Period
to 28 October 2021

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

Apache Airflow
UK > England
6 months to
28 Oct 2021
Same period 2020 Same period 2019
Rank 581 571 914
Rank change year-on-year -10 +343 +185
Permanent jobs citing Apache Airflow 484 98 146
As % of all permanent jobs advertised in England 0.43% 0.22% 0.12%
As % of the Application Platforms category 3.22% 1.53% 0.78%
Number of salaries quoted 287 90 131
10th Percentile £51,250 £41,000 £51,250
25th Percentile £62,500 £47,500 £56,875
Median annual salary (50th Percentile) £80,000 £65,000 £72,500
Median % change year-on-year +23.08% -10.34% +11.54%
75th Percentile £98,125 £84,688 £81,250
90th Percentile £118,750 £115,500 £95,000
UK median annual salary £80,000 £65,000 £70,000
% change year-on-year +23.08% -7.14% +7.69%

Apache Airflow is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for application platform skills.

All Application Platform Skills
England
Permanent vacancies with a requirement for application platform skills 15,046 6,385 18,641
As % of all permanent IT jobs advertised in England 13.49% 14.01% 14.72%
Number of salaries quoted 9,667 5,370 15,173
10th Percentile £30,650 £31,500 £27,500
25th Percentile £39,750 £40,000 £36,250
Median annual salary (50th Percentile) £55,000 £55,000 £50,000
Median % change year-on-year - +10.00% -
75th Percentile £75,000 £72,500 £70,000
90th Percentile £91,250 £90,000 £85,000
UK median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

Apache Airflow
Job Vacancy Trend in England

Job postings citing Apache Airflow as a proportion of all IT jobs advertised in England.

Job vacancy trend for Apache Airflow in England

Apache Airflow
Salary Trend in England

3-month moving average salary quoted in jobs citing Apache Airflow in England.

Salary trend for Apache Airflow in England

Apache Airflow
Salary Histogram in England

Salary distribution for jobs citing Apache Airflow in England over the 6 months to 28 October 2021.

Salary histogram for Apache Airflow in England

Apache Airflow
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Airflow within the England 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
London +25 397 £85,000 +13.33% 38
North of England -117 19 £55,000 -21.43% 3
East of England -94 17 £85,000 +21.43% 2
South East -162 12 £35,000 -51.72% 3
Yorkshire - 10 £37,500 - 1
North West -93 9 £58,750 -16.07% 2
Midlands - 8 £41,250 -
West Midlands - 7 £30,000 -
South West -108 2 £38,750 -9.88% 2
East Midlands - 1 £52,500 -
Apache Airflow
UK

For the 6 months to 28 October 2021, IT jobs citing Apache Airflow 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 England region with a requirement for Apache Airflow.

1 430 (88.84%) Python
2 360 (74.38%) AWS
3 292 (60.33%) SQL
4 227 (46.90%) GCP
5 226 (46.69%) ETL
6 220 (45.45%) Big Data
7 211 (43.60%) Analytics
8 203 (41.94%) Data Warehouse
9 200 (41.32%) Kafka
10 199 (41.12%) Data Science
11 189 (39.05%) Azure
12 174 (35.95%) Apache Spark
13 170 (35.12%) Kubernetes
13 170 (35.12%) Agile Software Development
14 169 (34.92%) Java
15 167 (34.50%) Data Pipeline
16 166 (34.30%) Docker
17 164 (33.88%) DevOps
18 163 (33.68%) Data Engineering
19 159 (32.85%) Terraform
20 153 (31.61%) Business Intelligence
21 146 (30.17%) Apache
22 120 (24.79%) Google
22 120 (24.79%) Amazon Redshift
23 116 (23.97%) Finance
24 114 (23.55%) Machine Learning
25 107 (22.11%) Scala
26 101 (20.87%) Serverless
27 99 (20.45%) BigQuery
28 98 (20.25%) Snowflake

