Period
to 15 November 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 15 November 2019 with a comparison to the same period in the previous 2 years.

Data Integration
UK > England
6 months to
15 Nov 2019
Same period 2018 Same period 2017
Rank 410 483 459
Rank change year-on-year +73 -24 +35
Permanent jobs citing Data Integration 901 898 1,109
As % of all permanent IT jobs advertised in England 0.71% 0.59% 0.66%
As % of the Processes & Methodologies category 0.77% 0.64% 0.71%
Number of salaries quoted 682 674 758
England median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% -
10th Percentile £38,250 £39,575 £36,250
90th Percentile £96,125 £87,500 £85,375
UK median annual salary £62,500 £60,000 £55,750
% change year-on-year +4.17% +7.62% -3.04%

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 116,542 139,375 156,098
As % of all permanent IT jobs advertised in England 92.07% 91.88% 92.22%
Number of salaries quoted 93,036 111,979 124,356
England median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -
10th Percentile £30,000 £29,356 £28,500
90th Percentile £87,500 £85,000 £80,000
UK median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +4.17%

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 15 November 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 15 November 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 +77 482 £70,000 +12.00% 50
North of England +99 130 £57,500 +14.81% 20
South East -56 129 £63,500 +5.83% 19
North West +85 96 £60,000 +29.73% 12
East of England +98 63 £80,000 +45.45% 7
South West +11 56 £50,500 -5.61% 14
Midlands +22 36 £57,750 -3.75% 8
Yorkshire -3 32 £47,500 -13.64% 6
East Midlands +29 20 £75,000 +7.14% 1
West Midlands +30 16 £50,000 -15.25% 7
North East - 2 £65,000 - 2
Data Integration
UK

For the 6 months to 15 November 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.

1 450 (49.94%) SQL
2 355 (39.40%) Analytics
3 325 (36.07%) Business Intelligence
3 325 (36.07%) Agile Software Development
4 323 (35.85%) Data Warehouse
5 290 (32.19%) ETL
6 249 (27.64%) Data Modelling
7 224 (24.86%) Finance
8 223 (24.75%) SQL Server
9 222 (24.64%) Data Management
10 204 (22.64%) Big Data
10 204 (22.64%) Azure
11 203 (22.53%) Data Quality
12 187 (20.75%) AWS
13 178 (19.76%) Python
14 168 (18.65%) Microsoft
15 153 (16.98%) Data Architecture
16 147 (16.32%) Oracle
17 138 (15.32%) Migration
18 137 (15.21%) Java
19 135 (14.98%) SQL Server Integration Services
20 126 (13.98%) Degree
21 125 (13.87%) Analytical Skills
22 123 (13.65%) Hadoop
23 117 (12.99%) Visualisation
24 115 (12.76%) Web Services
25 112 (12.43%) Master Data Management
26 110 (12.21%) Apache Spark
27 107 (11.88%) Retail
28 105 (11.65%) Data Science

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
