Period
to 19 September 2021

The following table provides summary statistics for permanent job vacancies advertised in 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 19 September 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > London
6 months to
19 Sep 2021
Same period 2020 Same period 2019
Rank 108 118 93
Rank change year-on-year +10 -25 +13
Permanent jobs citing ETL 1,632 614 1,871
As % of all permanent jobs advertised in London 3.37% 2.99% 3.35%
As % of the Processes & Methodologies category 3.53% 3.18% 3.58%
Number of salaries quoted 1,286 465 1,535
10th Percentile £46,250 £41,750 £40,000
25th Percentile £52,500 £52,500 £47,500
Median annual salary (50th Percentile) £65,000 £67,500 £62,500
Median % change year-on-year -3.70% +8.00% +4.17%
75th Percentile £82,500 £83,750 £79,000
90th Percentile £95,625 £95,000 £90,000
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -3.67%

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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 46,256 19,314 52,263
As % of all permanent IT jobs advertised in London 95.44% 94.10% 93.50%
Number of salaries quoted 29,998 16,098 42,560
10th Percentile £42,500 £42,500 £36,250
25th Percentile £52,500 £52,500 £47,500
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% +4.00%
75th Percentile £88,750 £87,500 £82,500
90th Percentile £105,000 £109,650 £100,000
England median annual salary £57,500 £56,832 £52,500
% change year-on-year +1.18% +8.25% +2.94%

ETL
Job Vacancy Trend in London

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

Job vacancy trend for ETL in London

ETL
Salary Trend in London

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

Salary trend for ETL in London

ETL
Salary Histogram in London

Salary distribution for jobs citing ETL in London over the 6 months to 19 September 2021.

Salary histogram for ETL in London

ETL
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the London region over the 6 months to 19 September 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
Central London +18 265 £67,500 -6.90% 54
West London -42 31 £52,500 +10.53% 19
South London -30 22 £47,500 -40.63% 2
East London -19 4 £65,000 -10.34% 22
North London -10 1 £52,500 +31.25% 3
ETL
England

For the 6 months to 19 September 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 London region with a requirement for ETL.

1 1,102 (67.52%) SQL
2 781 (47.86%) Business Intelligence
3 751 (46.02%) Python
4 747 (45.77%) Data Warehouse
5 692 (42.40%) Analytics
6 602 (36.89%) AWS
7 552 (33.82%) Azure
8 472 (28.92%) Data Modelling
9 450 (27.57%) Agile Software Development
10 447 (27.39%) Power Platform
11 445 (27.27%) Power BI
12 426 (26.10%) Finance
13 395 (24.20%) Data Engineering
14 373 (22.86%) Big Data
15 368 (22.55%) Data Science
16 367 (22.49%) SQL Server Integration Services
17 363 (22.24%) Social Skills
18 355 (21.75%) Data Pipeline
19 349 (21.38%) GCP
20 335 (20.53%) SQL Server
21 296 (18.14%) Visualisation
22 294 (18.01%) Microsoft
23 293 (17.95%) Apache Spark
24 268 (16.42%) Tableau
25 248 (15.20%) Java
26 247 (15.13%) Google
27 246 (15.07%) Kafka
27 246 (15.07%) DevOps
28 245 (15.01%) NoSQL
28 245 (15.01%) Data Lake