Apache Airflow
Co-occurring IT Skills in England 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
1 174 (35.95%) Apache Spark
2 146 (30.17%) Apache
3 59 (12.19%) Luigi
4 27 (5.58%) Confluence
5 21 (4.34%) Elasticsearch
6 20 (4.13%) Gunicorn
7 10 (2.07%) Apache Pig
8 6 (1.24%) Tomcat
9 1 (0.21%) Apache Pulsar
9 1 (0.21%) CMS
9 1 (0.21%) Jupyter
9 1 (0.21%) SAS
Applications
1 1 (0.21%) Microsoft Excel
Business Applications
1 1 (0.21%) Sentinel
Cloud Services
1 360 (74.38%) AWS
2 227 (46.90%) GCP
3 189 (39.05%) Azure
4 101 (20.87%) Serverless
5 98 (20.25%) Snowflake
6 60 (12.40%) Amazon S3
7 59 (12.19%) AWS Lambda
8 58 (11.98%) Power Platform
9 51 (10.54%) GitHub
10 47 (9.71%) Amazon Kinesis
11 45 (9.30%) Amazon EMR
12 41 (8.47%) Amazon EC2
13 40 (8.26%) dbt
14 32 (6.61%) AWS Step Functions
15 31 (6.40%) Amazon SQS
16 30 (6.20%) Cloud Functions
17 27 (5.58%) SaaS
18 24 (4.96%) AWS CloudFormation
18 24 (4.96%) GitHub Actions
19 23 (4.75%) Amazon EKS
Communications & Networking
1 19 (3.93%) Cisco IPT
2 10 (2.07%) Firewall
3 9 (1.86%) HTTP
4 1 (0.21%) 5G
4 1 (0.21%) 802.11
4 1 (0.21%) Broadband
4 1 (0.21%) DNS
4 1 (0.21%) FTP
4 1 (0.21%) Kerberos
4 1 (0.21%) RFID
4 1 (0.21%) TCP/IP
4 1 (0.21%) Wireless
Database & Business Intelligence
1 220 (45.45%) Big Data
2 203 (41.94%) Data Warehouse
3 120 (24.79%) Amazon Redshift
4 99 (20.45%) BigQuery
5 95 (19.63%) Hadoop
6 84 (17.36%) PostgreSQL
7 82 (16.94%) Data Lake
8 70 (14.46%) NoSQL
9 68 (14.05%) Amazon Athena
10 60 (12.40%) Tableau
11 58 (11.98%) Power BI
12 48 (9.92%) Apache Hive
12 48 (9.92%) Relational Database
13 47 (9.71%) Amazon RDS
14 46 (9.50%) Looker
15 45 (9.30%) Metadata
16 43 (8.88%) Amazon DynamoDB
17 35 (7.23%) MySQL
18 29 (5.99%) MongoDB
19 28 (5.79%) Amazon Aurora
Development Applications
1 65 (13.43%) Jenkins
2 38 (7.85%) JIRA
3 30 (6.20%) CircleCI
3 30 (6.20%) Git (software)
4 7 (1.45%) Bitbucket
5 4 (0.83%) GitLab
6 3 (0.62%) webpack
7 2 (0.41%) Cypress.io
7 2 (0.41%) ER Studio
7 2 (0.41%) ERwin
7 2 (0.41%) PowerDesigner
7 2 (0.41%) Spinnaker
7 2 (0.41%) Subversion
7 2 (0.41%) TeamCity
8 1 (0.21%) GoCD
8 1 (0.21%) IntelliJ
8 1 (0.21%) Maven
8 1 (0.21%) PyCharm
8 1 (0.21%) RStudio
8 1 (0.21%) Team Foundation Server
General
1 116 (23.97%) Finance
2 89 (18.39%) Social Skills
3 40 (8.26%) Analytical Skills
4 30 (6.20%) Marketing
5 29 (5.99%) Front Office
6 14 (2.89%) Retail
7 12 (2.48%) Russian Language
8 9 (1.86%) Banking
9 8 (1.65%) Advertising
10 7 (1.45%) Games
10 7 (1.45%) Law
11 5 (1.03%) Publishing
12 4 (0.83%) Telecoms
13 2 (0.41%) Legal
14 1 (0.21%) Automotive
14 1 (0.21%) German Language
14 1 (0.21%) Influencing Skills
14 1 (0.21%) Organisational Skills
14 1 (0.21%) Presentation Skills
14 1 (0.21%) Public Sector
Job Titles
1 235 (48.55%) Data Engineer
2 83 (17.15%) Senior Data Engineer
3 65 (13.43%) Python Engineer
4 59 (12.19%) Developer
5 47 (9.71%) Software Engineer
6 35 (7.23%) Big Data Engineer
7 32 (6.61%) Python Developer
8 31 (6.40%) AWS Engineer
9 28 (5.79%) Developer/Software Engineer
10 26 (5.37%) Scala Engineer
11 25 (5.17%) Cloud Engineer
12 22 (4.55%) Python Software Engineer
13 20 (4.13%) Senior Software Engineer
14 19 (3.93%) Analyst
14 19 (3.93%) Security Engineer
14 19 (3.93%) Senior Cloud Engineer
14 19 (3.93%) Senior Security Engineer
15 17 (3.51%) Senior Developer
16 16 (3.31%) Business Intelligence Developer
17 14 (2.89%) Lead Software Engineer