1 110 (12.21%) Apache Spark
2 40 (4.44%) SAS
3 34 (3.77%) Apache
4 21 (2.33%) BizTalk Server
5 18 (2.00%) CMS
6 15 (1.66%) Oracle Workflow
7 14 (1.55%) Oracle SOA Suite
8 12 (1.33%) Apache Pig
8 12 (1.33%) Oracle Service Bus
8 12 (1.33%) WebLogic
9 10 (1.11%) SharePoint
10 8 (0.89%) EPiServer
11 7 (0.78%) Confluence
11 7 (0.78%) Sitecore CMS
12 6 (0.67%) Elasticsearch
13 5 (0.55%) IIS
13 5 (0.55%) Tomcat
13 5 (0.55%) WebSphere
14 4 (0.44%) Apache Solr
15 3 (0.33%) Appian
Applications
1 38 (4.22%) Microsoft Excel
2 24 (2.66%) Microsoft Office
3 7 (0.78%) Spreadsheet
4 6 (0.67%) SPSS
5 5 (0.55%) MS Visio
6 3 (0.33%) Microsoft PowerPoint
6 3 (0.33%) Stata
7 2 (0.22%) FileZilla
Business Applications
1 27 (3.00%) NetSuite
2 19 (2.11%) SAP ERP
3 15 (1.66%) Dynamics CRM
4 12 (1.33%) Oracle BPM
5 5 (0.55%) Salesforce.com CRM
6 4 (0.44%) Oracle EBS
6 4 (0.44%) Raiser's Edge
6 4 (0.44%) SAP S/4HANA
7 3 (0.33%) Adobe Campaign
7 3 (0.33%) Cognos TM1
7 3 (0.33%) Sparx Enterprise Architect
8 2 (0.22%) Eloqua
8 2 (0.22%) Hyperion Planning
8 2 (0.22%) SAP MDG
8 2 (0.22%) SAP VC
8 2 (0.22%) Teamcenter
9 1 (0.11%) Cognos Business Intelligence
9 1 (0.11%) Dynamics AX
9 1 (0.11%) HFM
9 1 (0.11%) SAP Retail
Cloud Services
1 204 (22.64%) Azure
2 187 (20.75%) AWS
3 94 (10.43%) SaaS
4 87 (9.66%) Power Platform
5 78 (8.66%) GCP
6 47 (5.22%) Amazon S3
7 34 (3.77%) PaaS
8 31 (3.44%) Serverless
9 29 (3.22%) Amazon EMR
10 28 (3.11%) Azure Data Factory
11 23 (2.55%) AWS Lambda
12 20 (2.22%) Boomi
12 20 (2.22%) Cloud Computing
13 18 (2.00%) Dynamics 365
14 16 (1.78%) Amazon EC2
15 14 (1.55%) GitHub
15 14 (1.55%) iPaaS
16 13 (1.44%) FinancialForce
16 13 (1.44%) Force.com
17 9 (1.00%) Azure Functions
Communications & Networking
1 7 (0.78%) Internet
2 6 (0.67%) Wi-Fi
3 5 (0.55%) FTP
4 3 (0.33%) SNA
5 2 (0.22%) PuTTY
6 1 (0.11%) 4G
6 1 (0.11%) 5G
6 1 (0.11%) Broadband
6 1 (0.11%) CTI
6 1 (0.11%) Intranet
6 1 (0.11%) LTE
6 1 (0.11%) Radio Access Network
Database & Business Intelligence
1 323 (35.85%) Data Warehouse
2 223 (24.75%) SQL Server
3 204 (22.64%) Big Data
4 135 (14.98%) SQL Server Integration Services
5 123 (13.65%) Hadoop
6 87 (9.66%) Power BI
7 86 (9.54%) NoSQL
8 74 (8.21%) Amazon Redshift
9 65 (7.21%) SQL Server Reporting Services
10 60 (6.66%) Relational Database
11 56 (6.22%) Data Lake
12 54 (5.99%) PostgreSQL
13 48 (5.33%) Apache Hive
14 45 (4.99%) SQL Server Analysis Services
15 41 (4.55%) BigQuery
16 37 (4.11%) Snowflake Schema
17 36 (4.00%) Looker
18 34 (3.77%) Azure SQL Data Warehouse
19 33 (3.66%) MySQL
20 31 (3.44%) Data Mining
Development Applications
1 48 (5.33%) JIRA
2 31 (3.44%) Git (software)
3 29 (3.22%) Jenkins
4 24 (2.66%) WebDriver
5 20 (2.22%) Octopus Deploy
5 20 (2.22%) Selenium
