Period
to

The following table provides summary statistics for permanent job vacancies advertised in Central London 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 23 May 2022 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
London > Central London
6 months to
23 May 2022
Same period 2021 Same period 2020
Rank 63 72 106
Rank change year-on-year +9 +34 -18
Permanent jobs citing ETL 360 247 262
As % of all permanent jobs advertised in Central London 4.39% 4.06% 2.94%
As % of the Processes & Methodologies category 4.63% 4.27% 3.11%
Number of salaries quoted 321 222 232
10th Percentile £47,500 £47,500 £42,600
25th Percentile £52,500 £52,500 £49,688
Median annual salary (50th Percentile) £70,000 £65,000 £65,000
Median % change year-on-year +7.69% - +8.33%
75th Percentile £85,000 £78,750 £80,313
90th Percentile £95,000 £91,350 £91,250
London median annual salary £70,000 £65,000 £65,000
% change year-on-year +7.69% - +7.44%

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 Central London with a requirement for process or methodology skills.

All Process and Methodology Skills
Central London
Permanent vacancies with a requirement for process or methodology skills 7,771 5,781 8,417
As % of all permanent IT jobs advertised in Central London 94.69% 95.08% 94.36%
Number of salaries quoted 6,253 5,167 7,410
10th Percentile £45,000 £43,547 £40,000
25th Percentile £56,250 £53,750 £51,500
Median annual salary (50th Percentile) £72,500 £70,000 £68,211
Median % change year-on-year +3.57% +2.62% +4.94%
75th Percentile £93,750 £88,750 £85,000
90th Percentile £108,750 £105,000 £100,000
London median annual salary £70,000 £70,000 £67,500
% change year-on-year - +3.70% +3.85%

ETL
Job Vacancy Trend in Central London

Job postings citing ETL as a proportion of all IT jobs advertised in Central London.

Job vacancy trend for ETL in Central London

ETL
Salary Trend in Central London

3-month moving average salary quoted in jobs citing ETL in Central London.

Salary trend for ETL in Central London

ETL
Salary Histogram in Central London

Salary distribution for jobs citing ETL in Central London over the 6 months to 23 May 2022.

Salary histogram for ETL in Central London

ETL
Job Locations in Central London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Central London region over the 6 months to 23 May 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
City of London +5 346 £70,000 +7.69% 43
West End of London +7 6 £47,500 -6.62%
Camden - 2 £68,500 -
Lambeth - 2 £67,500 -
Kensington and Chelsea -2 1 - -
City of Westminster -5 1 £56,757 +11.57%
Southwark - 1 - -
ETL
London

For the 6 months to 23 May 2022, 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 Central London region with a requirement for ETL.

1 234 (65.00%) SQL
2 189 (52.50%) Data Warehouse
3 169 (46.94%) Business Intelligence
4 137 (38.06%) Azure
5 136 (37.78%) Python
6 122 (33.89%) Analytics
7 121 (33.61%) Data Modelling
8 110 (30.56%) Power BI
8 110 (30.56%) Power Platform
9 107 (29.72%) Data Management
10 103 (28.61%) Finance
11 100 (27.78%) SQL Server Integration Services
12 99 (27.50%) SQL Server
13 95 (26.39%) Agile
14 85 (23.61%) Microsoft
15 81 (22.50%) Social Skills
16 76 (21.11%) AWS
17 75 (20.83%) Oracle
18 72 (20.00%) Informatica
19 69 (19.17%) Visualisation
20 65 (18.06%) SQL Server Reporting Services
21 64 (17.78%) Data Quality
22 63 (17.50%) Data Science
23 62 (17.22%) Data Lake
24 60 (16.67%) Snowflake
25 59 (16.39%) Data Engineering
26 56 (15.56%) DevOps
26 56 (15.56%) Problem-Solving
27 51 (14.17%) Data Pipeline
27 51 (14.17%) T-SQL

