Period
to 25 October 2020

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 25 October 2020 with a comparison to the same period in the previous 2 years.

Data Integration
UK
6 months to
25 Oct 2020
Same period 2019 Same period 2018
Rank 345 425 504
Rank change year-on-year +80 +79 -36
Permanent jobs citing Data Integration 394 934 925
As % of all permanent jobs advertised in the UK 0.81% 0.69% 0.56%
As % of the Processes & Methodologies category 0.87% 0.74% 0.61%
Number of salaries quoted 388 766 714
Median annual salary £60,000 £60,000 £60,000
10th Percentile £42,500 £38,250 £37,500
90th Percentile £88,250 £92,500 £87,500
UK excluding London median annual salary £55,000 £52,500 £55,000
% change year-on-year +4.76% -4.55% +4.76%

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 45,137 125,557 151,176
As % of all permanent IT jobs advertised in the UK 92.42% 92.21% 91.93%
Number of salaries quoted 37,192 98,906 120,203
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £32,753 £30,000 £29,000
90th Percentile £90,000 £86,250 £83,750
UK excluding London median annual salary £49,142 £45,000 £45,000
% change year-on-year +9.20% - +5.88%

Data Integration
Job Vacancy Trend

Job postings citing Data Integration as a proportion of all IT jobs advertised.

Job vacancy trend for Data Integration in the UK

Data Integration
Salary Trend

3-month moving average salary quoted in jobs citing Data Integration.

Salary trend for Data Integration in the UK

Data Integration
Salary Histogram

Salary distribution for jobs citing Data Integration over the 6 months to 25 October 2020.

Salary histogram for Data Integration in the UK

Data Integration
Top 17 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 25 October 2020. 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 +76 357 £60,000 -4.00% 91
London +85 215 £62,500 -10.71% 36
UK excluding London +82 169 £55,000 +4.76% 60
Work from Home +56 86 £60,000 +39.53% 15
South East +150 61 £55,000 -12.00% 8
North of England +84 38 £53,500 +9.18% 17
North West +61 27 £55,000 +12.24% 10
Scotland +86 21 £55,000 +29.41% 9
East of England +97 16 £70,000 -12.50% 10
Midlands +110 15 £70,000 +12.00% 8
Yorkshire +102 10 £51,250 -10.87% 6
South West +81 10 £45,000 -8.16% 4
West Midlands +101 9 £70,000 +27.27% 6
East Midlands +82 6 £70,000 +7.69% 2
Wales +41 6 £45,000 +3.45%
Channel Islands - 2 - -
North East +25 1 £57,500 -11.54% 1

For the 6 months to 25 October 2020, 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.

1 173 (43.91%) Azure
2 159 (40.36%) SQL
3 132 (33.50%) Data Modelling
4 126 (31.98%) Data Warehouse
5 123 (31.22%) Business Intelligence
6 116 (29.44%) Analytics
7 115 (29.19%) ETL
8 108 (27.41%) SQL Server
8 108 (27.41%) Microsoft
9 96 (24.37%) Agile Software Development
10 90 (22.84%) Python
11 88 (22.34%) Web Services
11 88 (22.34%) Java
11 88 (22.34%) AWS
12 83 (21.07%) Finance
13 76 (19.29%) Data Transformation
14 75 (19.04%) Degree
14 75 (19.04%) Microservices
15 70 (17.77%) Big Data
16 69 (17.51%) Data Management
17 66 (16.75%) SQL Server Integration Services
18 65 (16.50%) Power Platform
19 63 (15.99%) DevOps
20 59 (14.97%) Power BI
21 56 (14.21%) Apache Spark
22 53 (13.45%) Identity Access Management
23 52 (13.20%) Software Engineering
23 52 (13.20%) B2B
24 51 (12.94%) Hadoop
25 50 (12.69%) OAuth

