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

Data Integration
UK
6 months to
21 Aug 2018
Same period 2017 Same period 2016
Rank 480 464 465
Rank change year-on-year -16 +1 -32
Permanent jobs citing Data Integration 972 1,100 1,251
As % of all permanent IT jobs advertised in the UK 0.58% 0.62% 0.63%
As % of the Processes & Methodologies category 0.63% 0.68% 0.70%
Number of salaries quoted 741 773 997
UK median annual salary £57,500 £57,500 £55,000
Median salary % change year-on-year - +4.55% -
10th Percentile £36,250 £36,750 £34,000
90th Percentile £87,500 £86,250 £86,250
UK excluding London median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -

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 153,945 161,370 178,990
As % of all permanent IT jobs advertised in the UK 91.10% 91.55% 90.82%
Number of salaries quoted 122,592 128,232 149,403
UK median annual salary £50,000 £50,000 £48,000
Median salary % change year-on-year - +4.17% +1.05%
10th Percentile £29,000 £28,000 £27,500
90th Percentile £82,500 £80,000 £77,500
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 August 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 August 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 -24 920 £60,000 - 119
London -21 477 £62,500 -7.41% 49
UK excluding London -29 459 £52,500 - 73
South East +43 185 £60,000 +4.35% 26
North of England +10 101 £55,000 +10.00% 19
South West +6 60 £52,500 +16.67% 11
Yorkshire +35 51 £60,000 +20.00% 11
North West +1 50 £48,750 -11.36% 7
East of England -10 45 £55,000 -8.33% 3
Midlands -13 41 £48,750 -2.50% 11
West Midlands +11 26 £43,857 -37.35% 5
Wales +10 25 £37,500 -11.76% 1
Scotland -23 24 £42,500 -24.78% 2
East Midlands -2 14 £55,000 +10.00% 6

For the 6 months to 21 August 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.

1 475 (48.87%) SQL
2 438 (45.06%) Business Intelligence
3 420 (43.21%) Data Warehouse
4 391 (40.23%) ETL
5 340 (34.98%) Agile Software Development
6 335 (34.47%) SQL Server
7 327 (33.64%) Analytics
8 308 (31.69%) Data Modelling
9 293 (30.14%) Oracle
10 289 (29.73%) Finance
11 271 (27.88%) Microsoft
12 234 (24.07%) SQL Server Integration Services
13 212 (21.81%) Data Management
13 212 (21.81%) Data Quality
14 204 (20.99%) Big Data
15 184 (18.93%) Data Architecture
16 175 (18.00%) Java
17 168 (17.28%) Analytical Skills
18 160 (16.46%) SQL Server Reporting Services
19 154 (15.84%) Relational Database
19 154 (15.84%) Data Governance
20 146 (15.02%) Web Services
21 142 (14.61%) Microsoft Azure
22 135 (13.89%) Degree
23 131 (13.48%) Data Analysis
24 129 (13.27%) Migration
25 128 (13.17%) XML
26 127 (13.07%) Project Management
27 123 (12.65%) Amazon AWS
28 122 (12.55%) 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 86 (8.85%) Apache Spark
2 70 (7.20%) SAS
3 57 (5.86%) Apache
4 49 (5.04%) IIS
5 38 (3.91%) BizTalk Server
6 31 (3.19%) Oracle SOA Suite
