29.28%) Developer
2 226 (24.78%) Architect
3 151 (16.56%) Data Architect
4 97 (10.64%) Data Engineer
5 95 (10.42%) Consultant
6 89 (9.76%) Analyst
7 76 (8.33%) Business Intelligence Developer
8 48 (5.26%) SQL Developer
9 44 (4.82%) Solutions Architect
10 38 (4.17%) Business Intelligence Consultant
10 38 (4.17%) Integration Developer
11 36 (3.95%) Senior Developer
12 33 (3.62%) Business Intelligence Architect
12 33 (3.62%) Data Analyst
13 29 (3.18%) SSIS Developer
14 28 (3.07%) ETL Developer
15 25 (2.74%) Data Consultant
16 24 (2.63%) Big Data Engineer
16 24 (2.63%) Lead Developer
17 23 (2.52%) Project Manager
Libraries, Frameworks & Software Standards
1 102 (11.18%) Web Services
2 99 (10.86%) XML
3 81 (8.88%) .NET
4 60 (6.58%) REST
5 58 (6.36%) HTML
6 55 (6.03%) JSON
7 48 (5.26%) SOAP
8 44 (4.82%) Kafka
9 41 (4.50%) Middleware
10 32 (3.51%) RESTful
11 20 (2.19%) CSS
12 19 (2.08%) MDX
13 18 (1.97%) Apache Camel
14 17 (1.86%) JSP
15 15 (1.64%) Spring
16 13 (1.43%) Spring Boot
17 12 (1.32%) Node.js
17 12 (1.32%) RabbitMQ
18 11 (1.21%) WSDL
19 10 (1.10%) jQuery
Miscellaneous
1 177 (19.41%) Analytical Skills
2 72 (7.89%) Management Information System
3 64 (7.02%) Computer Science
4 59 (6.47%) Data Structures
5 30 (3.29%) Enterprise Software
6 28 (3.07%) FMCG
7 27 (2.96%) User Experience
8 24 (2.63%) Credit Risk
9 23 (2.52%) Fintech
9 23 (2.52%) Market Risk
10 21 (2.30%) Greenfield Project
11 20 (2.19%) Reference Data
12 19 (2.08%) Self-Motivation
13 15 (1.64%) Hybrid Cloud
14 13 (1.43%) Taxonomies
15 10 (1.10%) Mobile App
16 9 (0.99%) Data Centre
16 9 (0.99%) Life Science
16 9 (0.99%) Reinsurance
17 8 (0.88%) Social Media
Operating Systems
1 63 (6.91%) Unix
2 48 (5.26%) Windows
3 24 (2.63%) Linux
4 22 (2.41%) AIX
5 21 (2.30%) HPUX
5 21 (2.30%) Solaris
6 8 (0.88%) Apple iOS
6 8 (0.88%) Windows Server
7 6 (0.66%) Ubuntu
7 6 (0.66%) Windows 10
8 4 (0.44%) Windows Server 2012
9 2 (0.22%) CentOS
9 2 (0.22%) Mac OS X
9 2 (0.22%) Red Hat Enterprise Linux
10 1 (0.11%) Android
10 1 (0.11%) VMS
Processes & Methodologies
1 400 (43.86%) Business Intelligence
2 396 (43.42%) ETL
3 364 (39.91%) Agile Software Development
4 360 (39.47%) Analytics
5 336 (36.84%) Data Modelling
6 245 (26.86%) Data Management
7 175 (19.19%) Data Architecture
8 146 (16.01%) Data Analysis
9 138 (15.13%) Data Governance
10 134 (14.69%) Scrum
11 131 (14.36%) Project Management
12 123 (13.49%) Migration
13 101 (11.07%) Visualisation
14 100 (10.96%) Problem-Solving
15 97 (10.64%) Master Data Management
16 81 (8.88%) Data Science