ETL
Co-occurring IT Skills in 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
1 293 (17.95%) Apache Spark
2 180 (11.03%) Apache Airflow
3 79 (4.84%) Apache
4 54 (3.31%) SharePoint
5 44 (2.70%) Luigi
6 43 (2.63%) Confluence
7 40 (2.45%) Elasticsearch
8 28 (1.72%) Apache Pig
9 22 (1.35%) SAS
10 19 (1.16%) Oracle Application Server
11 14 (0.86%) Jupyter
12 7 (0.43%) Appian
13 5 (0.31%) CMS
13 5 (0.31%) Oracle Workflow
14 2 (0.12%) JBoss
14 2 (0.12%) Tomcat
14 2 (0.12%) WebSphere
15 1 (0.061%) ArcGIS
15 1 (0.061%) Camunda
15 1 (0.061%) OpenStack
Applications
1 172 (10.54%) Microsoft Excel
2 36 (2.21%) Microsoft Office
3 13 (0.80%) MS Visio
4 8 (0.49%) Microsoft Project
5 6 (0.37%) Spreadsheet
6 4 (0.25%) Figma
6 4 (0.25%) Microsoft PowerPoint
7 3 (0.18%) Chatbot
7 3 (0.18%) SPSS
Business Applications
1 25 (1.53%) FastStats
2 15 (0.92%) IBM Planning Analytics
3 8 (0.49%) Dynamics CRM
3 8 (0.49%) Oracle ERP
4 4 (0.25%) Oracle Financials
5 3 (0.18%) Dynamics AX
5 3 (0.18%) FastStats PeopleStage
5 3 (0.18%) Oracle Procure-to-Pay
5 3 (0.18%) SAP MDG
5 3 (0.18%) SAP R/3
5 3 (0.18%) SAP S/4HANA
6 2 (0.12%) Findur
6 2 (0.12%) NetSuite
6 2 (0.12%) SAP ERP
6 2 (0.12%) SAP Oil and Gas
7 1 (0.061%) HFM
7 1 (0.061%) Maximo
7 1 (0.061%) Oracle EBS
7 1 (0.061%) Sentinel
7 1 (0.061%) Unica
Cloud Services
1 602 (36.89%) AWS
2 552 (33.82%) Azure
3 447 (27.39%) Power Platform
4 349 (21.38%) GCP
5 230 (14.09%) Snowflake
6 141 (8.64%) Azure Data Factory
7 113 (6.92%) Serverless
8 102 (6.25%) SaaS
9 92 (5.64%) Amazon S3
10 85 (5.21%) Amazon EMR
11 76 (4.66%) AWS Lambda
12 66 (4.04%) Amazon Kinesis
13 51 (3.13%) Azure Synapse Analytics
14 47 (2.88%) dbt
14 47 (2.88%) IBM Cloud
15 46 (2.82%) Google Analytics
16 44 (2.70%) PaaS
17 43 (2.63%) Matillion
18 36 (2.21%) IaaS
19 33 (2.02%) Microsoft 365
Communications & Networking
1 23 (1.41%) HTTP
2 13 (0.80%) FTP
2 13 (0.80%) Internet
2 13 (0.80%) Intranet
3 7 (0.43%) Extranet
4 5 (0.31%) VPN
5 4 (0.25%) Broadband
5 4 (0.25%) WPA
6 3 (0.18%) DNS
6 3 (0.18%) PuTTY
6 3 (0.18%) WinSCP
7 2 (0.12%) Cisco IPT
7 2 (0.12%) SSL
7 2 (0.12%) Wireless
8 1 (0.061%) BGP
8 1 (0.061%) DSL
8 1 (0.061%) Skype
8 1 (0.061%) SMS
8 1 (0.061%) SSH
Database & Business Intelligence
1 747 (45.77%) Data Warehouse
2 445 (27.27%) Power BI
3 373 (22.86%) Big Data
4 367 (22.49%) SQL Server Integration Services
5 335 (20.53%) SQL Server
6 268 (16.42%) Tableau
7 245 (15.01%) Data Lake
7 245 (15.01%) NoSQL
8 227 (13.91%) Hadoop
9 210 (12.87%) SQL Server Reporting Services
10 199 (12.19%) SQL Server Analysis Services
11 198 (12.13%) Amazon Redshift
12 185 (11.34%) Relational Database
13 150 (9.19%) PostgreSQL
14 123 (7.54%) BigQuery
15 109 (6.68%) MongoDB
16 89 (5.45%) RDBMS
17 88 (5.39%) Amazon Athena
17 88 (5.39%) MySQL
18 87 (5.33%) Looker
Development Applications
1 144 (8.82%) Git (software)
2 102 (6.25%) JIRA
3 98 (6.00%) Jenkins
4 47 (2.88%) Atlassian Bamboo
4 47 (2.88%) Vagrant
5 43 (2.63%) Visual Studio
6 27 (1.65%) Bitbucket
6 27 (1.65%) Oracle APEX
7 21 (1.29%) SQL Server Management Studio (SSMS)