ETL
Co-occurring IT Skills in Central London 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 32 (8.89%) Apache Spark
2 27 (7.50%) SAS
3 18 (5.00%) SharePoint
4 11 (3.06%) Apache
5 10 (2.78%) Confluence
5 10 (2.78%) Elasticsearch
6 6 (1.67%) Apache Airflow
7 3 (0.83%) Apache Pig
7 3 (0.83%) Appian
8 1 (0.28%) Tornado
Applications
1 37 (10.28%) Microsoft Excel
2 12 (3.33%) Microsoft Office
3 4 (1.11%) Microsoft PowerPoint
4 2 (0.56%) SPSS
4 2 (0.56%) Stata
5 1 (0.28%) MS Visio
Business Applications
1 3 (0.83%) Cognos Business Intelligence
2 2 (0.56%) SAP MDM
3 1 (0.28%) Oracle Assets
3 1 (0.28%) Oracle Payables
3 1 (0.28%) Oracle Procure-to-Pay
3 1 (0.28%) Oracle Receivables
Cloud Services
1 137 (38.06%) Azure
2 110 (30.56%) Power Platform
3 76 (21.11%) AWS
4 60 (16.67%) Snowflake
5 44 (12.22%) GCP
6 40 (11.11%) Azure Data Factory
7 31 (8.61%) Collibra
8 28 (7.78%) Matillion
9 17 (4.72%) Azure Cosmos DB
10 16 (4.44%) Azure Synapse Analytics
11 12 (3.33%) Amazon S3
11 12 (3.33%) Serverless
12 10 (2.78%) Microsoft 365
13 8 (2.22%) GitHub
13 8 (2.22%) SaaS
14 7 (1.94%) Azure Storage
15 6 (1.67%) Amazon EC2
15 6 (1.67%) PaaS
16 5 (1.39%) Amazon EMR
16 5 (1.39%) Azure Machine Learning
Communications & Networking
1 5 (1.39%) Network Security
2 2 (0.56%) Cisco IPT
Database & Business Intelligence
1 189 (52.50%) Data Warehouse
2 110 (30.56%) Power BI
3 100 (27.78%) SQL Server Integration Services
4 99 (27.50%) SQL Server
5 65 (18.06%) SQL Server Reporting Services
6 62 (17.22%) Data Lake
7 45 (12.50%) Big Data
8 43 (11.94%) SQL Server Analysis Services
8 43 (11.94%) Tableau
9 39 (10.83%) NoSQL
10 35 (9.72%) Relational Database
11 30 (8.33%) Hadoop
12 29 (8.06%) Amazon Redshift
13 25 (6.94%) PostgreSQL
14 23 (6.39%) QlikView
15 21 (5.83%) OLAP
16 20 (5.56%) Apache Hive
16 20 (5.56%) Qlik Sense
17 16 (4.44%) MySQL
18 15 (4.17%) OLTP
Development Applications
1 22 (6.11%) JIRA
2 15 (4.17%) Git (software)
3 11 (3.06%) Team Foundation Server
4 10 (2.78%) Jenkins
5 6 (1.67%) Mercurial
5 6 (1.67%) Octopus Deploy
6 4 (1.11%) Atlassian Bamboo
6 4 (1.11%) ERwin
6 4 (1.11%) GitLab
6 4 (1.11%) PowerDesigner
6 4 (1.11%) Visual Studio
7 3 (0.83%) ER Studio
7 3 (0.83%) SQL Server Management Studio (SSMS)
7 3 (0.83%) Vagrant
8 1 (0.28%) Bitbucket
8 1 (0.28%) Maven
8 1 (0.28%) Spinnaker
General
1 103 (28.61%) Finance
2 81 (22.50%) Social Skills
3 30 (8.33%) Advertising
4 25 (6.94%) Analytical Skills
5 19 (5.28%) Influencing Skills
5 19 (5.28%) Law
5 19 (5.28%) Marketing
6 13 (3.61%) Banking
7 10 (2.78%) Public Sector
8 7 (1.94%) Retail
9 6 (1.67%) Financial Institution
9 6 (1.67%) Legal
10 4 (1.11%) Inclusion and Diversity
10 4 (1.11%) Manufacturing
11 2 (0.56%) Games
11 2 (0.56%) Music Industry
11 2 (0.56%) Telecoms
12 1 (0.28%) French Language
12 1 (0.28%) General Ledger
12 1 (0.28%) International Banking
Job Titles
1 91 (25.28%) Analyst
2 90 (25.00%) Data Engineer
3 79 (21.94%) Developer
4 42 (11.67%) Business Intelligence Developer
5 36 (10.00%) Data Analyst
6 30 (8.33%) Business Analyst
7 22 (6.11%) Architect
8 21 (5.83%) Data Manager
8 21 (5.83%) Senior Data Engineer
9 20 (5.56%) HR Analyst
10 19 (5.28%) Data Architect
11 18 (5.00%) ETL Developer
12 17 (4.72%) Data Business Analyst
13 16 (4.44%) Report Manager
13 16 (4.44%) Technical Analyst
14 13 (3.61%) Report Developer
15 12 (3.33%) Azure Engineer
15 12 (3.33%) Business Systems Analyst
