Period
to 21 January 2019

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

Data Integration
UK
6 months to
21 Jan 2019
Same period 2018 Same period 2017
Rank 447 442 464
Rank change year-on-year -5 +22 -50
Permanent jobs citing Data Integration 958 1,148 1,095
As % of all permanent IT jobs advertised in the UK 0.64% 0.67% 0.62%
As % of the Processes & Methodologies category 0.69% 0.73% 0.68%
Number of salaries quoted 695 870 913
UK median annual salary £60,000 £57,500 £57,500
Median salary % change year-on-year +4.35% - +4.55%
10th Percentile £36,750 £36,250 £31,250
90th Percentile £90,000 £87,500 £86,250
UK excluding London median annual salary £55,000 £55,000 £45,000
% change year-on-year - +22.22% -5.26%

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 138,253 157,812 160,722
As % of all permanent IT jobs advertised in the UK 91.69% 91.80% 91.34%
Number of salaries quoted 109,025 127,041 132,889
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £29,979 £28,500 £27,750
90th Percentile £85,000 £80,000 £78,750
UK excluding London median annual salary £45,000 £45,000 £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 January 2019.

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 21 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
England +6 912 £60,000 +4.35% 147
UK excluding London +24 493 £55,000 - 94
London -15 448 £65,000 - 67
South East +62 210 £60,000 +9.09% 26
North of England -30 104 £49,337 -6.02% 28
East of England +59 68 £72,500 +20.83% 6
Yorkshire +14 55 £50,000 - 6
Midlands +8 41 £57,600 -17.71% 11
North West -22 40 £45,000 -18.18% 20
South West -3 35 £53,000 +14.59% 9
West Midlands +5 23 £58,800 -16.00% 9
East Midlands +25 18 £52,500 +41.89% 2
Scotland -10 17 £60,000 +50.00% 11
Wales +16 15 £37,500 +7.14% 3
North East +10 9 £49,337 +40.96% 2
Northern Ireland -12 6 - -

For the 6 months to 21 January 2019, 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.

1 432 (45.09%) SQL
2 427 (44.57%) Analytics
3 410 (42.80%) ETL
4 404 (42.17%) Agile Software Development
5 374 (39.04%) Business Intelligence
6 364 (38.00%) Data Warehouse
7 352 (36.74%) Data Modelling
8 277 (28.91%) Big Data
9 259 (27.04%) Microsoft
10 254 (26.51%) Data Management
11 234 (24.43%) SQL Server
12 208 (21.71%) Data Quality
13 202 (21.09%) Microsoft Azure
14 200 (20.88%) Finance
15 196 (20.46%) Oracle
16 194 (20.25%) Data Architecture
17 190 (19.83%) SQL Server Integration Services
18 174 (18.16%) Degree
19 171 (17.85%) Python
20 169 (17.64%) Hadoop
21 168 (17.54%) Analytical Skills
22 155 (16.18%) Java
23 153 (15.97%) Data Analysis
24 145 (15.14%) Apache Spark
25 143 (14.93%) Data Engineering
26 135 (14.09%) Project Management
27 132 (13.78%) Amazon AWS
28 131 (13.67%) Tableau
29 130 (13.57%) Power BI
29 130 (13.57%) SAP

