Period
to 6 April 2020

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 6 April 2020 with a comparison to the same period in the previous 2 years.

Apache Airflow
UK > England
6 months to
6 Apr 2020
Same period 2019 Same period 2018
Rank 759 1033 1127
Rank change year-on-year +274 +94 +20
Permanent jobs citing Apache Airflow 195 63 41
As % of all permanent jobs advertised in England 0.18% 0.046% 0.025%
As % of the Application Platforms category 1.27% 0.29% 0.15%
Number of salaries quoted 174 53 38
Median annual salary £78,750 £77,500 £66,250
Median salary % change year-on-year +1.61% +16.98% -5.36%
10th Percentile £52,500 £51,500 £25,000
90th Percentile £106,750 £94,500 £88,250
UK median annual salary £78,750 £76,250 £65,000
% change year-on-year +3.28% +17.31% -7.14%

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 15,392 21,424 27,721
As % of all permanent IT jobs advertised in England 14.27% 15.48% 16.68%
Number of salaries quoted 12,252 17,083 22,959
Median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +6.38%
10th Percentile £28,750 £28,380 £27,500
90th Percentile £85,000 £85,000 £80,000
UK median annual salary £50,000 £50,000 £49,500
% change year-on-year - +1.01% +9.35%

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 6 April 2020.

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 6 April 2020. 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 +232 180 £80,000 +3.23% 17
Midlands +57 7 £55,000 +41.94%
West Midlands - 7 £55,000 -
South East +62 6 £57,500 +9.52% 1
North of England +77 1 £55,000 +2.33%
North West +42 1 £55,000 +2.33%
South West - 1 - -
Apache Airflow
UK

For the 6 months to 6 April 2020, 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.

1 161 (82.56%) Python
2 132 (67.69%) AWS
3 115 (58.97%) ETL
4 112 (57.44%) SQL
5 107 (54.87%) GCP
6 94 (48.21%) Data Science
7 87 (44.62%) Scala
8 84 (43.08%) Kafka
9 83 (42.56%) Java
10 82 (42.05%) Analytics
11 81 (41.54%) PostgreSQL
12 79 (40.51%) Apache Spark
13 77 (39.49%) Google
13 77 (39.49%) Big Data
14 69 (35.38%) BigQuery
15 66 (33.85%) Amazon Redshift
16 62 (31.79%) Data Engineering
17 58 (29.74%) Business Intelligence
18 57 (29.23%) NoSQL
19 55 (28.21%) Luigi
20 54 (27.69%) Hadoop
21 53 (27.18%) Machine Learning
22 52 (26.67%) DevOps
23 50 (25.64%) Data Warehouse
24 47 (24.10%) Azure
25 45 (23.08%) Amazon S3
26 43 (22.05%) Analytical Skills
26 43 (22.05%) Apache
27 42 (21.54%) Docker
28 40 (20.51%) Kubernetes