7 27 (2.78%) Tomcat
8 18 (1.85%) SharePoint
9 16 (1.65%) JBoss
10 13 (1.34%) Apache Solr
10 13 (1.34%) Confluence
11 12 (1.23%) SugarCRM
12 11 (1.13%) Elasticsearch
13 10 (1.03%) Apache Pig
13 10 (1.03%) Moodle
13 10 (1.03%) WebLogic
14 8 (0.82%) WebSphere
15 6 (0.62%) Oracle Service Bus
16 5 (0.51%) SharePoint Server
17 4 (0.41%) Drupal
Applications
1 51 (5.25%) Microsoft Excel
2 15 (1.54%) Microsoft Office
3 11 (1.13%) Spreadsheet
4 7 (0.72%) MS Visio
5 5 (0.51%) SPSS
6 3 (0.31%) Microsoft PowerPoint
Business Applications
1 28 (2.88%) Dynamics CRM
2 22 (2.26%) Oracle EBS
3 21 (2.16%) Cognos TM1
4 20 (2.06%) Cognos Business Intelligence
5 8 (0.82%) SAP S/4HANA
6 5 (0.51%) Magento
6 5 (0.51%) MetaTrader
6 5 (0.51%) SAP Payroll
7 4 (0.41%) TRIRIGA
8 3 (0.31%) Dynamics AX
8 3 (0.31%) Oracle BPM
9 2 (0.21%) Dynamics NAV
9 2 (0.21%) NetSuite
9 2 (0.21%) Oracle Procure-to-Pay
9 2 (0.21%) Payment Gateway
9 2 (0.21%) SAP CO
9 2 (0.21%) SAP FI
9 2 (0.21%) SAP FI/CO
9 2 (0.21%) SimCorp Dimension
10 1 (0.10%) Unit4 Business World
Cloud Services
1 142 (14.61%) Microsoft Azure
2 123 (12.65%) Amazon AWS
3 28 (2.88%) Office 365
4 19 (1.95%) SaaS
5 18 (1.85%) Azure Data Factory
6 16 (1.65%) Amazon S3
6 16 (1.65%) Serverless
7 12 (1.23%) Dynamics 365
7 12 (1.23%) IBM Cloud
8 11 (1.13%) Google Cloud Platform
9 10 (1.03%) Amazon EC2
10 9 (0.93%) AWS Lambda
10 9 (0.93%) Cloud Computing
11 8 (0.82%) Amazon Kinesis
11 8 (0.82%) PaaS
12 6 (0.62%) Amazon EMR
12 6 (0.62%) Cortana Intelligence Suite
13 5 (0.51%) Google Analytics
14 4 (0.41%) IaaS
14 4 (0.41%) Yammer
Communications & Networking
1 32 (3.29%) Internet
2 8 (0.82%) VPN
3 7 (0.72%) VoIP
4 4 (0.41%) SAN
4 4 (0.41%) Skype
5 3 (0.31%) HTTP
5 3 (0.31%) SMS
6 2 (0.21%) Firewall
6 2 (0.21%) HTTPS
6 2 (0.21%) Intranet
6 2 (0.21%) SSH
7 1 (0.10%) IPsec
7 1 (0.10%) SSL
7 1 (0.10%) VLAN
Database & Business Intelligence
1 420 (43.21%) Data Warehouse
2 335 (34.47%) SQL Server
3 234 (24.07%) SQL Server Integration Services
4 204 (20.99%) Big Data
5 160 (16.46%) SQL Server Reporting Services
6 154 (15.84%) Relational Database
7 122 (12.55%) Hadoop
8 121 (12.45%) SQL Server Analysis Services
9 107 (11.01%) Power BI
10 86 (8.85%) MySQL
11 78 (8.02%) NoSQL
12 55 (5.66%) Apache Hive
13 53 (5.45%) RDBMS
14 52 (5.35%) Data Lake
15 51 (5.25%) OLAP
16 49 (5.04%) Oracle ODI
16 49 (5.04%) SQL Server 2012
17 41 (4.22%) BusinessObjects
18 37 (3.81%) HBase
19 35 (3.60%) OLTP
Development Applications
1 41 (4.22%) ERwin
2 29 (2.98%) SQL Server Management Studio (SSMS)
3 23 (2.37%) JIRA
3 23 (2.37%) Visual Studio
4 22 (2.26%) Team Foundation Server
5 21 (2.16%) Git (software)
5 21 (2.16%) Jenkins
6 18 (1.85%) Selenium
7 8 (0.82%) PowerDesigner
7 8 (0.82%) SpecFlow
8 7 (0.72%) ER Studio
8 7 (0.72%) LSMW
8 7 (0.72%) TeamCity
8 7 (0.72%) Visual Studio Team System
9 6 (0.62%) Phabricator
10 5 (0.51%) JMeter
10 5 (0.51%) YouTrack
