Period
to

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 12 August 2022 with a comparison to the same period in the previous 2 years.

Data Integration
UK
6 months to
12 Aug 2022
Same period 2021 Same period 2020
Rank 368 405 401
Rank change year-on-year +37 -4 +69
Permanent jobs citing Data Integration 1,620 876 471
As % of all permanent jobs advertised in the UK 0.96% 0.77% 0.74%
As % of the Processes & Methodologies category 1.00% 0.81% 0.80%
Number of salaries quoted 816 626 374
10th Percentile £41,250 £41,250 £36,250
25th Percentile £51,250 £48,750 £46,250
Median annual salary (50th Percentile) £70,000 £63,000 £57,500
Median % change year-on-year +11.11% +9.57% -8.00%
75th Percentile £88,750 £80,000 £73,750
90th Percentile £100,000 £95,000 £89,250
UK excluding London median annual salary £56,407 £55,000 £55,000
% change year-on-year +2.56% - +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 161,721 107,622 58,944
As % of all permanent IT jobs advertised in the UK 95.75% 94.06% 93.09%
Number of salaries quoted 84,129 73,141 47,812
10th Percentile £34,207 £32,500 £32,500
25th Percentile £45,000 £42,500 £41,250
Median annual salary (50th Percentile) £60,000 £55,600 £55,000
Median % change year-on-year +7.91% +1.09% +4.76%
75th Percentile £80,000 £75,000 £73,750
90th Percentile £97,290 £92,500 £90,000
UK excluding London median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

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 12 August 2022.

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 12 August 2022. 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
Jobs
England +76 1,394 £70,000 +7.69% 102
Work from Home +49 733 £70,000 +7.69% 27
London +4 716 £75,000 +3.45% 54
UK excluding London +38 631 £56,407 +2.56% 57
North of England +72 269 £56,407 -5.99% 16
North West +57 203 £56,407 -5.99% 10
South East -17 133 £67,500 +8.00% 12
Midlands +15 121 £55,000 -5.17% 11
West Midlands -10 83 £66,000 +14.78% 6
Yorkshire -33 40 £62,500 +13.64% 3
East Midlands 0 38 £50,000 -18.37% 5
East of England -67 38 £60,000 +9.09% 4
Scotland -46 36 £51,500 +3.00% 7
South West -30 34 £50,000 -0.55% 5
North East +15 26 £85,000 +60.38% 3
Wales -40 7 £52,500 +59.09% 1
Northern Ireland -14 3 £27,500 -38.89% 1

For the 6 months to 12 August 2022, 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.

1 730 (45.06%) SQL
2 711 (43.89%) Data Modelling
3 690 (42.59%) Analytics
4 637 (39.32%) Azure
5 615 (37.96%) Agile
6 586 (36.17%) ETL
7 518 (31.98%) Social Skills
8 498 (30.74%) Data Warehouse
9 460 (28.40%) Business Intelligence
10 455 (28.09%) Problem-Solving
11 453 (27.96%) Data Quality
12 428 (26.42%) Python
13 413 (25.49%) Degree
14 386 (23.83%) Data Management
15 378 (23.33%) Data Engineering
16 375 (23.15%) AWS
17 326 (20.12%) Finance
18 324 (20.00%) SQL Server
19 319 (19.69%) Data Analytics
20 303 (18.70%) Big Data
21 292 (18.02%) Data Lake
21 292 (18.02%) Data Analysis
22 278 (17.16%) Analytical Skills
23 274 (16.91%) Data Science
24 269 (16.60%) Data Pipeline
25 267 (16.48%) Visualisation
26 264 (16.30%) Power Platform
27 258 (15.93%) DevOps
28 257 (15.86%) Microsoft
29 242 (14.94%) Software Engineering

