Period
to 25 May 2019

The following table provides summary statistics for permanent job vacancies advertised in England 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 25 May 2019 with a comparison to the same period in the previous 2 years.

Data Integration
UK > England
6 months to
25 May 2019
Same period 2018 Same period 2017
Rank 443 445 468
Rank change year-on-year +2 +23 -11
Permanent jobs citing Data Integration 920 1,099 978
As % of all permanent IT jobs advertised in England 0.68% 0.68% 0.61%
As % of the Processes & Methodologies category 0.75% 0.74% 0.67%
Number of salaries quoted 685 848 797
England median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £39,000 £37,350 £34,600
90th Percentile £95,000 £90,000 £89,250
UK median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

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 advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 123,181 149,385 145,683
As % of all permanent IT jobs advertised in England 91.70% 91.77% 91.45%
Number of salaries quoted 97,274 121,004 120,388
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £29,750 £28,000
90th Percentile £86,250 £82,500 £80,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

Data Integration
Job Vacancy Trend in England

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

Job vacancy trend for Data Integration in England

Data Integration
Salary Trend in England

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

Salary trend for Data Integration in England

Data Integration
Salary Histogram in England

The salary distribution of IT jobs citing Data Integration in England over the 6 months to 25 May 2019.

Salary histogram for Data Integration in England

Data Integration
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Integration within the England region over the 6 months to 25 May 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
London +17 496 £68,000 +0.74% 16
North of England +35 164 £49,337 -10.30% 11
South East -17 122 £60,000 +3.90% 9
North West +35 96 £43,000 -21.82% 7
East of England +107 69 £90,000 +50.00% 6
Yorkshire -4 51 £49,337 -10.30% 4
South West -8 35 £47,500 -9.52% 1
Midlands -6 24 £55,000 +25.41% 4
North East +37 17 £49,337 +40.96%
West Midlands +1 13 £53,000 +20.85% 4
East Midlands +23 11 £60,000 +23.08%
Data Integration
UK

For the 6 months to 25 May 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 across the England region with a requirement for Data Integration.

1 482 (52.39%) SQL
2 393 (42.72%) Agile Software Development
3 373 (40.54%) ETL
4 371 (40.33%) Analytics
5 350 (38.04%) Business Intelligence
6 338 (36.74%) Data Warehouse
7 315 (34.24%) Data Modelling
8 252 (27.39%) SQL Server
9 251 (27.28%) Big Data
10 222 (24.13%) Python
11 207 (22.50%) Data Architecture
12 203 (22.07%) Microsoft
13 195 (21.20%) Hadoop
14 190 (20.65%) Data Quality
15 184 (20.00%) Data Management
16 183 (19.89%) Finance
17 178 (19.35%) SQL Server Integration Services
18 171 (18.59%) Microsoft Azure
19 165 (17.93%) Oracle
20 154 (16.74%) Apache Spark
21 151 (16.41%) Analytical Skills
22 150 (16.30%) Java
23 146 (15.87%) Migration
24 142 (15.43%) Amazon AWS
25 140 (15.22%) Degree
26 132 (14.35%) SQL Server Reporting Services
27 127 (13.80%) Data Analysis
28 122 (13.26%) Problem-Solving
29 117 (12.72%) Tableau
30 116 (12.61%) T-SQL