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
1 145 (15.14%) Apache Spark
2 56 (5.85%) SAS
3 48 (5.01%) Apache
4 37 (3.86%) BizTalk Server
5 27 (2.82%) SharePoint
6 17 (1.77%) Apache Solr
7 14 (1.46%) IIS
8 8 (0.84%) Apache Pig
9 7 (0.73%) Drupal
9 7 (0.73%) Elasticsearch
9 7 (0.73%) WebSphere
10 6 (0.63%) Oracle SOA Suite
11 5 (0.52%) Tomcat
12 4 (0.42%) Moodle
12 4 (0.42%) MS Exchange
12 4 (0.42%) SharePoint 2010
12 4 (0.42%) SharePoint 2013
12 4 (0.42%) WebLogic
12 4 (0.42%) WebSphere Application Server
13 3 (0.31%) Confluence
Applications
1 37 (3.86%) Microsoft Excel
2 16 (1.67%) Microsoft Office
3 7 (0.73%) SPSS
4 3 (0.31%) Spreadsheet
5 2 (0.21%) Microsoft PowerPoint
5 2 (0.21%) MS Visio
6 1 (0.10%) Microsoft Project
6 1 (0.10%) Stata
Business Applications
1 10 (1.04%) Dynamics CRM
2 7 (0.73%) NetSuite
3 5 (0.52%) Oracle EBS
3 5 (0.52%) SAP S/4HANA
4 4 (0.42%) Dynamics AX
5 3 (0.31%) Cognos Business Intelligence
5 3 (0.31%) FastStats
5 3 (0.31%) SAP BPC
5 3 (0.31%) SAP Business ByDesign
5 3 (0.31%) SAP CO
5 3 (0.31%) SAP FI
5 3 (0.31%) SAP FI/CO
6 2 (0.21%) Cognos TM1
6 2 (0.21%) HFM
6 2 (0.21%) Infor SunSystems
6 2 (0.21%) Magento
6 2 (0.21%) Markit EDM
7 1 (0.10%) Eagle PACE
7 1 (0.10%) SAP MM
7 1 (0.10%) thinkFolio
Cloud Services
1 202 (21.09%) Microsoft Azure
2 132 (13.78%) Amazon AWS
3 50 (5.22%) SaaS
4 36 (3.76%) Azure Data Factory
5 33 (3.44%) GitHub
6 24 (2.51%) Google Cloud Platform
6 24 (2.51%) PaaS
7 21 (2.19%) Serverless
8 19 (1.98%) Boomi
9 17 (1.77%) Amazon S3
10 16 (1.67%) iPaaS
11 14 (1.46%) Cloud Computing
12 12 (1.25%) Office 365
13 11 (1.15%) Data Lake Analytics
13 11 (1.15%) IaaS
14 9 (0.94%) Azure Functions
15 8 (0.84%) Cortana Intelligence Suite
16 7 (0.73%) Amazon EMR
16 7 (0.73%) AWS Lambda
17 6 (0.63%) Azure Active Directory
Communications & Networking
1 31 (3.24%) Internet
2 14 (1.46%) HTTPS
3 9 (0.94%) SSL
4 7 (0.73%) HTTP
5 3 (0.31%) Firewall
5 3 (0.31%) FTP
6 1 (0.10%) Cisco ASA
6 1 (0.10%) Intranet
6 1 (0.10%) IPsec
6 1 (0.10%) SMS
6 1 (0.10%) SSH
Database & Business Intelligence
1 364 (38.00%) Data Warehouse
2 277 (28.91%) Big Data
3 234 (24.43%) SQL Server
4 190 (19.83%) SQL Server Integration Services
5 169 (17.64%) Hadoop
6 130 (13.57%) Power BI
7 114 (11.90%) SQL Server Reporting Services
8 113 (11.80%) Relational Database
9 89 (9.29%) NoSQL
10 83 (8.66%) Data Lake
11 78 (8.14%) SQL Server Analysis Services
12 70 (7.31%) Apache Hive
13 60 (6.26%) SAP BW
14 56 (5.85%) BusinessObjects
15 52 (5.43%) MongoDB
16 50 (5.22%) MySQL
17 49 (5.11%) HBase
17 49 (5.11%) QlikView
18 44 (4.59%) PostgreSQL
19 39 (4.07%) Apache Cassandra
Development Applications
1 45 (4.70%) JIRA
2 39 (4.07%) Git (software)
3 27 (2.82%) Visual Studio
4 22 (2.30%) Jenkins
5 21 (2.19%) SQL Server Management Studio (SSMS)
6 15 (1.57%) TeamCity
7 14 (1.46%) ERwin
8 13 (1.36%) SpecFlow
9 10 (1.04%) Visual Studio Team System
