Period
to 28 October 2021

The following table provides summary statistics for permanent job vacancies advertised in the South East with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 28 October 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > South East
6 months to
28 Oct 2021
Same period 2020 Same period 2019
Rank 151 140 203
Rank change year-on-year -11 +63 -30
Permanent jobs citing ETL 418 163 394
As % of all permanent jobs advertised in the South East 2.31% 2.01% 1.55%
As % of the Processes & Methodologies category 2.47% 2.18% 1.71%
Number of salaries quoted 256 133 309
10th Percentile £35,000 £30,000 £31,200
25th Percentile £41,250 £36,250 £37,500
Median annual salary (50th Percentile) £60,000 £47,500 £50,000
Median % change year-on-year +26.32% -5.00% -
75th Percentile £75,000 £58,750 £62,500
90th Percentile £85,000 £67,500 £72,500
England median annual salary £60,000 £55,000 £53,500
% change year-on-year +9.09% +2.80% -2.73%

ETL 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 the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Permanent vacancies with a requirement for process or methodology skills 16,933 7,475 23,094
As % of all permanent IT jobs advertised in the South East 93.39% 91.97% 91.14%
Number of salaries quoted 11,357 6,201 18,882
10th Percentile £32,000 £31,250 £28,000
25th Percentile £40,500 £40,000 £36,250
Median annual salary (50th Percentile) £52,500 £52,500 £50,000
Median % change year-on-year - +5.00% +5.26%
75th Percentile £67,500 £65,000 £63,750
90th Percentile £80,000 £75,000 £75,000
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

ETL
Job Vacancy Trend in the South East

Job postings citing ETL as a proportion of all IT jobs advertised in the South East.

Job vacancy trend for ETL in the South East

ETL
Salary Trend in the South East

3-month moving average salary quoted in jobs citing ETL in the South East.

Salary trend for ETL in the South East

ETL
Salary Histogram in the South East

Salary distribution for jobs citing ETL in the South East over the 6 months to 28 October 2021.

Salary histogram for ETL in the South East

ETL
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the South East region over the 6 months to 28 October 2021. 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
Thames Valley -10 128 £70,000 +30.23% 28
Surrey -9 83 £57,500 +15.00% 5
Berkshire -11 83 £70,000 - 11
Hampshire -108 77 £48,000 +20.00% 6
West Sussex +37 63 £60,000 +2.13% 2
Kent -16 38 £50,000 -9.91% 1
Buckinghamshire -25 37 £62,500 +38.89% 16
East Sussex -41 24 £67,500 +50.00% 7
Oxfordshire -35 11 £62,500 +13.64% 1
Middlesex +7 2 £50,000 +5.26%
Sussex - 1 £35,000 -
Home Counties - 1 £40,000 -
ETL
England

For the 6 months to 28 October 2021, IT jobs citing ETL 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 South East region with a requirement for ETL.

1 278 (66.51%) SQL
2 169 (40.43%) Azure
3 168 (40.19%) Analytics
4 159 (38.04%) Business Intelligence
5 155 (37.08%) Python
6 154 (36.84%) Agile Software Development
7 136 (32.54%) Data Warehouse
7 136 (32.54%) Data Lake
8 120 (28.71%) Power Platform
8 120 (28.71%) Microsoft
9 118 (28.23%) SQL Server
10 115 (27.51%) Power BI
11 113 (27.03%) AWS
12 110 (26.32%) SQL Server Integration Services
13 109 (26.08%) Data Management
13 109 (26.08%) Big Data
14 107 (25.60%) DevOps
15 106 (25.36%) Social Skills
16 102 (24.40%) C#
17 85 (20.33%) Java
18 83 (19.86%) Data Modelling
19 82 (19.62%) T-SQL
19 82 (19.62%) .NET
19 82 (19.62%) Oracle
19 82 (19.62%) Problem-Solving
20 77 (18.42%) Risk Management
21 72 (17.22%) PowerShell
22 69 (16.51%) Analytical Skills
22 69 (16.51%) SQL Server Reporting Services
23 66 (15.79%) Databricks