17 80 (8.77%) Stakeholder Management
18 74 (8.11%) Continuous Improvement
19 71 (7.79%) Data Migration
20 69 (7.57%) DevOps
Programming Languages
1 415 (45.50%) SQL
2 132 (14.47%) Java
3 100 (10.96%) Python
4 98 (10.75%) T-SQL
5 80 (8.77%) C#
6 62 (6.80%) PL/SQL
7 53 (5.81%) JavaScript
8 43 (4.71%) R
9 40 (4.39%) Scala
10 29 (3.18%) PowerShell
11 24 (2.63%) Data Analysis Expressions (DAX)
12 23 (2.52%) PHP
13 22 (2.41%) C
14 12 (1.32%) VB.NET
15 11 (1.21%) VBA
16 10 (1.10%) VB
17 9 (0.99%) Java 8
18 8 (0.88%) U-SQL
19 7 (0.77%) Perl
20 6 (0.66%) Shell Script
Qualifications
1 153 (16.78%) Degree
2 41 (4.50%) Security Cleared
3 15 (1.64%) Master's Degree
3 15 (1.64%) SC Cleared
4 14 (1.54%) Postgraduate
5 12 (1.32%) Computer Science Degree
6 7 (0.77%) TOGAF Certification
7 5 (0.55%) Numerate Degree
8 4 (0.44%) ITIL Certification
9 3 (0.33%) DV Cleared
9 3 (0.33%) ISTQB
9 3 (0.33%) Microsoft Certification
9 3 (0.33%) PhD
9 3 (0.33%) PMP
9 3 (0.33%) SAS Certification
10 2 (0.22%) AWS Certification
10 2 (0.22%) ISEB
10 2 (0.22%) SAP Certification
11 1 (0.11%) OCA
11 1 (0.11%) Oracle Certification
Quality Assurance & Compliance
1 201 (22.04%) Data Quality
2 49 (5.37%) QA
3 7 (0.77%) PMO
4 6 (0.66%) SLA
5 5 (0.55%) GDPR
6 2 (0.22%) ISO/IEC 27001
7 1 (0.11%) GxP
7 1 (0.11%) HL7
System Software
1 21 (2.30%) HDFS
2 11 (1.21%) Active Directory
3 10 (1.10%) Apache Flume
3 10 (1.10%) Docker
4 9 (0.99%) VMware Infrastructure
5 8 (0.88%) Virtual Machines
6 6 (0.66%) Apache ZooKeeper
7 4 (0.44%) Hyper-V
7 4 (0.44%) Virtual Servers
8 1 (0.11%) Terminal Server
Systems Management
1 11 (1.21%) Opscode Chef
1 11 (1.21%) Puppet
1 11 (1.21%) Terraform
2 9 (0.99%) Oozie
3 6 (0.66%) Ansible
3 6 (0.66%) Packer
4 5 (0.55%) Single Sign-On
5 4 (0.44%) Oracle Enterprise Manager
6 3 (0.33%) Hadoop YARN
6 3 (0.33%) HP Quality Center
6 3 (0.33%) Systems Management Server (SMS)
7 2 (0.22%) Control-M
7 2 (0.22%) Kubernetes
7 2 (0.22%) Nagios
8 1 (0.11%) Automic
8 1 (0.11%) Consul
8 1 (0.11%) Failover Clustering
8 1 (0.11%) SCOrch
8 1 (0.11%) WebSphere Cast Iron
Vendors
1 284 (31.14%) Microsoft
2 262 (28.73%) Oracle
3 106 (11.62%) Tableau
4 84 (9.21%) Informatica
5 83 (9.10%) SAP
6 75 (8.22%) Talend
7 32 (3.51%) Cognos
8 31 (3.40%) Hortonworks
9 28 (3.07%) Salesforce.com
10 27 (2.96%) Cloudera
10 27 (2.96%) Google
10 27 (2.96%) IBM
11 25 (2.74%) Alteryx
12 20 (2.19%) MuleSoft
12 20 (2.19%) Teradata
13 16 (1.75%) MapR
14 15 (1.64%) HubSpot
14 15 (1.64%) MicroStrategy
15 12 (1.32%) Dell
15 12 (1.32%) Hyperion