10 8 (0.84%) Axure RP
10 8 (0.84%) tSQLt
11 7 (0.73%) Octopus Deploy
11 7 (0.73%) Selenium
11 7 (0.73%) Team Foundation Server
12 5 (0.52%) Subversion
13 4 (0.42%) Burp Suite
13 4 (0.42%) ER Studio
13 4 (0.42%) Hudson
13 4 (0.42%) Maven
13 4 (0.42%) Rational Application Developer
General
1 200 (20.88%) Finance
2 42 (4.38%) Marketing
3 41 (4.28%) Banking
4 40 (4.18%) Retail
5 21 (2.19%) Legal
6 18 (1.88%) Pharmaceutical
7 14 (1.46%) French Language
8 12 (1.25%) Advertising
9 9 (0.94%) Telecoms
10 7 (0.73%) Manufacturing
11 6 (0.63%) Online Betting
12 5 (0.52%) Back Office
12 5 (0.52%) German Language
13 4 (0.42%) Publishing
14 3 (0.31%) Financial Institution
14 3 (0.31%) Games
14 3 (0.31%) Investment Banking
15 2 (0.21%) General Ledger
15 2 (0.21%) Music Industry
15 2 (0.21%) Retail Banking
Job Titles
1 241 (25.16%) Architect
2 187 (19.52%) Developer
3 156 (16.28%) Data Architect
4 151 (15.76%) Data Engineer
5 145 (15.14%) Analyst
6 85 (8.87%) Consultant
7 60 (6.26%) Data Analyst
8 52 (5.43%) Business Intelligence Developer
8 52 (5.43%) Solutions Architect
9 49 (5.11%) Big Data Engineer
10 43 (4.49%) Enterprise Architect
11 40 (4.18%) Senior Data Engineer
12 36 (3.76%) Integration Developer
13 34 (3.55%) Senior Developer
14 33 (3.44%) Integration Architect
15 31 (3.24%) SQL Developer
16 30 (3.13%) Business Intelligence Analyst
17 27 (2.82%) ETL Developer
18 25 (2.61%) Integration Analyst
18 25 (2.61%) Python Engineer
Libraries, Frameworks & Software Standards
1 95 (9.92%) Web Services
2 75 (7.83%) .NET
2 75 (7.83%) Kafka
3 68 (7.10%) JSON
3 68 (7.10%) REST
3 68 (7.10%) XML
4 42 (4.38%) HTML
5 41 (4.28%) Middleware
6 39 (4.07%) SOAP
7 35 (3.65%) Spark Streaming
8 24 (2.51%) CSS
8 24 (2.51%) MDX
9 20 (2.09%) RESTful
10 19 (1.98%) AngularJS
11 17 (1.77%) RabbitMQ
12 16 (1.67%) Spring
13 14 (1.46%) jQuery
14 13 (1.36%) OAuth
15 12 (1.25%) Node.js
15 12 (1.25%) XSLT
Miscellaneous
1 168 (17.54%) Analytical Skills
2 70 (7.31%) Management Information System
3 52 (5.43%) Data Structures
4 50 (5.22%) FMCG
5 34 (3.55%) Fintech
6 32 (3.34%) User Experience
7 22 (2.30%) Enterprise Software
7 22 (2.30%) Taxonomies
8 18 (1.88%) Reference Data
9 16 (1.67%) Greenfield Project
10 15 (1.57%) Life Science
11 14 (1.46%) Reinsurance
11 14 (1.46%) Renewable Energy
11 14 (1.46%) Self-Motivation
12 13 (1.36%) Social Media
13 12 (1.25%) e-Learning
13 12 (1.25%) NHS
14 11 (1.15%) Credit Risk
14 11 (1.15%) Market Risk
15 9 (0.94%) Virtual Team
Operating Systems
1 67 (6.99%) Unix
2 50 (5.22%) Windows
3 38 (3.97%) Linux
4 20 (2.09%) Windows Server
5 10 (1.04%) AIX
6 9 (0.94%) HPUX
6 9 (0.94%) Solaris
7 8 (0.84%) Apple iOS
7 8 (0.84%) Windows Server 2008
8 4 (0.42%) Windows Server 2012
9 1 (0.10%) Red Hat Enterprise Linux
Processes & Methodologies
1 427 (44.57%) Analytics
2 410 (42.80%) ETL
3 404 (42.17%) Agile Software Development
4 374 (39.04%) Business Intelligence
5 352 (36.74%) Data Modelling