Libraries, Frameworks & Software Standards
1 200 (41.32%) Kafka
2 66 (13.64%) Apache Beam
3 49 (10.12%) REST
4 42 (8.68%) Pandas
5 35 (7.23%) RESTful
6 34 (7.02%) Web Services
7 31 (6.40%) React
8 30 (6.20%) Akka
8 30 (6.20%) NumPy
9 29 (5.99%) AngularJS
10 28 (5.79%) Vue.js
11 23 (4.75%) PySpark
12 22 (4.55%) .NET
13 20 (4.13%) Node.js
13 20 (4.13%) pytest
14 19 (3.93%) ActiveMQ
14 19 (3.93%) Dask
15 14 (2.89%) Ember.js
15 14 (2.89%) Serverless Framework
16 11 (2.27%) RabbitMQ
Miscellaneous
1 40 (8.26%) Data Structures
2 38 (7.85%) Algorithms
2 38 (7.85%) Hedge funds
3 36 (7.44%) Derivative
4 35 (7.23%) Fixed Income
5 21 (4.34%) Self-Motivation
6 13 (2.69%) Greenfield Project
7 10 (2.07%) Cloud Native
7 10 (2.07%) Linux Command Line
7 10 (2.07%) User Experience
8 8 (1.65%) Enterprise Cloud
8 8 (1.65%) Management Information System
9 7 (1.45%) Equities
9 7 (1.45%) Media Streaming
10 6 (1.24%) Clustering
10 6 (1.24%) Data Centre
10 6 (1.24%) Virtual Team
11 4 (0.83%) Analytical Mindset
12 3 (0.62%) Reference Data
12 3 (0.62%) Video Conferencing
Operating Systems
1 51 (10.54%) Linux
2 19 (3.93%) Unix
3 2 (0.41%) Windows
4 1 (0.21%) CentOS
4 1 (0.21%) Red Hat Enterprise Linux
Processes & Methodologies
1 226 (46.69%) ETL
2 211 (43.60%) Analytics
3 199 (41.12%) Data Science
4 170 (35.12%) Agile Software Development
5 167 (34.50%) Data Pipeline
6 164 (33.88%) DevOps
7 163 (33.68%) Data Engineering
8 153 (31.61%) Business Intelligence
9 114 (23.55%) Machine Learning
10 95 (19.63%) Data Modelling
11 89 (18.39%) Software Engineering
12 79 (16.32%) Infrastructure as Code
13 78 (16.12%) Artificial Intelligence
14 67 (13.84%) Data Management
15 60 (12.40%) Data Architecture
15 60 (12.40%) Workflow
16 56 (11.57%) Open Source
16 56 (11.57%) Visualisation
17 54 (11.16%) Data Analytics
18 48 (9.92%) Fintech
Programming Languages
1 430 (88.84%) Python
2 292 (60.33%) SQL
3 169 (34.92%) Java
4 107 (22.11%) Scala
5 55 (11.36%) Bash Shell
6 36 (7.44%) PowerShell
7 33 (6.82%) JavaScript
8 28 (5.79%) C#
9 27 (5.58%) Go
10 26 (5.37%) Kotlin
11 20 (4.13%) R
12 17 (3.51%) Shell Script
13 9 (1.86%) Ruby
14 6 (1.24%) PHP
15 4 (0.83%) C++
15 4 (0.83%) PL/SQL
15 4 (0.83%) T-SQL
16 3 (0.62%) Clojure
17 1 (0.21%) C
17 1 (0.21%) VBA
Qualifications
1 28 (5.79%) Degree
2 19 (3.93%) (ISC)2 CCSP
2 19 (3.93%) AWS Certification
2 19 (3.93%) Cisco Certification
2 19 (3.93%) CISSP
3 7 (1.45%) Computer Science Degree
4 1 (0.21%) Master's Degree
4 1 (0.21%) SAS Certification
4 1 (0.21%) TOGAF Certification
Quality Assurance & Compliance
1 47 (9.71%) Data Quality
2 45 (9.30%) GDPR
3 33 (6.82%) QA
4 20 (4.13%) GRC
System Software
1 166 (34.30%) Docker
2 4 (0.83%) Apache Flume
Systems Management
1 170 (35.12%) Kubernetes
2 159 (32.85%) Terraform
3 37 (7.64%) Prometheus
4 27 (5.58%) Grafana
5 25 (5.17%) Opscode Chef
6 23 (4.75%) Puppet
7 20 (4.13%) Ansible
8 11 (2.27%) Hadoop YARN
9 6 (1.24%) Argo
10 4 (0.83%) Oozie
11 3 (0.62%) Kubeflow
Vendors
1 120 (24.79%) Google
2 38 (7.85%) Microsoft
3 26 (5.37%) Databricks
4 16 (3.31%) Oracle
5 12 (2.48%) Samsung
6 10 (2.07%) Atlassian
6 10 (2.07%) Salesforce.com
6 10 (2.07%) Teradata
7 9 (1.86%) Talend
8 7 (1.45%) Informatica
9 6 (1.24%) StreamSets
10 4 (0.83%) BT
10 4 (0.83%) Cloudera
10 4 (0.83%) Instagram
10 4 (0.83%) Sybase
11 3 (0.62%) IBM
12 2 (0.41%) MKS
13 1 (0.21%) Cadence
13 1 (0.21%) Hortonworks
13 1 (0.21%) Sony