Data Integration
Co-occurring IT Skills in England 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
1 154 (16.74%) Apache Spark
2 63 (6.85%) Apache
3 40 (4.35%) BizTalk Server
4 35 (3.80%) IIS
5 24 (2.61%) SAS
5 24 (2.61%) SharePoint
6 22 (2.39%) Tomcat
7 10 (1.09%) Apache Pig
8 9 (0.98%) CMS
9 7 (0.76%) Apache Solr
9 7 (0.76%) WebSphere
10 6 (0.65%) Confluence
10 6 (0.65%) Drupal
11 5 (0.54%) Elasticsearch
11 5 (0.54%) Umbraco
12 2 (0.22%) Jupyter
12 2 (0.22%) Oracle SOA Suite
12 2 (0.22%) WebSphere Application Server
13 1 (0.11%) Oracle Workflow
13 1 (0.11%) WebLogic
Applications
1 38 (4.13%) Microsoft Excel
2 32 (3.48%) Microsoft Office
3 9 (0.98%) SPSS
4 5 (0.54%) MS Visio
5 4 (0.43%) Spreadsheet
5 4 (0.43%) Stata
6 1 (0.11%) Microsoft PowerPoint
6 1 (0.11%) Microsoft Project
Business Applications
1 16 (1.74%) SAP S/4HANA
2 11 (1.20%) Dynamics CRM
3 8 (0.87%) SAP BPC
3 8 (0.87%) SAP Business ByDesign
4 7 (0.76%) Cognos Business Intelligence
4 7 (0.76%) Oracle EBS
5 6 (0.65%) NetSuite
6 5 (0.54%) SAP ERP
7 4 (0.43%) Cognos TM1
7 4 (0.43%) Magento
7 4 (0.43%) Payment Gateway
8 3 (0.33%) Dynamics AX
8 3 (0.33%) FastStats
9 2 (0.22%) HFM
10 1 (0.11%) Cognos Planning
10 1 (0.11%) Infor SunSystems
10 1 (0.11%) Markit EDM
10 1 (0.11%) Oracle BPM
10 1 (0.11%) Raiser's Edge
10 1 (0.11%) SAP HCM
Cloud Services
1 171 (18.59%) Microsoft Azure
2 142 (15.43%) Amazon AWS
3 113 (12.28%) Power Platform
4 60 (6.52%) Google Cloud Platform
5 44 (4.78%) Azure Data Factory
6 42 (4.57%) SaaS
7 36 (3.91%) PaaS
8 34 (3.70%) GitHub
9 24 (2.61%) Amazon EMR
10 20 (2.17%) Amazon S3
11 15 (1.63%) Cloud Computing
12 14 (1.52%) Azure Active Directory
12 14 (1.52%) Azure Stack
12 14 (1.52%) Serverless
13 11 (1.20%) Amazon EC2
13 11 (1.20%) Boomi
14 9 (0.98%) SuccessFactors
15 8 (0.87%) IaaS
16 7 (0.76%) Amazon ELB
16 7 (0.76%) AWS Data Pipeline
Communications & Networking
1 17 (1.85%) Internet
2 15 (1.63%) Broadband
3 11 (1.20%) HTTPS
4 10 (1.09%) SSL
5 8 (0.87%) FTP
6 3 (0.33%) Firewall
6 3 (0.33%) Intranet
7 1 (0.11%) Cisco ASA
7 1 (0.11%) LAN
7 1 (0.11%) TCP/IP
7 1 (0.11%) WAN
Database & Business Intelligence
1 338 (36.74%) Data Warehouse
2 252 (27.39%) SQL Server
3 251 (27.28%) Big Data
4 195 (21.20%) Hadoop
5 178 (19.35%) SQL Server Integration Services
6 132 (14.35%) SQL Server Reporting Services
7 113 (12.28%) Power BI
7 113 (12.28%) Relational Database
8 94 (10.22%) Data Lake
9 88 (9.57%) NoSQL
10 76 (8.26%) Apache Hive
10 76 (8.26%) SQL Server Analysis Services
11 57 (6.20%) MongoDB
12 56 (6.09%) SQL Server 2012
13 49 (5.33%) MySQL
14 48 (5.22%) Sqoop
15 46 (5.00%) PostgreSQL
16 41 (4.46%) HBase
17 40 (4.35%) Apache Cassandra
17 40 (4.35%) BusinessObjects
Development Applications
1 39 (4.24%) Git (software)
2 29 (3.15%) JIRA
3 18 (1.96%) Jenkins
4 14 (1.52%) SQL Server Management Studio (SSMS)
5 12 (1.30%) ERwin
6 11 (1.20%) Visual Studio
