Period
to 15 September 2019

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 15 September 2019 with a comparison to the same period in the previous 2 years.

Apache Airflow
UK > England
6 months to
15 Sep 2019
Same period 2018 Same period 2017
Rank 934 1096 1127
Rank change year-on-year +162 +31 +129
Permanent jobs citing Apache Airflow 118 45 47
As % of all permanent IT jobs advertised in England 0.091% 0.029% 0.028%
As % of the Application Platforms category 0.61% 0.17% 0.16%
Number of salaries quoted 103 41 44
England median annual salary £72,500 £65,000 £60,000
Median salary % change year-on-year +11.54% +8.33% -5.88%
10th Percentile £51,250 £41,250 £45,000
90th Percentile £88,750 £85,000 £126,250
UK median annual salary £70,000 £65,000 £60,000
% change year-on-year +7.69% +8.33% -5.88%

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 19,263 26,027 29,852
As % of all permanent IT jobs advertised in England 14.89% 16.73% 17.92%
Number of salaries quoted 15,269 21,010 24,136
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £27,500 £28,000 £27,500
90th Percentile £85,000 £82,500 £77,500
UK median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Apache Airflow
Job Vacancy Trend in England

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

Job vacancy trend for Apache Airflow in England

Apache Airflow
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Apache Airflow in England.

Salary trend for Apache Airflow in England

Apache Airflow
Salary Histogram in England

The salary distribution of IT jobs citing Apache Airflow in England over the 6 months to 15 September 2019.

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 15 September 2019. 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 +167 107 £72,500 +11.54% 26
South East +45 6 £62,500 - 2
East of England - 3 £80,000 - 2
Midlands +30 1 £62,500 +2.04%
East Midlands +18 1 £62,500 +2.04%
Apache Airflow
UK

For the 6 months to 15 September 2019, 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.

1 112 (94.92%) Python
2 85 (72.03%) AWS
3 76 (64.41%) SQL
4 63 (53.39%) Apache Spark
5 62 (52.54%) Data Science
6 53 (44.92%) Big Data
7 50 (42.37%) ETL
8 46 (38.98%) GCP
9 44 (37.29%) Apache
10 42 (35.59%) Business Intelligence
11 41 (34.75%) Agile Software Development
11 41 (34.75%) Analytics
12 38 (32.20%) Data Warehouse
13 37 (31.36%) Hadoop
13 37 (31.36%) Kafka
14 35 (29.66%) Java
15 34 (28.81%) Google
16 32 (27.12%) BigQuery
17 30 (25.42%) Apache Hive
17 30 (25.42%) Luigi
18 29 (24.58%) Machine Learning
18 29 (24.58%) Linux
19 28 (23.73%) Data Modelling
20 26 (22.03%) PostgreSQL
21 24 (20.34%) Amazon Redshift
21 24 (20.34%) Docker
21 24 (20.34%) Data Engineering
22 23 (19.49%) Scala
23 22 (18.64%) Amazon S3
24 21 (17.80%) Presto