8 16 (0.98%) GitLab
8 16 (0.98%) Selenium
9 15 (0.92%) Checkstyle
9 15 (0.92%) JUnit
9 15 (0.92%) Mockito
9 15 (0.92%) SonarQube
9 15 (0.92%) webpack
10 11 (0.67%) Octopus Deploy
11 10 (0.61%) TeamCity
12 9 (0.55%) Team Foundation Server
13 8 (0.49%) Postman
General
1 426 (26.10%) Finance
2 363 (22.24%) Social Skills
3 239 (14.64%) Analytical Skills
4 81 (4.96%) Banking
4 81 (4.96%) Marketing
5 68 (4.17%) Retail
6 57 (3.49%) Advertising
7 34 (2.08%) Telecoms
8 31 (1.90%) Presentation Skills
9 25 (1.53%) Inclusion and Diversity
10 23 (1.41%) Law
10 23 (1.41%) Organisational Skills
11 19 (1.16%) Games
11 19 (1.16%) Investment Banking
11 19 (1.16%) Public Sector
12 16 (0.98%) Financial Institution
12 16 (0.98%) Influencing Skills
13 15 (0.92%) Manufacturing
14 14 (0.86%) Automotive
15 13 (0.80%) Legal
Job Titles
1 499 (30.58%) Data Engineer
2 352 (21.57%) Developer
3 209 (12.81%) Analyst
4 186 (11.40%) Architect
5 134 (8.21%) Data Architect
6 131 (8.03%) Data Analyst
7 117 (7.17%) Business Intelligence Developer
8 93 (5.70%) Senior Data Engineer
9 84 (5.15%) Consultant
10 71 (4.35%) SQL Developer
11 66 (4.04%) ETL Developer
12 64 (3.92%) Azure Engineer
13 59 (3.62%) Python Engineer
14 54 (3.31%) SQL Analyst
15 49 (3.00%) Senior Developer
16 46 (2.82%) Solutions Architect
17 45 (2.76%) Business Intelligence Analyst
18 44 (2.70%) AWS Engineer
18 44 (2.70%) SQL Data Analyst
19 43 (2.63%) Big Data Engineer
Libraries, Frameworks & Software Standards
1 246 (15.07%) Kafka
2 90 (5.51%) .NET
3 83 (5.09%) REST
4 82 (5.02%) JSON
5 66 (4.04%) Web Services
6 63 (3.86%) React
6 63 (3.86%) Spark Streaming
7 62 (3.80%) Node.js
8 55 (3.37%) PySpark
8 55 (3.37%) XML
9 54 (3.31%) RESTful
10 44 (2.70%) Apache Beam
11 37 (2.27%) AngularJS
11 37 (2.27%) MDX
11 37 (2.27%) Oracle GoldenGate
12 32 (1.96%) Middleware
13 29 (1.78%) Spring
14 26 (1.59%) .NET Core
14 26 (1.59%) HTML
15 23 (1.41%) Elastic Stack
Miscellaneous
1 63 (3.86%) Data Structures
2 52 (3.19%) Management Information System
3 42 (2.57%) Cloud Native
4 41 (2.51%) Public Cloud
5 40 (2.45%) Algorithms
6 38 (2.33%) Hybrid Cloud
7 26 (1.59%) Greenfield Project
8 25 (1.53%) User Experience
9 24 (1.47%) Renewable Energy
9 24 (1.47%) Self-Motivation
10 23 (1.41%) Acoustics
10 23 (1.41%) Marketing Technology
11 21 (1.29%) Virtual Team
12 19 (1.16%) Video Conferencing
13 17 (1.04%) Data Protection Act
13 17 (1.04%) Equities
14 16 (0.98%) Enterprise Software
14 16 (0.98%) Hedge funds
15 12 (0.74%) Analytical Mindset
16 11 (0.67%) NHS
Operating Systems
1 54 (3.31%) Linux
2 46 (2.82%) Unix
3 25 (1.53%) Windows
4 6 (0.37%) Windows Server
5 4 (0.25%) VMS
5 4 (0.25%) Windows 10
6 3 (0.18%) Android
6 3 (0.18%) Apple iOS
6 3 (0.18%) DC/OS
7 1 (0.061%) Windows Server 2012
Processes & Methodologies
1 781 (47.86%) Business Intelligence
2 692 (42.40%) Analytics
3 472 (28.92%) Data Modelling
4 450 (27.57%) Agile Software Development
5 395 (24.20%) Data Engineering
6 368 (22.55%) Data Science
7 355 (21.75%) Data Pipeline
8 296 (18.14%) Visualisation