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
1 132 (8.15%) Apache Spark
2 62 (3.83%) SAS
3 33 (2.04%) OpenStack
4 32 (1.98%) Apache Airflow
5 29 (1.79%) Apache
6 28 (1.73%) Confluence
7 20 (1.23%) ArcGIS
8 16 (0.99%) CMS
9 14 (0.86%) SharePoint
10 13 (0.80%) Apache Pig
10 13 (0.80%) Drupal
10 13 (0.80%) Headless CMS
11 12 (0.74%) Adobe Experience Manager
12 8 (0.49%) Jetty
12 8 (0.49%) Tomcat
13 7 (0.43%) Oracle SOA Suite
14 6 (0.37%) Apache Pulsar
14 6 (0.37%) Luigi
15 5 (0.31%) IIS
16 4 (0.25%) SharePoint Server
Applications
1 80 (4.94%) Microsoft Excel
2 23 (1.42%) Microsoft PowerPoint
3 18 (1.11%) Sketch
4 16 (0.99%) EngageOne
5 14 (0.86%) Adobe Illustrator
5 14 (0.86%) InVision
5 14 (0.86%) Microsoft Office
5 14 (0.86%) Photoshop
6 8 (0.49%) Chatbot
7 7 (0.43%) Spreadsheet
8 5 (0.31%) Microsoft Project
9 4 (0.25%) Zeplin
10 2 (0.12%) Adobe Creative Suite
11 1 (0.062%) Gephi
11 1 (0.062%) MS Visio
Business Applications
1 19 (1.17%) Dynamics CRM
2 13 (0.80%) NetSuite
3 11 (0.68%) SAP S/4HANA
4 10 (0.62%) Oracle Financials
5 7 (0.43%) SAP Business One
5 7 (0.43%) SAP PA-EC
5 7 (0.43%) Workfront
6 6 (0.37%) Workday HCM
7 5 (0.31%) SAP MDM
8 4 (0.25%) Adobe Campaign
8 4 (0.25%) SAP ERP
8 4 (0.25%) SAP R/3
9 3 (0.19%) Dynamics AX
9 3 (0.19%) Dynamics NAV
10 2 (0.12%) SAP CAR
11 1 (0.062%) IBM Planning Analytics
11 1 (0.062%) Kondor
11 1 (0.062%) Magento
11 1 (0.062%) SAP MDG
11 1 (0.062%) SAP Oil and Gas
Cloud Services
1 637 (39.32%) Azure
2 375 (23.15%) AWS
3 264 (16.30%) Power Platform
4 190 (11.73%) Snowflake
5 184 (11.36%) GCP
6 148 (9.14%) Azure Data Factory
7 121 (7.47%) Matillion
8 113 (6.98%) SaaS
9 103 (6.36%) Azure DevOps
10 102 (6.30%) Azure Cosmos DB
11 91 (5.62%) Serverless
12 88 (5.43%) Azure Synapse Analytics
13 61 (3.77%) AWS Lambda
14 40 (2.47%) PaaS
15 33 (2.04%) Amazon S3
15 33 (2.04%) Cloud Computing
16 29 (1.79%) Azure Logic Apps
17 27 (1.67%) GitHub
18 26 (1.60%) Cloud Composer
19 25 (1.54%) Azure Functions
Communications & Networking
1 21 (1.30%) HTTP
2 17 (1.05%) FTP
3 15 (0.93%) SMS
4 13 (0.80%) TCP/IP
5 8 (0.49%) Internet
6 5 (0.31%) LoRaWAN
7 3 (0.19%) Broadband
7 3 (0.19%) PBX
8 2 (0.12%) Kerberos
8 2 (0.12%) Unified Communications
9 1 (0.062%) HTTPS
9 1 (0.062%) Intranet
9 1 (0.062%) VLAN
9 1 (0.062%) VPN
Database & Business Intelligence
1 498 (30.74%) Data Warehouse
2 324 (20.00%) SQL Server
3 303 (18.70%) Big Data
4 292 (18.02%) Data Lake
5 220 (13.58%) Power BI
6 214 (13.21%) Metadata
7 181 (11.17%) SQL Server Integration Services
8 129 (7.96%) NoSQL
9 98 (6.05%) Star Schema
10 93 (5.74%) Elasticsearch
11 92 (5.68%) Tableau
12 80 (4.94%) Hadoop
13 78 (4.81%) SQL Server Reporting Services
14 72 (4.44%) Pentaho
15 67 (4.14%) Relational Database
16 64 (3.95%) Apache Hive
17 61 (3.77%) Azure SQL Data Warehouse
18 52 (3.21%) Azure SQL Database
19 51 (3.15%) Data Mining