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 79 (40.51%) Apache Spark
2 55 (28.21%) Luigi
3 43 (22.05%) Apache
4 13 (6.67%) Elasticsearch
5 12 (6.15%) Jupyter
6 1 (0.51%) Apache Pig
6 1 (0.51%) Confluence
6 1 (0.51%) nginx
6 1 (0.51%) OpenWhisk
Applications
1 1 (0.51%) Spreadsheet
Business Applications
1 1 (0.51%) Sparx Enterprise Architect
Cloud Services
1 132 (67.69%) AWS
2 107 (54.87%) GCP
3 47 (24.10%) Azure
4 45 (23.08%) Amazon S3
5 32 (16.41%) Amazon EMR
6 27 (13.85%) Amazon EC2
7 20 (10.26%) Power Platform
8 13 (6.67%) Amazon Kinesis
8 13 (6.67%) Serverless
9 9 (4.62%) Virtual Private Cloud
10 8 (4.10%) Stackdriver
11 7 (3.59%) Amazon CloudWatch
11 7 (3.59%) Amazon ECS
11 7 (3.59%) Amazon EKS
11 7 (3.59%) AWS CloudTrail
11 7 (3.59%) AWS Lambda
11 7 (3.59%) Cloud Computing
11 7 (3.59%) GitHub
12 6 (3.08%) Adobe Analytics
12 6 (3.08%) AWS Data Pipeline
Communications & Networking
1 7 (3.59%) Network Security
2 1 (0.51%) IPFS
Database & Business Intelligence
1 81 (41.54%) PostgreSQL
2 77 (39.49%) Big Data
3 69 (35.38%) BigQuery
4 66 (33.85%) Amazon Redshift
5 57 (29.23%) NoSQL
6 54 (27.69%) Hadoop
7 50 (25.64%) Data Warehouse
8 37 (18.97%) Snowflake Schema
9 32 (16.41%) SQL Server
10 27 (13.85%) Amazon RDS
11 26 (13.33%) Apache Cassandra
11 26 (13.33%) Relational Database
12 25 (12.82%) Looker
13 23 (11.79%) Amazon DynamoDB
13 23 (11.79%) Data Lake
14 22 (11.28%) Apache Hive
14 22 (11.28%) MySQL
15 20 (10.26%) Amazon Athena
15 20 (10.26%) Power BI
16 19 (9.74%) Flink
Development Applications
1 13 (6.67%) Jenkins
2 10 (5.13%) Git (software)
3 7 (3.59%) Bitbucket
4 5 (2.56%) Flyway
4 5 (2.56%) Liquibase
5 2 (1.03%) Octopus Deploy
5 2 (1.03%) ProC
5 2 (1.03%) Subversion
5 2 (1.03%) TeamCity
5 2 (1.03%) Travis CI
6 1 (0.51%) CircleCI
6 1 (0.51%) ERwin
6 1 (0.51%) GoCD
6 1 (0.51%) JIRA
6 1 (0.51%) Spinnaker
6 1 (0.51%) Vagrant
General
1 39 (20.00%) Finance
2 13 (6.67%) Legal
3 12 (6.15%) Marketing
4 11 (5.64%) Banking
5 7 (3.59%) Games
6 3 (1.54%) Public Sector
7 2 (1.03%) Back Office
7 2 (1.03%) Financial Institution
7 2 (1.03%) Publishing
8 1 (0.51%) Advertising
8 1 (0.51%) Retail
Job Titles
1 122 (62.56%) Data Engineer
2 28 (14.36%) Senior Data Engineer
3 22 (11.28%) Architect
4 21 (10.77%) Data Architect
5 17 (8.72%) AWS Engineer
6 14 (7.18%) Python Engineer
7 13 (6.67%) Big Data Engineer
7 13 (6.67%) Developer
7 13 (6.67%) Principal Engineer
8 12 (6.15%) DevOps Engineer
9 11 (5.64%) Cloud Engineer
10 10 (5.13%) Data Warehouse Architect
10 10 (5.13%) ETL Architect
10 10 (5.13%) Python Developer
11 7 (3.59%) Lead DevOps
11 7 (3.59%) Lead DevOps Engineer
12 6 (3.08%) Head of Engineering
13 5 (2.56%) Head of Analytics
13 5 (2.56%) Head of Data Analytics
14 4 (2.05%) Principal Data Architect
Libraries, Frameworks & Software Standards
1 84 (43.08%) Kafka
2 21 (10.77%) Spark Streaming
3 20 (10.26%) Web Services
4 18 (9.23%) Apache NiFi
5 14 (7.18%) Pandas
6 8 (4.10%) NumPy