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 63 (53.39%) Apache Spark
2 44 (37.29%) Apache
3 30 (25.42%) Luigi
4 17 (14.41%) Elasticsearch
5 10 (8.47%) Jupyter
6 4 (3.39%) Apache Solr
7 3 (2.54%) SAS
8 1 (0.85%) Apache Pig
Applications
1 2 (1.69%) Microsoft Excel
1 2 (1.69%) SPSS
1 2 (1.69%) Stata
Cloud Services
1 85 (72.03%) AWS
2 46 (38.98%) GCP
3 22 (18.64%) Amazon S3
4 18 (15.25%) Amazon EMR
5 16 (13.56%) Amazon EC2
5 16 (13.56%) Azure
6 7 (5.93%) AWS CloudFormation
7 6 (5.08%) Amazon ELB
8 5 (4.24%) GitHub
9 4 (3.39%) Amazon Kinesis
10 3 (2.54%) AWS Lambda
10 3 (2.54%) Power Platform
10 3 (2.54%) Serverless
11 2 (1.69%) Amazon SageMaker
11 2 (1.69%) Google Analytics
11 2 (1.69%) SaaS
12 1 (0.85%) Amazon SQS
12 1 (0.85%) AWS Data Pipeline
12 1 (0.85%) PaaS
12 1 (0.85%) Qubole
Communications & Networking
1 2 (1.69%) Internet
2 1 (0.85%) MQTT
Database & Business Intelligence
1 53 (44.92%) Big Data
2 38 (32.20%) Data Warehouse
3 37 (31.36%) Hadoop
4 32 (27.12%) BigQuery
5 30 (25.42%) Apache Hive
6 26 (22.03%) PostgreSQL
7 24 (20.34%) Amazon Redshift
8 21 (17.80%) Presto
9 17 (14.41%) SQL Server
10 15 (12.71%) Relational Database
11 14 (11.86%) MySQL
12 10 (8.47%) Amazon RDS
13 9 (7.63%) Looker
14 8 (6.78%) Amazon DynamoDB
14 8 (6.78%) Parquet
14 8 (6.78%) Snowflake Schema
14 8 (6.78%) SQL Server Analysis Services
15 7 (5.93%) Amazon Athena
15 7 (5.93%) NoSQL
16 6 (5.08%) Data Lake
Development Applications
1 21 (17.80%) Git (software)
2 13 (11.02%) Jenkins
3 8 (6.78%) ProC
4 4 (3.39%) Bitbucket
5 3 (2.54%) GoCD
5 3 (2.54%) Travis CI
6 2 (1.69%) GitLab
7 1 (0.85%) Atlassian Bamboo
7 1 (0.85%) Liquibase
7 1 (0.85%) Octopus Deploy
General
1 10 (8.47%) Finance
1 10 (8.47%) Games
2 9 (7.63%) Advertising
2 9 (7.63%) Marketing
3 6 (5.08%) Publishing
4 4 (3.39%) Retail
5 3 (2.54%) Music Industry
5 3 (2.54%) Pharmaceutical
6 2 (1.69%) Banking
6 2 (1.69%) Legal
7 1 (0.85%) Multimedia
7 1 (0.85%) Public Sector
Job Titles
1 79 (66.95%) Data Engineer
2 21 (17.80%) Senior Data Engineer
3 14 (11.86%) AWS Engineer
4 13 (11.02%) Big Data Engineer
5 11 (9.32%) Python Engineer
6 10 (8.47%) Architect
6 10 (8.47%) Data Architect
6 10 (8.47%) Developer
7 9 (7.63%) Cloud Engineer
8 8 (6.78%) Data Science Engineer
9 7 (5.93%) Python Developer
10 6 (5.08%) Backend Developer
10 6 (5.08%) Data Scientist
10 6 (5.08%) Platform Engineer
11 4 (3.39%) Senior Software Engineer
11 4 (3.39%) Software Engineer
12 3 (2.54%) Analyst
12 3 (2.54%) Data Manager
12 3 (2.54%) Linux Engineer
12 3 (2.54%) Ruby Developer
Libraries, Frameworks & Software Standards
1 37 (31.36%) Kafka
2 18 (15.25%) Web Services
3 14 (11.86%) Pandas
4 12 (10.17%) scikit-learn
5 10 (8.47%) Celery
5 10 (8.47%) PySpark