20 43 (2.65%) OLTP
Development Applications
1 97 (5.99%) GitLab
2 96 (5.93%) Git (software)
3 66 (4.07%) JIRA
4 40 (2.47%) SQL Server Management Studio (SSMS)
5 31 (1.91%) ERwin
6 22 (1.36%) Jenkins
7 19 (1.17%) PowerDesigner
8 17 (1.05%) ER Studio
9 15 (0.93%) Bitbucket
9 15 (0.93%) Cypress.io
9 15 (0.93%) Jasmine
10 9 (0.56%) Visual Studio
11 8 (0.49%) SonarQube
12 7 (0.43%) Rational Performance Tester
13 6 (0.37%) Ant
13 6 (0.37%) CircleCI
14 5 (0.31%) Team Foundation Server
15 4 (0.25%) kappa
16 2 (0.12%) Visual Studio Team System
17 1 (0.062%) TeamCity
General
1 518 (31.98%) Social Skills
2 326 (20.12%) Finance
3 278 (17.16%) Analytical Skills
4 130 (8.02%) Legal
5 80 (4.94%) Banking
6 75 (4.63%) Marketing
7 61 (3.77%) Inclusion and Diversity
8 58 (3.58%) Retail
9 53 (3.27%) Pharmaceutical
10 47 (2.90%) Games
11 44 (2.72%) Presentation Skills
12 43 (2.65%) Public Sector
13 38 (2.35%) Advertising
14 28 (1.73%) Influencing Skills
15 27 (1.67%) Wearables
16 24 (1.48%) Telecoms
17 22 (1.36%) Law
17 22 (1.36%) Manufacturing
18 21 (1.30%) Organisational Skills
19 20 (1.23%) Financial Institution
Job Titles
1 447 (27.59%) Data Engineer
2 357 (22.04%) Architect
3 228 (14.07%) Developer
4 198 (12.22%) Data Architect
5 139 (8.58%) Analyst
6 127 (7.84%) Software Engineer
7 121 (7.47%) Solutions Architect
8 110 (6.79%) Senior Data Engineer
9 89 (5.49%) Senior Software Engineer
10 77 (4.75%) Data Manager
11 62 (3.83%) Principal Architect
12 57 (3.52%) Software Developer
13 56 (3.46%) Programmer
14 51 (3.15%) Consultant
14 51 (3.15%) Senior Developer
15 50 (3.09%) Data Analyst
16 48 (2.96%) .NET Software Engineer
16 48 (2.96%) Senior .NET Software Engineer
17 47 (2.90%) Business Intelligence Developer
17 47 (2.90%) Developer/Software Engineer
Libraries, Frameworks & Software Standards
1 152 (9.38%) REST
2 151 (9.32%) HTML
3 116 (7.16%) AngularJS
4 105 (6.48%) .NET
5 95 (5.86%) HTML5
6 92 (5.68%) CSS
7 81 (5.00%) JSON
8 76 (4.69%) React
9 66 (4.07%) jQuery
10 57 (3.52%) Web Services
11 54 (3.33%) XML
12 50 (3.09%) .NET Framework
13 48 (2.96%) Serverless Framework
14 47 (2.90%) Kafka
15 35 (2.16%) PySpark
15 35 (2.16%) Spring
16 34 (2.10%) CSS3
17 30 (1.85%) SOAP
18 29 (1.79%) RabbitMQ
19 28 (1.73%) EDI
Miscellaneous
1 210 (12.96%) Data Structures
2 159 (9.81%) User Experience
3 140 (8.64%) Self-Motivation
4 91 (5.62%) Enterprise Software
5 81 (5.00%) Algorithms
5 81 (5.00%) Management Information System
6 79 (4.88%) Cloud Native
7 74 (4.57%) Renewable Energy
8 67 (4.14%) Mobile App
9 57 (3.52%) Reference Data
10 35 (2.16%) Robotics
11 34 (2.10%) IoT
12 26 (1.60%) Virtual Team
13 23 (1.42%) Blog
14 22 (1.36%) Cyber Defence
15 19 (1.17%) Replication
16 18 (1.11%) Data Centre
17 16 (0.99%) Biotechnology
17 16 (0.99%) Data Fabric
17 16 (0.99%) Public Cloud
Operating Systems
1 29 (1.79%) Linux