6 16 (1.78%) ER Studio
7 15 (1.66%) ERwin
8 14 (1.55%) PowerDesigner
9 13 (1.44%) Visual Studio
10 12 (1.33%) Oracle APEX
11 7 (0.78%) kappa
12 6 (0.67%) Oracle Forms
13 5 (0.55%) PhantomJS
14 4 (0.44%) Bitbucket
14 4 (0.44%) Maven
14 4 (0.44%) Subversion
15 3 (0.33%) Atlassian Bamboo
16 2 (0.22%) Bugzilla
16 2 (0.22%) Visual Studio Team System
General
1 224 (24.86%) Finance
2 107 (11.88%) Retail
3 77 (8.55%) Marketing
4 47 (5.22%) Legal
5 38 (4.22%) Telecoms
6 35 (3.88%) Manufacturing
7 31 (3.44%) Banking
8 27 (3.00%) Public Sector
9 20 (2.22%) Advertising
10 15 (1.66%) Back Office
10 15 (1.66%) Electronics
11 14 (1.55%) Law
12 11 (1.22%) Games
13 8 (0.89%) Automotive
14 6 (0.67%) French Language
14 6 (0.67%) iGaming
15 5 (0.55%) Pharmaceutical
16 4 (0.44%) Environmental Health
16 4 (0.44%) Front Office
17 3 (0.33%) Police
Job Titles
1 241 (26.75%) Architect
2 166 (18.42%) Developer
3 144 (15.98%) Analyst
4 110 (12.21%) Solutions Architect
5 109 (12.10%) Data Engineer
6 86 (9.54%) Data Architect
7 65 (7.21%) Consultant
8 52 (5.77%) Data Analyst
9 37 (4.11%) Business Intelligence Developer
10 34 (3.77%) Business Analyst
11 27 (3.00%) Business Intelligence Analyst
12 26 (2.89%) Senior Developer
13 24 (2.66%) Enterprise Architect
14 23 (2.55%) Administrator
14 23 (2.55%) Data Manager
14 23 (2.55%) SQL Developer
15 21 (2.33%) DBA
16 20 (2.22%) Senior Consultant
16 20 (2.22%) Senior Data Engineer
17 19 (2.11%) Business Intelligence Consultant
Libraries, Frameworks & Software Standards
1 115 (12.76%) Web Services
2 84 (9.32%) .NET
3 59 (6.55%) REST
4 57 (6.33%) JSON
4 57 (6.33%) XML
5 46 (5.11%) Node.js
6 40 (4.44%) AngularJS
7 35 (3.88%) HTML
8 31 (3.44%) React
9 30 (3.33%) CSS
10 25 (2.77%) SOAP
11 22 (2.44%) .NET Core
11 22 (2.44%) ASP.NET Web API
12 21 (2.33%) Kafka
13 20 (2.22%) LAPP Stack
13 20 (2.22%) Middleware
13 20 (2.22%) WebSockets
14 18 (2.00%) XSLT
15 14 (1.55%) RESTful
16 13 (1.44%) J2EE
Miscellaneous
1 125 (13.87%) Analytical Skills
2 93 (10.32%) Management Information System
3 61 (6.77%) Enterprise Software
4 35 (3.88%) Data Structures
5 29 (3.22%) Replication
6 28 (3.11%) Self-Motivation
7 27 (3.00%) Virtual Team
8 19 (2.11%) Algorithms
9 15 (1.66%) Social Media
9 15 (1.66%) User Experience
10 14 (1.55%) Mobile App
11 12 (1.33%) Reference Data
12 8 (0.89%) Data Centre
13 7 (0.78%) Fixed Income
13 7 (0.78%) Private Cloud
14 5 (0.55%) Driving Licence
14 5 (0.55%) Life Science
14 5 (0.55%) PKI
14 5 (0.55%) Public Cloud
14 5 (0.55%) Social Network
Operating Systems
1 99 (10.99%) Linux
2 54 (5.99%) Windows
3 25 (2.77%) Unix
4 4 (0.44%) Windows Server
4 4 (0.44%) Windows Server 2012
5 3 (0.33%) Android
6 2 (0.22%) AIX
6 2 (0.22%) Red Hat Enterprise Linux
7 1 (0.11%) Apple iOS