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 56 (14.21%) Apache Spark
2 30 (7.61%) Apache
3 15 (3.81%) SAS
4 10 (2.54%) Apache Airflow
4 10 (2.54%) Luigi
5 7 (1.78%) IIS
5 7 (1.78%) Tomcat
6 6 (1.52%) Elasticsearch
7 5 (1.27%) SharePoint
8 4 (1.02%) Oracle SOA Suite
9 3 (0.76%) Oracle HTTP Server
9 3 (0.76%) WebLogic
10 2 (0.51%) Apache Pig
10 2 (0.51%) BizTalk Server
10 2 (0.51%) Confluence
11 1 (0.25%) Apache ServiceMix
11 1 (0.25%) JBoss
11 1 (0.25%) Mule
11 1 (0.25%) Red Hat Fuse
11 1 (0.25%) WebSphere
Applications
1 12 (3.05%) Microsoft Excel
2 7 (1.78%) Microsoft Office
3 1 (0.25%) Spreadsheet
3 1 (0.25%) SPSS
Business Applications
1 48 (12.18%) R3 Corda
2 39 (9.90%) Distributed Ledger
3 20 (5.08%) Dynamics CRM
4 10 (2.54%) Siebel CRM
5 6 (1.52%) Hyperion Planning
6 1 (0.25%) Dynamics AX
6 1 (0.25%) Dynamics NAV
6 1 (0.25%) NetSuite
6 1 (0.25%) Oracle Financials
6 1 (0.25%) Oracle Subledger Accounting
6 1 (0.25%) PolarLake
6 1 (0.25%) SAP MDG
6 1 (0.25%) SAP MDM
Cloud Services
1 173 (43.91%) Azure
2 88 (22.34%) AWS
3 65 (16.50%) Power Platform
4 42 (10.66%) GCP
5 26 (6.60%) Logic Apps
6 23 (5.84%) Azure Data Factory
7 13 (3.30%) SaaS
8 11 (2.79%) Serverless
9 10 (2.54%) Amazon EC2
9 10 (2.54%) Amazon EMR
9 10 (2.54%) Azure Functions
9 10 (2.54%) Dynamics 365
10 4 (1.02%) Amazon S3
10 4 (1.02%) Cloud Computing
10 4 (1.02%) Force.com
10 4 (1.02%) PaaS
11 3 (0.76%) Amazon Kinesis
11 3 (0.76%) Amazon SQS
11 3 (0.76%) Office 365
12 2 (0.51%) iPaaS
Communications & Networking
1 13 (3.30%) HTTP
2 6 (1.52%) Firewall
2 6 (1.52%) TCP/IP
3 4 (1.02%) Broadband
3 4 (1.02%) HTTPS
4 1 (0.25%) Internet
4 1 (0.25%) VPN
4 1 (0.25%) WebEx
Database & Business Intelligence
1 126 (31.98%) Data Warehouse
2 108 (27.41%) SQL Server
3 70 (17.77%) Big Data
4 66 (16.75%) SQL Server Integration Services
5 59 (14.97%) Power BI
6 51 (12.94%) Hadoop
7 49 (12.44%) NoSQL
8 40 (10.15%) Relational Database
8 40 (10.15%) SQL Server Reporting Services
9 38 (9.64%) Data Lake
10 37 (9.39%) Blockchain
11 32 (8.12%) Tableau
12 29 (7.36%) Azure SQL Database
12 29 (7.36%) Snowflake Schema
13 26 (6.60%) SQL Server Analysis Services
14 25 (6.35%) Apache Cassandra
15 23 (5.84%) Azure SQL Data Warehouse
15 23 (5.84%) SQL Server 2012
16 19 (4.82%) Amazon Redshift
17 17 (4.31%) RDBMS
Development Applications
1 28 (7.11%) Git (software)
2 12 (3.05%) Visual Studio
3 11 (2.79%) IntelliJ
3 11 (2.79%) JIRA
3 11 (2.79%) Team Foundation Server
4 9 (2.28%) Jenkins
5 7 (1.78%) ERwin
5 7 (1.78%) Visual Studio Team System
6 6 (1.52%) ER Studio