ETL
Co-occurring IT Skills in the South East 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 24 (5.74%) Apache Spark
2 22 (5.26%) WebLogic
3 21 (5.02%) Oracle Service Bus
4 15 (3.59%) Apache
5 13 (3.11%) SAS
5 13 (3.11%) SharePoint
6 10 (2.39%) Apache Airflow
7 8 (1.91%) Oracle SOA Suite
8 3 (0.72%) Elasticsearch
8 3 (0.72%) Liferay
9 2 (0.48%) JBoss
10 1 (0.24%) Confluence
10 1 (0.24%) GlassFish
10 1 (0.24%) Jupyter
10 1 (0.24%) NServiceBus
10 1 (0.24%) SharePoint 2010
10 1 (0.24%) Tomcat
Applications
1 29 (6.94%) Microsoft Excel
2 9 (2.15%) Chatbot
2 9 (2.15%) Microsoft Office
3 2 (0.48%) Spreadsheet
4 1 (0.24%) SPSS
Business Applications
1 14 (3.35%) SAP S/4HANA
2 13 (3.11%) Oracle EBS
3 11 (2.63%) Adobe Campaign
4 6 (1.44%) Dynamics CRM
5 4 (0.96%) OPENHousing
6 1 (0.24%) Dynamics AX
6 1 (0.24%) Dynamics NAV
6 1 (0.24%) Remedy ITSM
6 1 (0.24%) SAP BPC
6 1 (0.24%) SAP MDG
6 1 (0.24%) SAP MDM
6 1 (0.24%) Scribe Insight
Cloud Services
1 169 (40.43%) Azure
2 120 (28.71%) Power Platform
3 113 (27.03%) AWS
4 65 (15.55%) Azure Data Factory
5 37 (8.85%) GCP
6 33 (7.89%) Serverless
7 32 (7.66%) Microsoft 365
8 28 (6.70%) Azure Synapse Analytics
9 26 (6.22%) Amazon S3
9 26 (6.22%) Snowflake
10 24 (5.74%) Amazon SQS
10 24 (5.74%) AWS Lambda
11 23 (5.50%) AWS CloudFormation
12 22 (5.26%) Amazon CloudWatch
13 21 (5.02%) Amazon EC2
13 21 (5.02%) Amazon EKS
13 21 (5.02%) Amazon EMR
14 20 (4.78%) GitHub
14 20 (4.78%) GitHub Actions
15 19 (4.55%) AWS CloudTrail
Communications & Networking
1 26 (6.22%) Cisco IPT
2 12 (2.87%) Internet
3 11 (2.63%) Extranet
4 3 (0.72%) HTTP
5 2 (0.48%) VPN
6 1 (0.24%) HTTPS
6 1 (0.24%) LAN
Database & Business Intelligence
1 136 (32.54%) Data Lake
1 136 (32.54%) Data Warehouse
2 118 (28.23%) SQL Server
3 115 (27.51%) Power BI
4 110 (26.32%) SQL Server Integration Services
5 109 (26.08%) Big Data
6 69 (16.51%) SQL Server Reporting Services
7 56 (13.40%) NoSQL
8 40 (9.57%) MongoDB
9 38 (9.09%) Apache Cassandra
10 37 (8.85%) MySQL
11 32 (7.66%) SQL Server Analysis Services
12 29 (6.94%) Amazon Redshift
12 29 (6.94%) Oracle Database
13 27 (6.46%) HDInsight
13 27 (6.46%) Relational Database
14 25 (5.98%) Tableau
15 23 (5.50%) Amazon RDS
16 22 (5.26%) Amazon DynamoDB
16 22 (5.26%) OLAP
Development Applications
1 21 (5.02%) Toad
2 17 (4.07%) ERwin
3 9 (2.15%) kappa
3 9 (2.15%) SQL Server Management Studio (SSMS)
4 7 (1.67%) JIRA
5 6 (1.44%) Oracle APEX
5 6 (1.44%) Team Foundation Server
5 6 (1.44%) TeamCity
6 5 (1.20%) Git (software)
7 4 (0.96%) tSQLt