7 1 (0.11%) Solaris
Processes & Methodologies
1 355 (39.40%) Analytics
2 325 (36.07%) Agile Software Development
2 325 (36.07%) Business Intelligence
3 290 (32.19%) ETL
4 249 (27.64%) Data Modelling
5 222 (24.64%) Data Management
6 153 (16.98%) Data Architecture
7 138 (15.32%) Migration
8 117 (12.99%) Visualisation
9 112 (12.43%) Master Data Management
10 105 (11.65%) Data Science
11 100 (11.10%) Problem-Solving
12 99 (10.99%) Data Visualisation
13 95 (10.54%) SDLC
14 91 (10.10%) Data Migration
15 83 (9.21%) DevOps
16 76 (8.44%) Computer Science
16 76 (8.44%) Data Analysis
17 71 (7.88%) CRM
17 71 (7.88%) Project Delivery
Programming Languages
1 450 (49.94%) SQL
2 178 (19.76%) Python
3 137 (15.21%) Java
4 103 (11.43%) C#
5 70 (7.77%) JavaScript
6 60 (6.66%) T-SQL
7 56 (6.22%) Scala
8 46 (5.11%) R
9 30 (3.33%) PL/SQL
10 22 (2.44%) Bash Shell
11 19 (2.11%) VB.NET
12 16 (1.78%) PowerShell
13 14 (1.55%) C
14 12 (1.33%) VB
14 12 (1.33%) XPath
14 12 (1.33%) XQuery
15 11 (1.22%) Data Analysis Expressions (DAX)
15 11 (1.22%) Go
16 8 (0.89%) PHP
17 7 (0.78%) C++
Qualifications
1 126 (13.98%) Degree
2 17 (1.89%) Computer Science Degree
3 9 (1.00%) DBS Check
4 7 (0.78%) Security Cleared
5 5 (0.55%) Microsoft Certification
6 4 (0.44%) CFA
6 4 (0.44%) Master's Degree
6 4 (0.44%) PhD
7 3 (0.33%) SC Cleared
8 2 (0.22%) AWS Certification
8 2 (0.22%) TOGAF Certification
9 1 (0.11%) DV Cleared
9 1 (0.11%) HND
9 1 (0.11%) ISEB
9 1 (0.11%) Postgraduate
9 1 (0.11%) SAS Certification
Quality Assurance & Compliance
1 203 (22.53%) Data Quality
2 42 (4.66%) QA
3 23 (2.55%) GDPR
4 20 (2.22%) SLA
5 16 (1.78%) PMO
6 13 (1.44%) ISO/IEC 27001
7 5 (0.55%) COBIT
8 3 (0.33%) HL7
9 1 (0.11%) BS7666
9 1 (0.11%) IFRS
9 1 (0.11%) ISO/IEC 20000
9 1 (0.11%) PCI DSS
System Software
1 28 (3.11%) HDFS
2 26 (2.89%) Docker
3 24 (2.66%) Virtual Servers
4 10 (1.11%) Apache Flume
5 8 (0.89%) Hyper-V
6 4 (0.44%) VMware Infrastructure
7 3 (0.33%) Active Directory
8 2 (0.22%) Apache ZooKeeper
9 1 (0.11%) Cronacle
Systems Management
1 15 (1.66%) Foglight
1 15 (1.66%) LiteSpeed
2 11 (1.22%) Kubernetes
2 11 (1.22%) Puppet
3 10 (1.11%) Hadoop YARN
3 10 (1.11%) SCOM
4 8 (0.89%) Opscode Chef
5 7 (0.78%) Terraform
6 6 (0.67%) Ansible
7 5 (0.55%) Oozie
8 3 (0.33%) Kibana
8 3 (0.33%) logstash
9 1 (0.11%) Data Guard
Vendors
1 168 (18.65%) Microsoft
2 147 (16.32%) Oracle
3 100 (11.10%) Informatica
4 95 (10.54%) Tableau
5 94 (10.43%) SAP
6 62 (6.88%) Salesforce.com
7 57 (6.33%) Google
8 46 (5.11%) IBM
8 46 (5.11%) Teradata
9 42 (4.66%) Talend
10 33 (3.66%) MuleSoft
11 26 (2.89%) Sitecore
12 25 (2.77%) Cloudera
13 22 (2.44%) Databricks
13 22 (2.44%) HubSpot
13 22 (2.44%) Jitterbit
13 22 (2.44%) Splunk
14 20 (2.22%) Dell
15 19 (2.11%) Hortonworks
16 13 (1.44%) Advent