2 23 (1.42%) Unix
3 20 (1.23%) Windows
4 6 (0.37%) Android
4 6 (0.37%) Apple iOS
5 5 (0.31%) Windows Server
Processes & Methodologies
1 711 (43.89%) Data Modelling
2 690 (42.59%) Analytics
3 615 (37.96%) Agile
4 586 (36.17%) ETL
5 460 (28.40%) Business Intelligence
6 455 (28.09%) Problem-Solving
7 386 (23.83%) Data Management
8 378 (23.33%) Data Engineering
9 319 (19.69%) Data Analytics
10 292 (18.02%) Data Analysis
11 274 (16.91%) Data Science
12 269 (16.60%) Data Pipeline
13 267 (16.48%) Visualisation
14 258 (15.93%) DevOps
15 242 (14.94%) Software Engineering
16 240 (14.81%) Data Architecture
17 237 (14.63%) Data Governance
18 216 (13.33%) CI/CD
19 214 (13.21%) Data Transformation
20 213 (13.15%) Artificial Intelligence
Programming Languages
1 730 (45.06%) SQL
2 428 (26.42%) Python
3 160 (9.88%) Java
4 151 (9.32%) JavaScript
5 116 (7.16%) C#
6 102 (6.30%) R
7 86 (5.31%) T-SQL
8 68 (4.20%) PowerShell
9 40 (2.47%) TypeScript
10 37 (2.28%) Scala
11 30 (1.85%) PHP
12 21 (1.30%) C++
13 19 (1.17%) PL/SQL
13 19 (1.17%) Shell Script
14 18 (1.11%) Go
15 17 (1.05%) Bash
15 17 (1.05%) C
16 13 (0.80%) VB
16 13 (0.80%) VBScript
17 11 (0.68%) Data Analysis Expressions (DAX)
Qualifications
1 413 (25.49%) Degree
2 88 (5.43%) Computer Science Degree
3 68 (4.20%) TOGAF Certification
4 66 (4.07%) Numerate Degree
5 49 (3.02%) Master's Degree
6 40 (2.47%) Security Cleared
7 37 (2.28%) Microsoft Certification
8 24 (1.48%) SC Cleared
9 18 (1.11%) AWS Certification
10 12 (0.74%) HND
10 12 (0.74%) PhD
11 6 (0.37%) HNC
11 6 (0.37%) PMI Certification
12 4 (0.25%) MBA
12 4 (0.25%) PMP
12 4 (0.25%) Postgraduate
13 3 (0.19%) ITIL Certification
14 2 (0.12%) CAPM
14 2 (0.12%) ISEB
14 2 (0.12%) ISTQB
Quality Assurance & Compliance
1 453 (27.96%) Data Quality
2 34 (2.10%) QA
3 22 (1.36%) GDPR
4 21 (1.30%) Accessibility
5 18 (1.11%) SLA
6 10 (0.62%) IEC 62304
6 10 (0.62%) ISO 13485
6 10 (0.62%) Sarbanes-Oxley
7 6 (0.37%) COBIT
8 5 (0.31%) ISO/IEC 27001
9 4 (0.25%) SEPA
10 1 (0.062%) MiFID
System Software
1 38 (2.35%) Docker
2 18 (1.11%) Active Directory
3 13 (0.80%) Apache Flume
4 6 (0.37%) HDFS
5 2 (0.12%) VMware Infrastructure
6 1 (0.062%) Virtual Machines
Systems Management
1 25 (1.54%) Kubernetes
2 11 (0.68%) Terraform
3 4 (0.25%) Ansible
4 3 (0.19%) Puppet
5 2 (0.12%) HP ALM
6 1 (0.062%) Control-M
6 1 (0.062%) Kibana
6 1 (0.062%) MIIS
6 1 (0.062%) Rundeck
6 1 (0.062%) Single Sign-On
Vendors
1 257 (15.86%) Microsoft
2 175 (10.80%) Oracle
3 168 (10.37%) Informatica
4 101 (6.23%) Google
5 94 (5.80%) Databricks
5 94 (5.80%) Talend
6 76 (4.69%) Salesforce.com
7 69 (4.26%) SAP
8 61 (3.77%) MuleSoft
9 43 (2.65%) IBM
10 29 (1.79%) Remedy
11 26 (1.60%) Ab Initio
12 23 (1.42%) Alteryx
13 22 (1.36%) Teradata
14 20 (1.23%) Adobe
15 19 (1.17%) Workday
16 15 (0.93%) Cognizant
16 15 (0.93%) Syncsort
17 14 (0.86%) Cisco
17 14 (0.86%) DocuSign