9 246 (15.07%) DevOps
10 228 (13.97%) Data Architecture
11 225 (13.79%) Data Management
12 208 (12.75%) Migration
13 187 (11.46%) Data Visualisation
14 185 (11.34%) Artificial Intelligence
15 181 (11.09%) Problem-Solving
16 167 (10.23%) Software Engineering
17 155 (9.50%) Machine Learning
18 142 (8.70%) Data Analytics
19 135 (8.27%) Data Integration
20 127 (7.78%) Data Analysis
Programming Languages
1 1,102 (67.52%) SQL
2 751 (46.02%) Python
3 248 (15.20%) Java
4 174 (10.66%) C#
5 146 (8.95%) T-SQL
6 117 (7.17%) R
7 110 (6.74%) Scala
8 99 (6.07%) PowerShell
9 94 (5.76%) JavaScript
10 55 (3.37%) Data Analysis Expressions (DAX)
11 51 (3.13%) PL/SQL
12 41 (2.51%) TypeScript
13 34 (2.08%) Shell Script
14 31 (1.90%) VBA
15 26 (1.59%) Bash Shell
15 26 (1.59%) C
15 26 (1.59%) C++
15 26 (1.59%) Go
16 22 (1.35%) Ruby
17 20 (1.23%) Kotlin
Qualifications
1 132 (8.09%) Degree
2 37 (2.27%) Computer Science Degree
3 24 (1.47%) Security Cleared
4 17 (1.04%) Numerate Degree
5 16 (0.98%) Master's Degree
6 14 (0.86%) ISEB
6 14 (0.86%) ISTQB
7 12 (0.74%) SC Cleared
8 10 (0.61%) BPSS Clearance
8 10 (0.61%) Microsoft Certification
9 8 (0.49%) Oracle Certification
10 5 (0.31%) Cisco Certification
11 4 (0.25%) AWS Certification
12 3 (0.18%) CCNA
12 3 (0.18%) DV Cleared
13 2 (0.12%) CISSP
13 2 (0.12%) CTC Cleared
13 2 (0.12%) PhD
13 2 (0.12%) PMI Certification
13 2 (0.12%) SAS Certification
Quality Assurance & Compliance
1 171 (10.48%) Data Quality
2 76 (4.66%) GDPR
3 54 (3.31%) QA
4 15 (0.92%) SLA
5 7 (0.43%) Accessibility
6 6 (0.37%) GRC
7 4 (0.25%) PCI DSS
7 4 (0.25%) SOC 2
8 3 (0.18%) Solvency II
9 2 (0.12%) Actionable Recommendations
9 2 (0.12%) PMBOK
9 2 (0.12%) PMO
10 1 (0.061%) COREP
10 1 (0.061%) FINREP
10 1 (0.061%) IFRS
10 1 (0.061%) ISO/IEC 27001
10 1 (0.061%) PSD2
10 1 (0.061%) SEPA
10 1 (0.061%) TARGET2
System Software
1 236 (14.46%) Docker
2 47 (2.88%) VirtualBox
3 12 (0.74%) HDFS
4 10 (0.61%) Active Directory
4 10 (0.61%) Virtual Machines
5 6 (0.37%) Apache Flume
6 5 (0.31%) Apache ZooKeeper
6 5 (0.31%) VMware Infrastructure
7 1 (0.061%) Hyper-V
Systems Management
1 198 (12.13%) Kubernetes
2 98 (6.00%) Terraform
3 78 (4.78%) Ansible
4 47 (2.88%) Docker Swarm
5 13 (0.80%) Oozie
6 11 (0.67%) HP Quality Center
7 9 (0.55%) Grafana
8 8 (0.49%) Single Sign-On
9 7 (0.43%) HP ALM
10 6 (0.37%) Argo
11 5 (0.31%) Hadoop YARN
12 4 (0.25%) Control-M
12 4 (0.25%) Prometheus
13 3 (0.18%) Apache Brooklyn
13 3 (0.18%) Marathon
13 3 (0.18%) Mesos
13 3 (0.18%) Microsoft Intune
13 3 (0.18%) Tivoli
14 2 (0.12%) Kibana
15 1 (0.061%) logstash
Vendors
1 294 (18.01%) Microsoft
2 247 (15.13%) Google
3 149 (9.13%) Oracle
4 145 (8.88%) Informatica
5 144 (8.82%) Databricks
6 118 (7.23%) Talend
7 105 (6.43%) IBM
8 83 (5.09%) Salesforce.com
9 73 (4.47%) Cloudera
10 69 (4.23%) Hortonworks
11 44 (2.70%) SAP
12 38 (2.33%) Alteryx
13 28 (1.72%) Adobe
14 26 (1.59%) Salesforce Marketing Cloud
15 25 (1.53%) Apteco
16 18 (1.10%) Teradata
17 17 (1.04%) StreamSets
18 16 (0.98%) MuleSoft
19 15 (0.92%) Cognos
20 14 (0.86%) Apple