Period
to

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

Extract, Transform and Load (ETL)
England > London
6 months to
19 May 2022
Same period 2021 Same period 2020
Rank 97 93 96
Rank change year-on-year -4 +3 +7
Permanent jobs citing ETL 2,596 1,233 1,383
As % of all permanent jobs advertised in London 3.74% 3.65% 3.50%
As % of the Processes & Methodologies category 3.88% 3.85% 3.71%
Number of salaries quoted 1,376 1,000 1,018
10th Percentile £46,250 £46,250 £41,250
25th Percentile £53,750 £52,500 £48,000
Median annual salary (50th Percentile) £70,000 £65,000 £65,000
Median % change year-on-year +7.69% - +4.00%
75th Percentile £85,000 £82,500 £79,688
90th Percentile £97,500 £95,000 £91,250
England median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

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 66,949 32,050 37,289
As % of all permanent IT jobs advertised in London 96.53% 94.78% 94.42%
Number of salaries quoted 33,858 24,383 30,390
10th Percentile £42,500 £42,500 £38,750
25th Percentile £53,750 £52,500 £50,000
Median annual salary (50th Percentile) £70,000 £70,000 £67,500
Median % change year-on-year - +3.70% +3.85%
75th Percentile £92,500 £87,500 £85,000
90th Percentile £110,000 £105,000 £102,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

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 May 2022.

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 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
Central London +8 361 £70,000 +7.69% 48
West London -40 67 £52,500 -12.50% 5
South London -43 25 £45,000 -21.74% 1
East London - 10 £95,000 - 6
ETL
England

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

1 1,692 (65.18%) SQL
2 1,275 (49.11%) Python
3 1,124 (43.30%) Data Warehouse
4 1,077 (41.49%) Business Intelligence
5 1,068 (41.14%) Analytics
6 970 (37.37%) Azure
7 937 (36.09%) AWS
8 847 (32.63%) Data Modelling
9 846 (32.59%) Agile
10 731 (28.16%) Data Engineering
11 722 (27.81%) Social Skills
12 693 (26.69%) Finance
13 683 (26.31%) Data Pipeline
14 642 (24.73%) Power Platform
15 640 (24.65%) Power BI
16 622 (23.96%) Data Science
17 583 (22.46%) GCP
18 575 (22.15%) Visualisation
19 548 (21.11%) Analytical Skills
20 546 (21.03%) Data Lake
21 516 (19.88%) Big Data
22 498 (19.18%) CI/CD
23 474 (18.26%) DevOps
24 473 (18.22%) SQL Server
25 436 (16.80%) Java
25 436 (16.80%) Tableau
26 411 (15.83%) Microsoft
27 400 (15.41%) Apache Spark
28 399 (15.37%) SQL Server Integration Services
29 388 (14.95%) Machine Learning