6 6 (1.52%) PowerDesigner
6 6 (1.52%) xUnit.net
7 5 (1.27%) Oracle Forms
8 4 (1.02%) Cucumber
8 4 (1.02%) LSMW
8 4 (1.02%) Selenium
9 3 (0.76%) NUnit
10 2 (0.51%) Postman
10 2 (0.51%) tSQLt
11 1 (0.25%) gulp
11 1 (0.25%) SQL Server Management Studio (SSMS)
General
1 83 (21.07%) Finance
2 17 (4.31%) Marketing
3 8 (2.03%) Retail
4 7 (1.78%) Banking
5 6 (1.52%) Publishing
6 4 (1.02%) Local Government
6 4 (1.02%) Public Sector
7 3 (0.76%) Housing Association
7 3 (0.76%) Investment Banking
7 3 (0.76%) Law
8 2 (0.51%) Back Office
8 2 (0.51%) Front Office
8 2 (0.51%) Games
8 2 (0.51%) Manufacturing
9 1 (0.25%) Corporate Banking
9 1 (0.25%) Dutch Language
9 1 (0.25%) French Language
9 1 (0.25%) German Language
9 1 (0.25%) Italian Language
9 1 (0.25%) Spanish Language
Job Titles
1 89 (22.59%) Developer
2 77 (19.54%) Architect
3 57 (14.47%) Data Engineer
4 46 (11.68%) Consultant
5 38 (9.64%) Data Architect
6 31 (7.87%) Analyst
7 28 (7.11%) Software Engineer
8 18 (4.57%) Data Consultant
8 18 (4.57%) Integration Developer
8 18 (4.57%) Lead Architect
9 15 (3.81%) Business Intelligence Developer
10 13 (3.30%) Enterprise Architect
10 13 (3.30%) Solutions Architect
10 13 (3.30%) Technical Architect
11 10 (2.54%) Analytics Consultant
11 10 (2.54%) Senior Developer
11 10 (2.54%) SQL Developer
11 10 (2.54%) Technical Leader
12 9 (2.28%) Business Intelligence Consultant
12 9 (2.28%) Senior Consultant
Libraries, Frameworks & Software Standards
1 88 (22.34%) Web Services
2 50 (12.69%) OAuth
3 48 (12.18%) OAuth2
4 46 (11.68%) Kafka
5 42 (10.66%) .NET
6 38 (9.64%) XML
7 30 (7.61%) HTML
8 29 (7.36%) JSON
9 27 (6.85%) CSS
10 25 (6.35%) SOAP
11 24 (6.09%) Spring Boot
12 23 (5.84%) RESTful
13 18 (4.57%) REST
14 14 (3.55%) J2EE
15 13 (3.30%) HTML5
16 12 (3.05%) Apache NiFi
16 12 (3.05%) CSS3
17 10 (2.54%) .NET Core
17 10 (2.54%) ASP.NET Web API
17 10 (2.54%) Spark Streaming
Miscellaneous
1 39 (9.90%) Management Information System
2 29 (7.36%) Data Structures
3 20 (5.08%) Analytical Skills
3 20 (5.08%) Public Cloud
4 17 (4.31%) Enterprise Software
5 10 (2.54%) Data Centre
6 8 (2.03%) Blog
6 8 (2.03%) Virtual Team
7 7 (1.78%) Driving Licence
7 7 (1.78%) PKI
7 7 (1.78%) Self-Motivation
8 5 (1.27%) Mobile App
9 4 (1.02%) Greenfield Project
9 4 (1.02%) Smart Home
10 3 (0.76%) Analytical Mindset
10 3 (0.76%) Reference Data
11 2 (0.51%) Algorithms
11 2 (0.51%) Cybercrime
11 2 (0.51%) Hybrid Cloud
12 1 (0.25%) Private Cloud
Operating Systems
1 24 (6.09%) Linux
2 17 (4.31%) Windows
3 10 (2.54%) Windows Server
3 10 (2.54%) Windows Server 2012