7 5 (2.56%) Akka
7 5 (2.56%) Django
7 5 (2.56%) Elastic Stack
7 5 (2.56%) Node.js
7 5 (2.56%) RabbitMQ
7 5 (2.56%) scikit-learn
8 4 (2.05%) Natural Language Processing
9 3 (1.54%) GraphQL
9 3 (1.54%) LAPP Stack
10 2 (1.03%) Apache Drill
10 2 (1.03%) React
10 2 (1.03%) REST
10 2 (1.03%) SciPy
10 2 (1.03%) Swagger
Miscellaneous
1 43 (22.05%) Analytical Skills
2 28 (14.36%) Data Structures
3 16 (8.21%) Algorithms
4 14 (7.18%) Management Information System
5 9 (4.62%) Self-Motivation
6 7 (3.59%) Cloud Native
6 7 (3.59%) Clustering
6 7 (3.59%) Data Centre
7 3 (1.54%) Greenfield Project
8 2 (1.03%) Hedge funds
9 1 (0.51%) Enterprise Cloud
9 1 (0.51%) Marketing Technology
9 1 (0.51%) User Experience
Operating Systems
1 12 (6.15%) Linux
2 2 (1.03%) Unix
Processes & Methodologies
1 115 (58.97%) ETL
2 94 (48.21%) Data Science
3 82 (42.05%) Analytics
4 62 (31.79%) Data Engineering
5 58 (29.74%) Business Intelligence
6 53 (27.18%) Machine Learning
7 52 (26.67%) DevOps
8 39 (20.00%) Data Architecture
9 38 (19.49%) Data Modelling
9 38 (19.49%) Workflow
10 35 (17.95%) Artificial Intelligence
11 34 (17.44%) Data Analytics
12 32 (16.41%) Computer Science
13 26 (13.33%) OO
14 23 (11.79%) Visualisation
15 22 (11.28%) Data Munging
15 22 (11.28%) Fintech
16 20 (10.26%) Continuous Integration
16 20 (10.26%) Software Engineering
16 20 (10.26%) Test Automation
Programming Languages
1 161 (82.56%) Python
2 112 (57.44%) SQL
3 87 (44.62%) Scala
4 83 (42.56%) Java
5 21 (10.77%) C++
6 16 (8.21%) R
7 12 (6.15%) C#
8 8 (4.10%) Go
9 7 (3.59%) Haskell
10 3 (1.54%) Bash Shell
10 3 (1.54%) JavaScript
11 2 (1.03%) C
11 2 (1.03%) MATLAB
11 2 (1.03%) PL/SQL
11 2 (1.03%) PowerShell
11 2 (1.03%) Ruby
12 1 (0.51%) Cython
12 1 (0.51%) PHP
12 1 (0.51%) Shell Script
12 1 (0.51%) TypeScript
Qualifications
1 31 (15.90%) Degree
2 21 (10.77%) Computer Science Degree
3 2 (1.03%) PhD
4 1 (0.51%) Master's Degree
Quality Assurance & Compliance
1 10 (5.13%) QA
2 8 (4.10%) Data Quality
3 4 (2.05%) ISO/IEC 27001
4 3 (1.54%) GDPR
System Software
1 42 (21.54%) Docker
2 7 (3.59%) Virtual Servers
3 6 (3.08%) HDFS
4 2 (1.03%) Apache ZooKeeper
5 1 (0.51%) Alluxio
5 1 (0.51%) Ceph
5 1 (0.51%) etcd
5 1 (0.51%) Gluster
Systems Management
1 40 (20.51%) Kubernetes
2 36 (18.46%) Terraform
3 15 (7.69%) Oozie
4 13 (6.67%) Ansible
5 9 (4.62%) Opscode Chef
5 9 (4.62%) Puppet
6 5 (2.56%) Salt
7 3 (1.54%) Argo
7 3 (1.54%) Kubeflow
8 1 (0.51%) Graylog
8 1 (0.51%) Istio
8 1 (0.51%) Knative
8 1 (0.51%) Packer
8 1 (0.51%) ZABBIX
Vendors
1 77 (39.49%) Google
2 23 (11.79%) Tableau
3 13 (6.67%) Talend
4 8 (4.10%) SnapLogic
5 7 (3.59%) Microsoft
5 7 (3.59%) Oracle
5 7 (3.59%) Splunk
6 6 (3.08%) Adobe
7 5 (2.56%) Databricks
8 4 (2.05%) Snowplow
8 4 (2.05%) Teradata
9 2 (1.03%) Alias
9 2 (1.03%) Vertica
10 1 (0.51%) Ab Initio
10 1 (0.51%) CA
10 1 (0.51%) Hortonworks
10 1 (0.51%) HubSpot
10 1 (0.51%) IBM
10 1 (0.51%) Informatica
10 1 (0.51%) Salesforce.com