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
1 400 (15.41%) Apache Spark
2 331 (12.75%) Apache Airflow
3 172 (6.63%) Apache
4 95 (3.66%) SAS
5 94 (3.62%) Elasticsearch
6 57 (2.20%) Jupyter
7 56 (2.16%) Confluence
8 49 (1.89%) SharePoint
9 38 (1.46%) Luigi
10 21 (0.81%) Apache Pig
11 18 (0.69%) CMS
12 11 (0.42%) Tornado
13 10 (0.39%) Apache Pulsar
14 8 (0.31%) OpenStack
15 7 (0.27%) Oracle SOA Suite
16 4 (0.15%) Sitecore CMS
17 3 (0.12%) Appian
18 1 (0.039%) Adobe Experience Manager
18 1 (0.039%) Apache Synapse
18 1 (0.039%) Mule ESB
Applications
1 153 (5.89%) Microsoft Excel
2 46 (1.77%) Microsoft Office
3 26 (1.00%) SPSS
4 19 (0.73%) MS Visio
5 17 (0.65%) Spreadsheet
6 12 (0.46%) Microsoft PowerPoint
7 9 (0.35%) Stata
8 4 (0.15%) Microsoft Project
9 1 (0.039%) Oracle Smart View
Business Applications
1 19 (0.73%) Salesforce.com CRM
2 17 (0.65%) Oracle Payables
3 16 (0.62%) Dynamics CRM
4 9 (0.35%) FastStats
5 8 (0.31%) Dynamics NAV
6 6 (0.23%) HiPortfolio
6 6 (0.23%) Oracle Financials
7 4 (0.15%) Cognos Business Intelligence
7 4 (0.15%) Loan IQ
8 3 (0.12%) NetSuite
8 3 (0.12%) SAP S/4HANA
8 3 (0.12%) Social Studio
9 2 (0.077%) IBM Planning Analytics
9 2 (0.077%) Infor SunSystems
9 2 (0.077%) Markit EDM
9 2 (0.077%) Maximo
9 2 (0.077%) Payment Gateway
9 2 (0.077%) SAP ERP
9 2 (0.077%) SAP MDM
9 2 (0.077%) SimCorp Dimension
Cloud Services
1 970 (37.37%) Azure
2 937 (36.09%) AWS
3 642 (24.73%) Power Platform
4 583 (22.46%) GCP
5 315 (12.13%) Snowflake
6 303 (11.67%) Azure Data Factory
7 249 (9.59%) Amazon S3
8 143 (5.51%) Azure Synapse Analytics
9 139 (5.35%) SaaS
10 138 (5.32%) GitHub
11 122 (4.70%) Serverless
12 110 (4.24%) Amazon Kinesis
13 86 (3.31%) Azure Cosmos DB
14 76 (2.93%) Collibra
15 70 (2.70%) dbt
16 69 (2.66%) Google Data Studio
17 67 (2.58%) Cloud Computing
18 66 (2.54%) Amazon EMR
19 57 (2.20%) Matillion
20 56 (2.16%) AWS Lambda
Communications & Networking
1 21 (0.81%) Broadband
2 16 (0.62%) Cisco IPT
3 11 (0.42%) DNS
3 11 (0.42%) HTTP
4 9 (0.35%) Internet
5 6 (0.23%) FTP
5 6 (0.23%) Intranet
5 6 (0.23%) Network Security
6 5 (0.19%) DHCP
6 5 (0.19%) Extranet
6 5 (0.19%) Skype
6 5 (0.19%) VPN
7 3 (0.12%) Firewall
8 2 (0.077%) Kerberos
8 2 (0.077%) PPP
8 2 (0.077%) SSH
9 1 (0.039%) Wireless
Database & Business Intelligence
1 1,124 (43.30%) Data Warehouse
2 640 (24.65%) Power BI
3 546 (21.03%) Data Lake
4 516 (19.88%) Big Data
5 473 (18.22%) SQL Server
6 436 (16.80%) Tableau
7 399 (15.37%) SQL Server Integration Services
8 351 (13.52%) Relational Database
9 338 (13.02%) PostgreSQL
10 335 (12.90%) NoSQL
11 310 (11.94%) Hadoop
12 263 (10.13%) Amazon Redshift
13 245 (9.44%) BigQuery
14 240 (9.24%) SQL Server Reporting Services
15 177 (6.82%) SQL Server Analysis Services
16 173 (6.66%) Metadata
17 169 (6.51%) Looker
18 134 (5.16%) Apache Hive
19 123 (4.74%) MySQL
20 122 (4.70%) MongoDB
Development Applications
1 247 (9.51%) Git (software)
2 136 (5.24%) Jenkins
3 106 (4.08%) JIRA
4 60 (2.31%) CircleCI
5 55 (2.12%) Visual Studio
6 47 (1.81%) SQL Server Management Studio (SSMS)