7 10 (1.09%) Axure RP
7 10 (1.09%) TeamCity
8 9 (0.98%) Team Foundation Server
8 9 (0.98%) Visual Studio Team System
9 8 (0.87%) ER Studio
10 7 (0.76%) PowerDesigner
11 6 (0.65%) Selenium
12 4 (0.43%) Hudson
12 4 (0.43%) Octopus Deploy
12 4 (0.43%) WebDriver
13 3 (0.33%) Eclipse
13 3 (0.33%) Maven
14 2 (0.22%) Bitbucket Server
14 2 (0.22%) Rational Rose
General
1 183 (19.89%) Finance
2 65 (7.07%) Marketing
3 48 (5.22%) Retail
4 34 (3.70%) Banking
5 21 (2.28%) Legal
6 16 (1.74%) Advertising
7 11 (1.20%) Manufacturing
7 11 (1.20%) Pharmaceutical
7 11 (1.20%) Telecoms
8 7 (0.76%) Games
9 4 (0.43%) Electronics
9 4 (0.43%) Investment Banking
10 3 (0.33%) Retail Banking
11 2 (0.22%) Front Office
11 2 (0.22%) Publishing
12 1 (0.11%) Automotive
12 1 (0.11%) Back Office
12 1 (0.11%) Billing
12 1 (0.11%) Financial Institution
12 1 (0.11%) General Ledger
Job Titles
1 257 (27.93%) Architect
2 174 (18.91%) Analyst
3 153 (16.63%) Data Architect
4 144 (15.65%) Developer
5 126 (13.70%) Data Engineer
6 64 (6.96%) Solutions Architect
7 62 (6.74%) Data Analyst
8 57 (6.20%) Consultant
9 51 (5.54%) Business Intelligence Developer
10 42 (4.57%) Big Data Engineer
10 42 (4.57%) Enterprise Architect
11 39 (4.24%) SQL Analyst
12 36 (3.91%) Senior Data Engineer
13 35 (3.80%) SQL Developer
14 31 (3.37%) Integration Architect
14 31 (3.37%) Python Engineer
15 30 (3.26%) Business Analyst
15 30 (3.26%) SQL Server Analyst
16 24 (2.61%) Enterprise Data Architect
16 24 (2.61%) Operations Analyst
Libraries, Frameworks & Software Standards
1 73 (7.93%) Web Services
2 69 (7.50%) .NET
3 66 (7.17%) Kafka
4 62 (6.74%) REST
5 60 (6.52%) JSON
6 51 (5.54%) XML
7 46 (5.00%) SOAP
8 34 (3.70%) Middleware
9 33 (3.59%) CSS
9 33 (3.59%) Spark Streaming
10 31 (3.37%) AngularJS
10 31 (3.37%) HTML
11 21 (2.28%) RESTful
12 20 (2.17%) Apache Beam
13 17 (1.85%) .NET Framework
13 17 (1.85%) Node.js
14 16 (1.74%) XSLT
15 14 (1.52%) OAuth
15 14 (1.52%) RabbitMQ
16 13 (1.41%) MDX
Miscellaneous
1 151 (16.41%) Analytical Skills
2 58 (6.30%) Management Information System
3 48 (5.22%) Data Structures
4 37 (4.02%) User Experience
5 32 (3.48%) Fintech
6 23 (2.50%) Taxonomies
7 20 (2.17%) PKI
8 19 (2.07%) Reference Data
9 15 (1.63%) NHS
10 14 (1.52%) Reinsurance
11 9 (0.98%) Enterprise Software
11 9 (0.98%) FMCG
11 9 (0.98%) Greenfield Project
12 8 (0.87%) Life Science
13 7 (0.76%) Renewable Energy
13 7 (0.76%) Smart Meter
14 6 (0.65%) Replication
14 6 (0.65%) Virtual Team
15 4 (0.43%) CMDB
15 4 (0.43%) e-Learning
Operating Systems
1 81 (8.80%) Windows
2 54 (5.87%) Linux
2 54 (5.87%) Unix
3 44 (4.78%) Windows Server
4 24 (2.61%) Windows Server 2012
5 12 (1.30%) Windows Server 2008
6 1 (0.11%) Windows 10
Processes & Methodologies
1 393 (42.72%) Agile Software Development
2 373 (40.54%) ETL
3 371 (40.33%) Analytics
4 350 (38.04%) Business Intelligence
5 315 (34.24%) Data Modelling
6 207 (22.50%) Data Architecture