11 4 (0.41%) SoapUI
12 3 (0.31%) Cucumber
12 3 (0.31%) LoadRunner
General
1 289 (29.73%) Finance
2 79 (8.13%) Retail
3 76 (7.82%) Banking
4 41 (4.22%) Marketing
5 14 (1.44%) Advertising
6 13 (1.34%) Pharmaceutical
7 12 (1.23%) Japanese Language
7 12 (1.23%) Legal
8 11 (1.13%) Games
9 10 (1.03%) Investment Banking
10 9 (0.93%) Telecoms
11 7 (0.72%) Financial Institution
11 7 (0.72%) Manufacturing
12 5 (0.51%) Back Office
13 4 (0.41%) International Banking
14 3 (0.31%) French Language
14 3 (0.31%) Front Office
14 3 (0.31%) Publishing
15 2 (0.21%) General Ledger
15 2 (0.21%) Music Industry
Job Titles
1 329 (33.85%) Developer
2 230 (23.66%) Architect
3 155 (15.95%) Data Architect
4 115 (11.83%) Analyst
5 105 (10.80%) Consultant
6 97 (9.98%) Business Intelligence Developer
7 64 (6.58%) Data Engineer
8 60 (6.17%) SQL Developer
9 46 (4.73%) Senior Developer
9 46 (4.73%) Solutions Architect
10 43 (4.42%) Business Intelligence Consultant
11 35 (3.60%) Business Intelligence Architect
12 33 (3.40%) Integration Developer
13 31 (3.19%) Senior Analyst
14 29 (2.98%) Data Consultant
14 29 (2.98%) SSIS Developer
15 25 (2.57%) Big Data Engineer
15 25 (2.57%) Business Systems Analyst
15 25 (2.57%) Systems Analyst
16 24 (2.47%) Data Analyst
Libraries, Frameworks & Software Standards
1 146 (15.02%) Web Services
2 128 (13.17%) XML
3 104 (10.70%) .NET
4 85 (8.74%) HTML
5 73 (7.51%) REST
6 66 (6.79%) SOAP
7 62 (6.38%) JSON
8 49 (5.04%) RESTful
9 42 (4.32%) Kafka
10 41 (4.22%) Middleware
11 32 (3.29%) CSS
12 26 (2.67%) JSP
13 19 (1.95%) .NET Framework
14 17 (1.75%) ASP.NET
15 16 (1.65%) Node.js
15 16 (1.65%) Spring Boot
16 15 (1.54%) AngularJS
16 15 (1.54%) Apache Camel
17 13 (1.34%) ASP.NET Web API
17 13 (1.34%) Spring
Miscellaneous
1 168 (17.28%) Analytical Skills
2 87 (8.95%) Management Information System
3 69 (7.10%) Computer Science
4 55 (5.66%) Data Structures
5 49 (5.04%) Enterprise Software
6 38 (3.91%) Credit Risk
7 36 (3.70%) Market Risk
8 31 (3.19%) User Experience
9 25 (2.57%) Fintech
10 24 (2.47%) Hybrid Cloud
11 23 (2.37%) Greenfield Project
12 17 (1.75%) Taxonomies
12 17 (1.75%) Video\Live Streaming
12 17 (1.75%) VLE
13 15 (1.54%) Self-Motivation
14 13 (1.34%) Data Centre
14 13 (1.34%) Reference Data
15 12 (1.23%) Virtual Team
16 11 (1.13%) Life Science
16 11 (1.13%) Public Cloud
Operating Systems
1 82 (8.44%) Unix
2 67 (6.89%) Windows
3 53 (5.45%) Linux
4 39 (4.01%) Solaris
5 37 (3.81%) AIX
6 33 (3.40%) HPUX
7 10 (1.03%) Red Hat Enterprise Linux
8 8 (0.82%) Windows Server
9 7 (0.72%) Apple iOS
9 7 (0.72%) Ubuntu
9 7 (0.72%) Windows 10
10 4 (0.41%) Windows Server 2012
11 3 (0.31%) CentOS
11 3 (0.31%) Mac OS X
12 1 (0.10%) Android
12 1 (0.10%) VMS
Processes & Methodologies
1 438 (45.06%) Business Intelligence
2 391 (40.23%) ETL
3 340 (34.98%) Agile Software Development
4 327 (33.64%) Analytics
5 308 (31.69%) Data Modelling
6 212 (21.81%) Data Management