6 9 (7.63%) Apache Beam
7 6 (5.08%) JDBC
7 6 (5.08%) NumPy
7 6 (5.08%) ODBC
7 6 (5.08%) Series 60
8 5 (4.24%) Django
9 4 (3.39%) Flask
9 4 (3.39%) JSON
9 4 (3.39%) RabbitMQ
9 4 (3.39%) REST
10 3 (2.54%) Natural Language Processing
10 3 (2.54%) SpaCy
11 2 (1.69%) Apache NiFi
11 2 (1.69%) Keras
Miscellaneous
1 19 (16.10%) Analytical Skills
2 12 (10.17%) Self-Motivation
3 9 (7.63%) Algorithms
3 9 (7.63%) Data Structures
4 8 (6.78%) Greenfield Project
5 3 (2.54%) Grid Computing
5 3 (2.54%) User Experience
5 3 (2.54%) Video\Live Streaming
6 2 (1.69%) Management Information System
6 2 (1.69%) Replication
7 1 (0.85%) Cloud Native
7 1 (0.85%) Enterprise Cloud
7 1 (0.85%) Mobile App
7 1 (0.85%) Reference Data
7 1 (0.85%) Virtual Team
Operating Systems
1 29 (24.58%) Linux
2 8 (6.78%) Unix
3 2 (1.69%) Android
3 2 (1.69%) Apple iOS
3 2 (1.69%) Windows
Processes & Methodologies
1 62 (52.54%) Data Science
2 50 (42.37%) ETL
3 42 (35.59%) Business Intelligence
4 41 (34.75%) Agile Software Development
4 41 (34.75%) Analytics
5 29 (24.58%) Machine Learning
6 28 (23.73%) Data Modelling
7 24 (20.34%) Data Engineering
8 20 (16.95%) Software Engineering
9 16 (13.56%) DevOps
10 14 (11.86%) Open Source
11 12 (10.17%) Data Analytics
11 12 (10.17%) TDD
11 12 (10.17%) Visualisation
11 12 (10.17%) Workflow
12 11 (9.32%) Continuous Integration
13 10 (8.47%) Computer Science
13 10 (8.47%) Test Automation
14 9 (7.63%) Continuous Delivery
15 8 (6.78%) Artificial Intelligence
Programming Languages
1 112 (94.92%) Python
2 76 (64.41%) SQL
3 35 (29.66%) Java
4 23 (19.49%) Scala
5 15 (12.71%) Shell Script
6 12 (10.17%) C++
7 10 (8.47%) Go
8 9 (7.63%) PL/SQL
9 8 (6.78%) Bash Shell
9 8 (6.78%) C
10 3 (2.54%) Clojure
10 3 (2.54%) Kotlin
10 3 (2.54%) ML
10 3 (2.54%) R
10 3 (2.54%) Ruby
10 3 (2.54%) TypeScript
11 2 (1.69%) MATLAB
11 2 (1.69%) VBA
12 1 (0.85%) C#
12 1 (0.85%) JavaScript
Qualifications
1 5 (4.24%) Degree
2 3 (2.54%) Computer Science Degree
2 3 (2.54%) PhD
Quality Assurance & Compliance
1 3 (2.54%) Data Quality
2 1 (0.85%) ISO/IEC 27001
System Software
1 24 (20.34%) Docker
2 11 (9.32%) HDFS
3 1 (0.85%) Apache Flume
Systems Management
1 17 (14.41%) Terraform
2 12 (10.17%) Kubernetes
3 10 (8.47%) Oozie
4 7 (5.93%) Ansible
5 3 (2.54%) Chronos
5 3 (2.54%) Control-M
5 3 (2.54%) Mesos
5 3 (2.54%) Opscode Chef
5 3 (2.54%) Puppet
6 2 (1.69%) Kibana
6 2 (1.69%) Packer
Vendors
1 34 (28.81%) Google
2 17 (14.41%) Tableau
3 12 (10.17%) Talend
4 11 (9.32%) Oracle
5 9 (7.63%) Teradata
6 6 (5.08%) Ab Initio
6 6 (5.08%) Splunk
7 4 (3.39%) Databricks
8 3 (2.54%) Birst
8 3 (2.54%) IBM
8 3 (2.54%) Microsoft
8 3 (2.54%) Netezza
9 2 (1.69%) Alteryx
9 2 (1.69%) Salesforce.com
9 2 (1.69%) Samsung
10 1 (0.85%) HubSpot
10 1 (0.85%) Zuora