7 184 (20.00%) Data Management
8 146 (15.87%) Migration
9 127 (13.80%) Data Analysis
10 122 (13.26%) Problem-Solving
11 111 (12.07%) Master Data Management
12 109 (11.85%) Visualisation
13 107 (11.63%) Data Science
14 103 (11.20%) Mentoring
14 103 (11.20%) Project Management
15 98 (10.65%) Data Migration
16 97 (10.54%) Data Engineering
17 95 (10.33%) Stakeholder Management
18 88 (9.57%) DevOps
19 84 (9.13%) Decision-Making
Programming Languages
1 482 (52.39%) SQL
2 222 (24.13%) Python
3 150 (16.30%) Java
4 116 (12.61%) T-SQL
5 93 (10.11%) Scala
6 61 (6.63%) C#
7 60 (6.52%) R
8 50 (5.43%) JavaScript
9 45 (4.89%) PowerShell
10 23 (2.50%) PL/SQL
11 21 (2.28%) PHP
12 19 (2.07%) VB
13 12 (1.30%) Ruby
14 10 (1.09%) U-SQL
14 10 (1.09%) VBScript
15 9 (0.98%) ABAP
15 9 (0.98%) C
16 7 (0.76%) Data Analysis Expressions (DAX)
17 6 (0.65%) Bash Shell
17 6 (0.65%) VB.NET
Qualifications
1 140 (15.22%) Degree
2 24 (2.61%) Master's Degree
2 24 (2.61%) Security Cleared
3 17 (1.85%) Computer Science Degree
3 17 (1.85%) SC Cleared
4 8 (0.87%) PhD
5 6 (0.65%) DV Cleared
5 6 (0.65%) Microsoft Certification
6 5 (0.54%) ISEB
6 5 (0.54%) ISTQB
7 4 (0.43%) BPSS Clearance
7 4 (0.43%) ITIL Certification
8 3 (0.33%) Numerate Degree
8 3 (0.33%) TOGAF Certification
9 2 (0.22%) CEH
9 2 (0.22%) MCSE
9 2 (0.22%) PMI Certification
9 2 (0.22%) PRINCE2 Certification
10 1 (0.11%) ACCA
10 1 (0.11%) CIMA
Quality Assurance & Compliance
1 190 (20.65%) Data Quality
2 29 (3.15%) GDPR
3 27 (2.93%) QA
4 17 (1.85%) SLA
5 6 (0.65%) IFRS
6 4 (0.43%) ISO/IEC 27001
6 4 (0.43%) MiFID
6 4 (0.43%) PMO
6 4 (0.43%) Solvency II
7 2 (0.22%) IFRS 9
8 1 (0.11%) BS7666
8 1 (0.11%) COBIT
8 1 (0.11%) ISO 20022
8 1 (0.11%) ISO/IEC 20000
8 1 (0.11%) PCI DSS
8 1 (0.11%) Sarbanes-Oxley
System Software
1 62 (6.74%) HDFS
2 42 (4.57%) Apache Flume
3 40 (4.35%) Docker
4 20 (2.17%) Hyper-V
5 12 (1.30%) Active Directory
6 3 (0.33%) Apache ZooKeeper
7 1 (0.11%) EMC RecoverPoint
7 1 (0.11%) Virtual Machines
7 1 (0.11%) VMware Infrastructure
Systems Management
1 33 (3.59%) Oozie
2 30 (3.26%) Kubernetes
3 8 (0.87%) Single Sign-On
4 7 (0.76%) Hadoop YARN
4 7 (0.76%) Opscode Chef
4 7 (0.76%) Puppet
5 6 (0.65%) Terraform
6 4 (0.43%) Grafana
7 2 (0.22%) Ambari
7 2 (0.22%) Ansible
7 2 (0.22%) Salt
8 1 (0.11%) CFEngine
8 1 (0.11%) Kibana
8 1 (0.11%) Matomo
8 1 (0.11%) Microsoft Intune
8 1 (0.11%) QRadar
8 1 (0.11%) Tivoli
8 1 (0.11%) Tivoli Identity Manager
Vendors
1 203 (22.07%) Microsoft
2 165 (17.93%) Oracle
3 117 (12.72%) Tableau
4 105 (11.41%) SAP
5 93 (10.11%) Informatica
6 72 (7.83%) Google
7 63 (6.85%) IBM
8 50 (5.43%) Cloudera
9 48 (5.22%) Hortonworks
10 34 (3.70%) Salesforce.com
11 32 (3.48%) Netezza
12 28 (3.04%) Talend
13 26 (2.83%) Databricks
14 22 (2.39%) Cognos
14 22 (2.39%) MuleSoft
15 20 (2.17%) Teradata
16 19 (2.07%) Sybase
17 15 (1.63%) Dynatrace
17 15 (1.63%) SolarWinds
17 15 (1.63%) Splunk