7 4 (0.96%) Visual Studio
8 3 (0.72%) Bitbucket
9 2 (0.48%) Atlassian Bamboo
9 2 (0.48%) Jenkins
10 1 (0.24%) Mercurial
10 1 (0.24%) Oracle Forms
10 1 (0.24%) Subversion
General
1 106 (25.36%) Social Skills
2 69 (16.51%) Analytical Skills
3 48 (11.48%) Finance
4 26 (6.22%) Marketing
5 22 (5.26%) Police
6 16 (3.83%) Legal
7 13 (3.11%) Public Sector
8 10 (2.39%) Manufacturing
9 5 (1.20%) Back Office
9 5 (1.20%) Banking
9 5 (1.20%) Documentation Skills
9 5 (1.20%) Law
9 5 (1.20%) Pharmaceutical
10 4 (0.96%) Automotive
11 3 (0.72%) Local Government
12 2 (0.48%) Retail Banking
13 1 (0.24%) Aerospace
13 1 (0.24%) Influencing Skills
13 1 (0.24%) Presentation Skills
13 1 (0.24%) Retail
Job Titles
1 115 (27.51%) Developer
2 104 (24.88%) Data Engineer
3 53 (12.68%) Security Engineer
4 52 (12.44%) Architect
5 42 (10.05%) Analyst
6 37 (8.85%) Data Architect
7 35 (8.37%) Business Intelligence Developer
8 32 (7.66%) Senior Developer
9 30 (7.18%) Cloud Engineer
9 30 (7.18%) Data Analyst
10 29 (6.94%) Senior Data Engineer
11 27 (6.46%) Software Engineer
11 27 (6.46%) SQL Developer
12 26 (6.22%) Big Data Engineer
12 26 (6.22%) Cybersecurity Engineer
13 21 (5.02%) Senior Software Engineer
14 19 (4.55%) Data Manager
15 17 (4.07%) Azure Engineer
15 17 (4.07%) Senior Cloud Engineer
15 17 (4.07%) Senior Security Engineer
Libraries, Frameworks & Software Standards
1 82 (19.62%) .NET
2 28 (6.70%) Kafka
3 27 (6.46%) HTML
4 18 (4.31%) .NET Core
5 17 (4.07%) HTML5
6 14 (3.35%) Node.js
7 11 (2.63%) ARM Templates
7 11 (2.63%) PostGIS
8 10 (2.39%) ActiveMQ
9 8 (1.91%) CSS
9 8 (1.91%) Elastic Stack
10 7 (1.67%) React
10 7 (1.67%) Web Services
11 6 (1.44%) Knex.js
11 6 (1.44%) Velocity
11 6 (1.44%) XML
12 5 (1.20%) ASP.NET
12 5 (1.20%) REST
13 4 (0.96%) Middleware
13 4 (0.96%) PySpark
Miscellaneous
1 22 (5.26%) User Experience
2 20 (4.78%) Client/Server
3 18 (4.31%) Cloud Native
4 14 (3.35%) Algorithms
4 14 (3.35%) Data Structures
4 14 (3.35%) Mobile App
5 13 (3.11%) Legacy Systems
6 12 (2.87%) Management Information System
7 11 (2.63%) Acoustics
7 11 (2.63%) Hybrid Cloud
7 11 (2.63%) Self-Motivation
8 5 (1.20%) LIMS
9 4 (0.96%) Greenfield Project
9 4 (0.96%) Legacy Applications
9 4 (0.96%) Virtual Team
10 3 (0.72%) Enterprise Software
11 2 (0.48%) Clustering
11 2 (0.48%) Housing Association
11 2 (0.48%) Life Science
11 2 (0.48%) Linux Command Line
Operating Systems
1 24 (5.74%) Linux
2 21 (5.02%) Solaris
2 21 (5.02%) Unix
3 10 (2.39%) VMS
3 10 (2.39%) Windows
4 2 (0.48%) Amazon Linux