15 12 (3.33%) HR Business Analyst
16 11 (3.06%) SQL Developer
Libraries, Frameworks & Software Standards
1 24 (6.67%) .NET
2 11 (3.06%) PySpark
2 11 (3.06%) RESTful
3 8 (2.22%) Kafka
3 8 (2.22%) Pandas
4 4 (1.11%) FastAPI
4 4 (1.11%) Spark Streaming
4 4 (1.11%) Starlette
5 3 (0.83%) AngularJS
5 3 (0.83%) JSON
5 3 (0.83%) Node.js
5 3 (0.83%) React
5 3 (0.83%) Spring
6 2 (0.56%) ASP.NET
6 2 (0.56%) D3.js
6 2 (0.56%) Flask
6 2 (0.56%) RabbitMQ
6 2 (0.56%) SOAP
6 2 (0.56%) Web Services
6 2 (0.56%) XML
Miscellaneous
1 18 (5.00%) Data Structures
2 16 (4.44%) Marketing Technology
3 12 (3.33%) Replication
4 10 (2.78%) Self-Motivation
5 9 (2.50%) Greenfield Project
6 8 (2.22%) Management Information System
6 8 (2.22%) Reference Data
7 7 (1.94%) Cloud Native
7 7 (1.94%) Virtual Team
8 6 (1.67%) Reinsurance
9 5 (1.39%) Private Cloud
10 4 (1.11%) Sports Betting
10 4 (1.11%) User Experience
11 3 (0.83%) Algorithms
11 3 (0.83%) Blockchain
11 3 (0.83%) Derivative
11 3 (0.83%) Enterprise Software
11 3 (0.83%) FMCG
11 3 (0.83%) Legacy Systems
12 2 (0.56%) Fixed Income
Operating Systems
1 22 (6.11%) Unix
2 14 (3.89%) Linux
3 1 (0.28%) Windows
Processes & Methodologies
1 169 (46.94%) Business Intelligence
2 122 (33.89%) Analytics
3 121 (33.61%) Data Modelling
4 107 (29.72%) Data Management
5 95 (26.39%) Agile
6 69 (19.17%) Visualisation
7 63 (17.50%) Data Science
8 59 (16.39%) Data Engineering
9 56 (15.56%) DevOps
9 56 (15.56%) Problem-Solving
10 51 (14.17%) Data Pipeline
11 46 (12.78%) CI/CD
12 44 (12.22%) Data Integration
13 43 (11.94%) Data Governance
14 38 (10.56%) Data Visualisation
15 37 (10.28%) Data Analytics
15 37 (10.28%) Master Data Management
15 37 (10.28%) Requirements Gathering
15 37 (10.28%) Stakeholder Management
16 35 (9.72%) Kimball Methodology
Programming Languages
1 234 (65.00%) SQL
2 136 (37.78%) Python
3 51 (14.17%) Java
3 51 (14.17%) T-SQL
4 26 (7.22%) Scala
5 23 (6.39%) C#
6 12 (3.33%) Data Analysis Expressions (DAX)
6 12 (3.33%) JavaScript
6 12 (3.33%) PowerShell
7 9 (2.50%) PL/SQL
7 9 (2.50%) R
8 7 (1.94%) HiveQL
8 7 (1.94%) Perl
8 7 (1.94%) Shell Script
9 5 (1.39%) Ruby
10 3 (0.83%) Bash
10 3 (0.83%) C++
11 2 (0.56%) MATLAB
12 1 (0.28%) SPARQL
12 1 (0.28%) VBA
Qualifications
1 28 (7.78%) Degree
2 9 (2.50%) SC Cleared
2 9 (2.50%) Security Cleared
3 8 (2.22%) Computer Science Degree
4 3 (0.83%) Master's Degree
5 2 (0.56%) (ISC)2 CCSP
5 2 (0.56%) Cisco Certification
5 2 (0.56%) CISSP
Quality Assurance & Compliance
1 64 (17.78%) Data Quality
2 25 (6.94%) QA
3 14 (3.89%) GDPR
4 7 (1.94%) SLA
4 7 (1.94%) Solvency II
5 3 (0.83%) PMO
6 1 (0.28%) IFRS
6 1 (0.28%) IFRS 17
6 1 (0.28%) MiFID
System Software
1 18 (5.00%) Docker
2 7 (1.94%) HDFS
3 6 (1.67%) Active Directory
4 3 (0.83%) Apache Flume
4 3 (0.83%) VirtualBox
Systems Management
1 14 (3.89%) Terraform
2 9 (2.50%) Kubernetes
3 7 (1.94%) Ansible
4 3 (0.83%) Docker Swarm
4 3 (0.83%) Opscode Chef
5 1 (0.28%) Grafana
5 1 (0.28%) Puppet
Vendors
1 85 (23.61%) Microsoft
2 75 (20.83%) Oracle
3 72 (20.00%) Informatica
4 42 (11.67%) Talend
5 26 (7.22%) Databricks
6 24 (6.67%) IBM
7 23 (6.39%) Workday
8 22 (6.11%) Google
8 22 (6.11%) SAP
9 11 (3.06%) Alteryx
9 11 (3.06%) QAD
9 11 (3.06%) Salesforce.com
10 10 (2.78%) SnapLogic
11 9 (2.50%) Cloudera
12 8 (2.22%) Hortonworks
13 6 (1.67%) Cognos
14 4 (1.11%) Cognizant
14 4 (1.11%) MicroStrategy
14 4 (1.11%) Trillium
15 3 (0.83%) Facebook