7 32 (1.23%) ERwin
8 27 (1.04%) GitLab
9 21 (0.81%) Bitbucket
10 18 (0.69%) Subversion
11 16 (0.62%) Team Foundation Server
12 13 (0.50%) Cucumber
12 13 (0.50%) RStudio
13 12 (0.46%) Mercurial
13 12 (0.46%) TeamCity
14 10 (0.39%) JUnit
14 10 (0.39%) Selenium
15 9 (0.35%) Atlassian Bamboo
15 9 (0.35%) Maven
15 9 (0.35%) SpecFlow
General
1 722 (27.81%) Social Skills
2 693 (26.69%) Finance
3 548 (21.11%) Analytical Skills
4 231 (8.90%) Marketing
5 204 (7.86%) Banking
6 140 (5.39%) Inclusion and Diversity
7 126 (4.85%) Games
8 119 (4.58%) Retail
9 114 (4.39%) Advertising
10 61 (2.35%) Public Sector
11 58 (2.23%) Organisational Skills
12 53 (2.04%) Law
13 44 (1.69%) Financial Institution
14 37 (1.43%) Presentation Skills
15 33 (1.27%) Influencing Skills
16 29 (1.12%) Manufacturing
16 29 (1.12%) Telecoms
17 28 (1.08%) Legal
18 27 (1.04%) Automotive
19 25 (0.96%) Aviation
Job Titles
1 1,065 (41.02%) Data Engineer
2 392 (15.10%) Developer
3 366 (14.10%) Analyst
4 259 (9.98%) Senior Data Engineer
5 198 (7.63%) Architect
6 182 (7.01%) Data Analyst
7 170 (6.55%) Business Intelligence Developer
8 156 (6.01%) Data Architect
9 114 (4.39%) Software Engineer
10 95 (3.66%) Azure Engineer
11 92 (3.54%) SQL Developer
12 81 (3.12%) Consultant
13 74 (2.85%) Senior Analyst
14 52 (2.00%) Data Manager
15 51 (1.96%) Cloud Engineer
16 50 (1.93%) Data Consultant
16 50 (1.93%) DBA
17 49 (1.89%) ETL Developer
18 48 (1.85%) Business Analyst
19 46 (1.77%) Power BI Developer
Libraries, Frameworks & Software Standards
1 299 (11.52%) Kafka
2 171 (6.59%) PySpark
3 163 (6.28%) .NET
4 145 (5.59%) Pandas
5 121 (4.66%) XML
6 107 (4.12%) Apache Beam
7 98 (3.78%) REST
8 91 (3.51%) JSON
9 67 (2.58%) NumPy
10 65 (2.50%) GraphQL
11 63 (2.43%) React
12 59 (2.27%) Spark Streaming
13 58 (2.23%) AngularJS
14 49 (1.89%) Node.js
14 49 (1.89%) RESTful
15 45 (1.73%) Django
16 44 (1.69%) Spring
17 42 (1.62%) Apache NiFi
18 40 (1.54%) OAuth
18 40 (1.54%) RabbitMQ
Miscellaneous
1 141 (5.43%) Algorithms
2 126 (4.85%) Data Structures
3 108 (4.16%) Self-Motivation
4 85 (3.27%) Management Information System
5 82 (3.16%) Greenfield Project
6 77 (2.97%) Cloud Native
7 62 (2.39%) Public Cloud
8 54 (2.08%) Replication
9 48 (1.85%) User Experience
10 41 (1.58%) Sports Betting
11 37 (1.43%) Virtual Team
12 36 (1.39%) Legacy Systems
13 33 (1.27%) FMCG
14 31 (1.19%) Marketing Technology
15 29 (1.12%) NHS
16 28 (1.08%) IoT
17 26 (1.00%) Equities
17 26 (1.00%) Reference Data
18 23 (0.89%) Social Media
19 22 (0.85%) Credit Risk
Operating Systems
1 143 (5.51%) Linux
2 73 (2.81%) Unix
3 35 (1.35%) Windows
4 11 (0.42%) Apple iOS
5 9 (0.35%) Red Hat Enterprise Linux
6 7 (0.27%) Ubuntu
7 4 (0.15%) Android
8 3 (0.12%) Windows Server
9 1 (0.039%) Solaris
9 1 (0.039%) VMS
Processes & Methodologies
1 1,077 (41.49%) Business Intelligence
2 1,068 (41.14%) Analytics
3 847 (32.63%) Data Modelling
4 846 (32.59%) Agile
5 731 (28.16%) Data Engineering
6 683 (26.31%) Data Pipeline
7 622 (23.96%) Data Science
8 575 (22.15%) Visualisation
9 498 (19.18%) CI/CD