4 2 (0.48%) CentOS
4 2 (0.48%) SUSE
Processes & Methodologies
1 168 (40.19%) Analytics
2 159 (38.04%) Business Intelligence
3 154 (36.84%) Agile Software Development
4 109 (26.08%) Data Management
5 107 (25.60%) DevOps
6 83 (19.86%) Data Modelling
7 82 (19.62%) Problem-Solving
8 77 (18.42%) Risk Management
9 65 (15.55%) Migration
10 60 (14.35%) Artificial Intelligence
11 53 (12.68%) Data Security
12 50 (11.96%) Data Architecture
13 49 (11.72%) Visualisation
14 47 (11.24%) Data Pipeline
15 44 (10.53%) Continuous Integration
15 44 (10.53%) Cybersecurity
15 44 (10.53%) Data Engineering
16 43 (10.29%) Continuous Improvement
17 42 (10.05%) Software Engineering
17 42 (10.05%) Test Automation
Programming Languages
1 278 (66.51%) SQL
2 155 (37.08%) Python
3 102 (24.40%) C#
4 85 (20.33%) Java
5 82 (19.62%) T-SQL
6 72 (17.22%) PowerShell
7 38 (9.09%) PL/SQL
8 34 (8.13%) Scala
9 30 (7.18%) Bash Shell
10 22 (5.26%) JavaScript
10 22 (5.26%) Shell Script
11 17 (4.07%) C++
12 16 (3.83%) Data Analysis Expressions (DAX)
12 16 (3.83%) R
13 15 (3.59%) Go
14 14 (3.35%) C
15 12 (2.87%) VBA
16 6 (1.44%) VB.NET
17 4 (0.96%) MATLAB
17 4 (0.96%) VB
Qualifications
1 30 (7.18%) Security Cleared
2 26 (6.22%) (ISC)2 CCSP
2 26 (6.22%) Cisco Certification
2 26 (6.22%) CISSP
3 21 (5.02%) AWS Certification
3 21 (5.02%) Degree
4 13 (3.11%) Computer Science Degree
5 9 (2.15%) CCSP
6 8 (1.91%) SC Cleared
7 7 (1.67%) TOGAF Certification
8 5 (1.20%) Master's Degree
9 4 (0.96%) Microsoft Certification
10 1 (0.24%) DV Cleared
10 1 (0.24%) ISEB
10 1 (0.24%) ISTQB
10 1 (0.24%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 40 (9.57%) Data Quality
2 31 (7.42%) QA
3 8 (1.91%) GDPR
4 4 (0.96%) CDISC
4 4 (0.96%) PMO
5 1 (0.24%) COBIT
5 1 (0.24%) ISO/IEC 27001
5 1 (0.24%) SLA
System Software
1 30 (7.18%) Docker
2 7 (1.67%) Active Directory
3 6 (1.44%) VMware Infrastructure
4 2 (0.48%) Virtual Machines
4 2 (0.48%) Virtual Servers
Systems Management
1 31 (7.42%) Kubernetes
2 14 (3.35%) Terraform
3 2 (0.48%) Single Sign-On
4 1 (0.24%) Control-M
4 1 (0.24%) HP ALM
Vendors
1 120 (28.71%) Microsoft
2 82 (19.62%) Oracle
3 66 (15.79%) Databricks
4 35 (8.37%) Informatica
5 29 (6.94%) Palantir
6 24 (5.74%) Salesforce.com
7 17 (4.07%) Adobe
8 15 (3.59%) SAP
9 11 (2.63%) BiZZdesign
10 10 (2.39%) Google
10 10 (2.39%) ServiceNow
10 10 (2.39%) TIBCO
11 8 (1.91%) Talend
12 6 (1.44%) Citrix
12 6 (1.44%) Cognos
12 6 (1.44%) VMware
13 5 (1.20%) Sitecore
14 4 (0.96%) Capita
14 4 (0.96%) Civica
14 4 (0.96%) Salesforce Marketing Cloud