7 184 (18.93%) Data Architecture
8 154 (15.84%) Data Governance
9 131 (13.48%) Data Analysis
10 129 (13.27%) Migration
11 127 (13.07%) Project Management
12 111 (11.42%) Problem-Solving
13 101 (10.39%) Scrum
14 98 (10.08%) DevOps
15 95 (9.77%) Data Analytics
16 89 (9.16%) Master Data Management
17 83 (8.54%) SDLC
18 81 (8.33%) Continuous Improvement
19 77 (7.92%) Data Science
20 75 (7.72%) Stakeholder Management
Programming Languages
1 475 (48.87%) SQL
2 175 (18.00%) Java
3 111 (11.42%) Python
4 110 (11.32%) T-SQL
5 96 (9.88%) C#
6 66 (6.79%) JavaScript
7 56 (5.76%) PL/SQL
7 56 (5.76%) Scala
8 37 (3.81%) PHP
9 34 (3.50%) R
10 33 (3.40%) PowerShell
11 21 (2.16%) C
12 18 (1.85%) Data Analysis Expressions (DAX)
13 17 (1.75%) VB.NET
14 16 (1.65%) VB
15 15 (1.54%) Java 8
16 11 (1.13%) VBA
17 10 (1.03%) Clojure
17 10 (1.03%) Perl
18 9 (0.93%) Shell Script
Qualifications
1 135 (13.89%) Degree
2 50 (5.14%) Security Cleared
3 22 (2.26%) Postgraduate
4 19 (1.95%) Computer Science Degree
5 15 (1.54%) SC Cleared
6 12 (1.23%) Master's Degree
7 8 (0.82%) ITIL Certification
8 7 (0.72%) PhD
8 7 (0.72%) TOGAF Certification
9 6 (0.62%) Numerate Degree
10 5 (0.51%) Microsoft Certification
11 3 (0.31%) AWS Certification
11 3 (0.31%) ISTQB
11 3 (0.31%) PRINCE2 Practitioner
11 3 (0.31%) SAS Certification
12 2 (0.21%) CIPD
12 2 (0.21%) DV Cleared
12 2 (0.21%) MBA
12 2 (0.21%) PMI Certification
12 2 (0.21%) PMP
Quality Assurance & Compliance
1 212 (21.81%) Data Quality
2 56 (5.76%) QA
3 14 (1.44%) SLA
4 9 (0.93%) GDPR
5 7 (0.72%) PMO
6 5 (0.51%) GxP
7 3 (0.31%) GCP
7 3 (0.31%) ISO/IEC 27001
8 1 (0.10%) Basel III
8 1 (0.10%) HL7
8 1 (0.10%) SEPA
8 1 (0.10%) TARGET2
System Software
1 26 (2.67%) Docker
1 26 (2.67%) HDFS
2 21 (2.16%) Apache Flume
3 12 (1.23%) Active Directory
3 12 (1.23%) Virtual Machines
4 8 (0.82%) VMware Infrastructure
5 5 (0.51%) Apache ZooKeeper
6 4 (0.41%) Hyper-V
6 4 (0.41%) Virtual Servers
Systems Management
1 16 (1.65%) Oozie
2 15 (1.54%) Puppet
3 13 (1.34%) Opscode Chef
4 11 (1.13%) Ansible
5 10 (1.03%) Hadoop YARN
6 8 (0.82%) Terraform
7 7 (0.72%) Kubernetes
8 6 (0.62%) Packer
8 6 (0.62%) Single Sign-On
9 5 (0.51%) Control-M
9 5 (0.51%) Systems Management Server (SMS)
10 4 (0.41%) Oracle Enterprise Manager
11 3 (0.31%) HP Quality Center
11 3 (0.31%) Nagios
12 2 (0.21%) Ambari
13 1 (0.10%) Consul
13 1 (0.10%) Failover Clustering
13 1 (0.10%) SCOrch
13 1 (0.10%) WebSphere Cast Iron
Vendors
1 293 (30.14%) Oracle
2 271 (27.88%) Microsoft
3 86 (8.85%) Informatica
4 83 (8.54%) Tableau
5 80 (8.23%) Talend
6 42 (4.32%) IBM
7 38 (3.91%) SAP
8 33 (3.40%) Cognos
9 28 (2.88%) Salesforce.com
10 27 (2.78%) Cloudera
11 23 (2.37%) Cognizant
12 22 (2.26%) Google
13 18 (1.85%) MicroStrategy
14 17 (1.75%) Hortonworks
15 15 (1.54%) MapR
16 12 (1.23%) HubSpot
16 12 (1.23%) Red Hat
16 12 (1.23%) Teradata
17 11 (1.13%) Hyperion
17 11 (1.13%) VMware