10 474 (18.26%) DevOps
11 388 (14.95%) Machine Learning
12 383 (14.75%) Data Analytics
13 380 (14.64%) Problem-Solving
14 367 (14.14%) Data Management
15 328 (12.63%) Artificial Intelligence
16 307 (11.83%) Data Architecture
17 304 (11.71%) Software Engineering
18 286 (11.02%) Data Integration
19 273 (10.52%) Data Analysis
20 271 (10.44%) Computer Science
Programming Languages
1 1,692 (65.18%) SQL
2 1,275 (49.11%) Python
3 436 (16.80%) Java
4 259 (9.98%) T-SQL
5 257 (9.90%) Scala
6 200 (7.70%) C#
7 129 (4.97%) JavaScript
8 123 (4.74%) R
9 98 (3.78%) PowerShell
10 85 (3.27%) TypeScript
11 83 (3.20%) Bash
12 56 (2.16%) C
13 55 (2.12%) PL/SQL
14 41 (1.58%) Data Analysis Expressions (DAX)
15 37 (1.43%) Shell Script
16 32 (1.23%) Ruby
17 31 (1.19%) C++
18 30 (1.16%) Perl
19 29 (1.12%) Go
20 25 (0.96%) Kotlin
Qualifications
1 288 (11.09%) Degree
2 120 (4.62%) Computer Science Degree
3 53 (2.04%) Master's Degree
4 23 (0.89%) Security Cleared
5 19 (0.73%) Cisco Certification
5 19 (0.73%) SC Cleared
6 17 (0.65%) AWS Certification
7 16 (0.62%) (ISC)2 CCSP
7 16 (0.62%) CISSP
7 16 (0.62%) PMI Certification
8 12 (0.46%) PhD
9 8 (0.31%) MySQL Certification
10 3 (0.12%) CCNA
10 3 (0.12%) ISEB
11 2 (0.077%) DV Cleared
11 2 (0.077%) Numerate Degree
11 2 (0.077%) PMP
11 2 (0.077%) Postgraduate
11 2 (0.077%) PRINCE2 Certification
11 2 (0.077%) Tableau Certification
Quality Assurance & Compliance
1 330 (12.71%) Data Quality
2 115 (4.43%) QA
3 82 (3.16%) GDPR
4 39 (1.50%) CDISC
4 39 (1.50%) HL7
5 28 (1.08%) Accessibility
6 16 (0.62%) ISO/IEC 27001
7 12 (0.46%) SLA
8 8 (0.31%) Solvency II
9 6 (0.23%) MiFID
10 4 (0.15%) EMIR
11 3 (0.12%) Sarbanes-Oxley
12 2 (0.077%) Cyber Essentials
12 2 (0.077%) Cyber Essentials PLUS
12 2 (0.077%) NIST
12 2 (0.077%) PMO
13 1 (0.039%) Actionable Recommendations
13 1 (0.039%) IFRS
13 1 (0.039%) IFRS 17
System Software
1 247 (9.51%) Docker
2 57 (2.20%) Apache Flume
3 31 (1.19%) Active Directory
4 20 (0.77%) HDFS
5 5 (0.19%) Citrix Hypervisor
5 5 (0.19%) Hyper-V
6 3 (0.12%) LXC
6 3 (0.12%) VirtualBox
7 2 (0.077%) Virtual Machines
7 2 (0.077%) zsh
Systems Management
1 240 (9.24%) Kubernetes
2 204 (7.86%) Terraform
3 62 (2.39%) Ansible
4 46 (1.77%) Oozie
5 31 (1.19%) Grafana
6 23 (0.89%) Argo
7 15 (0.58%) Opscode Chef
7 15 (0.58%) Prometheus
8 12 (0.46%) Failover Clustering
9 11 (0.42%) Proxmox
10 7 (0.27%) Control-M
10 7 (0.27%) Puppet
11 5 (0.19%) Single Sign-On
12 3 (0.12%) Docker Swarm
12 3 (0.12%) Istio
12 3 (0.12%) Microsoft Intune
13 2 (0.077%) Rundeck
14 1 (0.039%) Automic
14 1 (0.039%) Hadoop YARN
14 1 (0.039%) Mesos
Vendors
1 411 (15.83%) Microsoft
2 340 (13.10%) Google
3 270 (10.40%) Databricks
4 262 (10.09%) Oracle
5 166 (6.39%) Informatica
6 129 (4.97%) Talend
7 97 (3.74%) Alteryx
8 78 (3.00%) Salesforce.com
9 68 (2.62%) Cloudera
10 56 (2.16%) IBM
11 45 (1.73%) SAP
12 42 (1.62%) Teradata
13 39 (1.50%) MicroStrategy
14 29 (1.12%) Cognos
15 28 (1.08%) Workday
16 26 (1.00%) CA
16 26 (1.00%) Splunk
17 23 (0.89%) Facebook
18 22 (0.85%) MuleSoft
19 21 (0.81%) SnapLogic