3 10 (2.54%) Windows Server 2016
4 6 (1.52%) Ubuntu
5 2 (0.51%) Red Hat Enterprise Linux
5 2 (0.51%) Solaris
6 1 (0.25%) Android
6 1 (0.25%) Apple iOS
6 1 (0.25%) Unix
6 1 (0.25%) VMS
Processes & Methodologies
1 132 (33.50%) Data Modelling
2 123 (31.22%) Business Intelligence
3 116 (29.44%) Analytics
4 115 (29.19%) ETL
5 96 (24.37%) Agile Software Development
6 76 (19.29%) Data Transformation
7 75 (19.04%) Microservices
8 69 (17.51%) Data Management
9 63 (15.99%) DevOps
10 53 (13.45%) Identity Access Management
11 52 (13.20%) B2B
11 52 (13.20%) Software Engineering
12 49 (12.44%) Data Architecture
13 47 (11.93%) Computer Science
14 41 (10.41%) Data Analytics
15 39 (9.90%) Data Science
16 38 (9.64%) Stakeholder Management
17 37 (9.39%) Scrum
17 37 (9.39%) Visualisation
18 36 (9.14%) Migration
Programming Languages
1 159 (40.36%) SQL
2 90 (22.84%) Python
3 88 (22.34%) Java
4 49 (12.44%) JavaScript
5 44 (11.17%) Kotlin
6 36 (9.14%) T-SQL
7 34 (8.63%) R
8 28 (7.11%) C#
9 24 (6.09%) Scala
10 20 (5.08%) C++
11 11 (2.79%) PowerShell
12 10 (2.54%) C
13 8 (2.03%) PL/SQL
14 6 (1.52%) Data Analysis Expressions (DAX)
14 6 (1.52%) PHP
15 5 (1.27%) Shell Script
16 4 (1.02%) Apex Code
16 4 (1.02%) Ruby
17 3 (0.76%) Julia
18 2 (0.51%) Bash Shell
Qualifications
1 75 (19.04%) Degree
2 19 (4.82%) Security Cleared
3 15 (3.81%) SC Cleared
4 14 (3.55%) Computer Science Degree
5 7 (1.78%) Master's Degree
6 6 (1.52%) MCP
7 5 (1.27%) DV Cleared
8 3 (0.76%) Numerate Degree
9 1 (0.25%) AWS Certification
9 1 (0.25%) PMI Certification
9 1 (0.25%) TOGAF Certification
Quality Assurance & Compliance
1 40 (10.15%) Data Quality
2 27 (6.85%) GDPR
3 13 (3.30%) QA
4 6 (1.52%) SLA
5 2 (0.51%) EMIR
5 2 (0.51%) MiFID
6 1 (0.25%) COBIT
6 1 (0.25%) GAAP
6 1 (0.25%) IFRS
6 1 (0.25%) ISO/IEC 27001
System Software
1 9 (2.28%) HDFS
2 7 (1.78%) Docker
2 7 (1.78%) Hyper-V
3 1 (0.25%) Active Directory
3 1 (0.25%) Apache Flume
3 1 (0.25%) Tivoli Workload Scheduler
Systems Management
1 23 (5.84%) Kubernetes
2 14 (3.55%) Terraform
3 7 (1.78%) Hadoop YARN
4 1 (0.25%) Ansible
4 1 (0.25%) Puppet
4 1 (0.25%) Tivoli
Vendors
1 108 (27.41%) Microsoft
2 43 (10.91%) Oracle
3 27 (6.85%) Informatica
4 24 (6.09%) Talend
5 20 (5.08%) Databricks
6 15 (3.81%) Google
6 15 (3.81%) Teradata
7 12 (3.05%) IBM
8 11 (2.79%) SAP
9 10 (2.54%) Siebel
10 8 (2.03%) Cognos
10 8 (2.03%) Red Hat
11 7 (1.78%) Hyperion
11 7 (1.78%) Salesforce.com
11 7 (1.78%) Vertica
12 6 (1.52%) Ab Initio
12 6 (1.52%) MuleSoft
13 4 (1.02%) Alteryx
13 4 (1.02%) StreamSets
14 3 (0.76%) Xamarin