6 254 (26.51%) Data Management
7 194 (20.25%) Data Architecture
8 153 (15.97%) Data Analysis
9 143 (14.93%) Data Engineering
10 135 (14.09%) Project Management
11 120 (12.53%) Data Science
11 120 (12.53%) Migration
12 110 (11.48%) Scrum
13 109 (11.38%) Visualisation
14 106 (11.06%) Data Governance
15 102 (10.65%) Master Data Management
16 94 (9.81%) Stakeholder Management
17 91 (9.50%) Data Migration
17 91 (9.50%) Enterprise Architecture
18 81 (8.46%) Problem-Solving
Programming Languages
1 432 (45.09%) SQL
2 171 (17.85%) Python
3 155 (16.18%) Java
4 85 (8.87%) T-SQL
5 81 (8.46%) Scala
6 77 (8.04%) C#
7 58 (6.05%) R
8 49 (5.11%) JavaScript
9 39 (4.07%) PL/SQL
10 23 (2.40%) Data Analysis Expressions (DAX)
11 19 (1.98%) PowerShell
12 18 (1.88%) PHP
13 17 (1.77%) Ruby
14 15 (1.57%) C
15 14 (1.46%) VB
16 9 (0.94%) U-SQL
17 8 (0.84%) Shell Script
18 7 (0.73%) Java 8
18 7 (0.73%) VBA
19 6 (0.63%) VB.NET
Qualifications
1 174 (18.16%) Degree
2 29 (3.03%) Security Cleared
3 18 (1.88%) SC Cleared
4 13 (1.36%) Master's Degree
5 10 (1.04%) Computer Science Degree
5 10 (1.04%) TOGAF Certification
6 7 (0.73%) Microsoft Certification
7 5 (0.52%) AWS Certification
7 5 (0.52%) DV Cleared
8 3 (0.31%) ITIL Certification
8 3 (0.31%) Numerate Degree
8 3 (0.31%) PMP
9 2 (0.21%) BPSS Clearance
9 2 (0.21%) CEH
9 2 (0.21%) ISEB
9 2 (0.21%) ISTQB
9 2 (0.21%) PMI Certification
9 2 (0.21%) Postgraduate
9 2 (0.21%) SAP Certification
9 2 (0.21%) Sun Certification
Quality Assurance & Compliance
1 208 (21.71%) Data Quality
2 51 (5.32%) QA
3 16 (1.67%) GDPR
4 9 (0.94%) SLA
5 4 (0.42%) IFRS
6 3 (0.31%) MiFID
7 2 (0.21%) IFRS 9
7 2 (0.21%) ISO/IEC 27001
7 2 (0.21%) PMO
7 2 (0.21%) Solvency II
8 1 (0.10%) Dodd-Frank
8 1 (0.10%) EMIR
8 1 (0.10%) ISO 20022
System Software
1 58 (6.05%) HDFS
2 38 (3.97%) Apache Flume
3 20 (2.09%) Docker
4 12 (1.25%) Active Directory
5 6 (0.63%) VMware Infrastructure
6 5 (0.52%) Apache ZooKeeper
7 2 (0.21%) Terminal Server
8 1 (0.10%) EMC RecoverPoint
8 1 (0.10%) Hyper-V
8 1 (0.10%) Virtual Servers
Systems Management
1 38 (3.97%) Oozie
2 13 (1.36%) Kubernetes
3 10 (1.04%) Opscode Chef
3 10 (1.04%) Puppet
3 10 (1.04%) Terraform
4 4 (0.42%) QRadar
4 4 (0.42%) Tivoli
4 4 (0.42%) Tivoli Identity Manager
5 2 (0.21%) Ambari
5 2 (0.21%) Ansible
5 2 (0.21%) Automic
5 2 (0.21%) Control-M
5 2 (0.21%) Hadoop YARN
5 2 (0.21%) Packer
5 2 (0.21%) Salt
6 1 (0.10%) CFEngine
6 1 (0.10%) Single Sign-On
Vendors
1 259 (27.04%) Microsoft
2 196 (20.46%) Oracle
3 131 (13.67%) Tableau
4 130 (13.57%) SAP
5 73 (7.62%) Informatica
6 67 (6.99%) Hortonworks
7 60 (6.26%) Cloudera
8 46 (4.80%) Salesforce.com
9 40 (4.18%) Talend
10 39 (4.07%) Google
11 36 (3.76%) IBM
12 30 (3.13%) MuleSoft
13 28 (2.92%) Alteryx
14 23 (2.40%) Teradata
15 22 (2.30%) Splunk
16 19 (1.98%) Cognos
17 16 (1.67%) HubSpot
17 16 (1.67%) Jitterbit
17 16 (1.67%) MicroStrategy
17 16 (1.67%) SnapLogic