Period
to 21 November 2019

The following table provides summary statistics for permanent job vacancies 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 21 November 2019 with a comparison to the same period in the previous 2 years.

Apache Airflow
UK
6 months to
21 Nov 2019
Same period 2018 Same period 2017
Rank 897 1116 1160
Rank change year-on-year +219 +44 +100
Permanent jobs citing Apache Airflow 159 45 52
As % of all permanent IT jobs advertised in the UK 0.12% 0.028% 0.029%
As % of the Application Platforms category 0.80% 0.17% 0.16%
Number of salaries quoted 136 39 47
UK median annual salary £70,000 £62,500 £60,000
Median salary % change year-on-year +12.00% +4.17% -14.29%
10th Percentile £48,750 £40,250 £45,000
90th Percentile £87,500 £85,000 £126,250
UK excluding London median annual salary £47,500 £52,500 -
% change year-on-year -9.52% - -

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 with a requirement for application platform skills.

All Application Platform Skills
UK
Permanent vacancies with a requirement for application platform skills 19,919 26,332 31,691
As % of all permanent IT jobs advertised in the UK 14.64% 16.14% 17.50%
Number of salaries quoted 16,035 21,186 25,646
UK median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £27,500 £27,750 £27,000
90th Percentile £85,000 £82,500 £77,500
UK excluding London median annual salary £43,500 £43,500 £40,000
% change year-on-year - +8.75% -

Apache Airflow
Job Vacancy Trend

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

Job vacancy trend for Apache Airflow in the UK

Apache Airflow
Salary Trend

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

Salary trend for Apache Airflow in the UK

Apache Airflow
Salary Histogram

The salary distribution of IT jobs citing Apache Airflow over the 6 months to 21 November 2019.

Salary histogram for Apache Airflow in the UK

Apache Airflow
Top 8 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Airflow within the UK over the 6 months to 21 November 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
England +217 154 £70,000 +12.00% 24
London +190 144 £72,500 +11.54% 22
UK excluding London +53 13 £47,500 -9.52% 2
South East +51 5 £62,500 +19.05%
Wales +3 4 £40,000 +23.08%
Midlands +38 3 £47,500 -9.52%
West Midlands - 3 £47,500 -
East of England - 1 £47,500 - 2

For the 6 months to 21 November 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 with a requirement for Apache Airflow.

1 145 (91.19%) Python
2 114 (71.70%) AWS
3 97 (61.01%) SQL
4 89 (55.97%) Data Science
5 82 (51.57%) Apache Spark
6 77 (48.43%) GCP
7 75 (47.17%) Big Data
7 75 (47.17%) ETL
8 69 (43.40%) Business Intelligence
9 64 (40.25%) Google
10 62 (38.99%) BigQuery
11 58 (36.48%) Analytics
12 57 (35.85%) Kafka
13 56 (35.22%) Apache
14 54 (33.96%) Data Warehouse
15 53 (33.33%) Linux
15 53 (33.33%) Hadoop
16 51 (32.08%) Java
16 51 (32.08%) PostgreSQL
17 50 (31.45%) Apache Hive
18 49 (30.82%) Data Modelling
19 46 (28.93%) Agile Software Development
19 46 (28.93%) Machine Learning
20 44 (27.67%) Amazon Redshift
21 42 (26.42%) Luigi
22 38 (23.90%) Presto
23 35 (22.01%) Data Engineering
24 34 (21.38%) SQL Server
25 32 (20.13%) Software Engineering
26 31 (19.50%) DevOps

Apache Airflow
Co-occurring IT Skills 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 82 (51.57%) Apache Spark
2 56 (35.22%) Apache
3 42 (26.42%) Luigi
4 24 (15.09%) Elasticsearch
5 9 (5.66%) Jupyter
6 3 (1.89%) Apache Solr
7 1 (0.63%) Apache Pig
Business Applications
1 1 (0.63%) Sparx Enterprise Architect
Cloud Services
1 114 (71.70%) AWS
2 77 (48.43%) GCP
3 31 (19.50%) Azure
4 30 (18.87%) Amazon S3
5 19 (11.95%) Amazon EMR
6 14 (8.81%) Amazon EC2
7 6 (3.77%) Amazon ELB
7 6 (3.77%) AWS CloudFormation
7 6 (3.77%) GitHub
8 4 (2.52%) Amazon Kinesis
8 4 (2.52%) AWS Data Pipeline
8 4 (2.52%) Cloud Computing
8 4 (2.52%) Power Platform
9 3 (1.89%) AWS Lambda
9 3 (1.89%) Serverless
10 2 (1.26%) Amazon SageMaker
10 2 (1.26%) SaaS
11 1 (0.63%) Datadog
11 1 (0.63%) Google Analytics
11 1 (0.63%) Qubole
Communications & Networking
1 2 (1.26%) Internet
Database & Business Intelligence
1 75 (47.17%) Big Data
2 62 (38.99%) BigQuery
3 54 (33.96%) Data Warehouse
4 53 (33.33%) Hadoop
5 51 (32.08%) PostgreSQL
6 50 (31.45%) Apache Hive
7 44 (27.67%) Amazon Redshift
8 38 (23.90%) Presto
9 34 (21.38%) SQL Server
10 23 (14.47%) MySQL
11 21 (13.21%) Relational Database
12 18 (11.32%) Apache Cassandra
12 18 (11.32%) Flink
13 16 (10.06%) Amazon Athena
13 16 (10.06%) NoSQL
14 15 (9.43%) Looker
14 15 (9.43%) Snowflake Schema
15 14 (8.81%) SQL Server Analysis Services
16 12 (7.55%) HBase
17 10 (6.29%) Data Lake
Development Applications
1 23 (14.47%) Git (software)
2 15 (9.43%) ProC
3 12 (7.55%) Jenkins
4 3 (1.89%) Bitbucket
4 3 (1.89%) Travis CI
5 2 (1.26%) GitLab
5 2 (1.26%) GoCD
6 1 (0.63%) Atlassian Bamboo
6 1 (0.63%) ERwin
6 1 (0.63%) JIRA
6 1 (0.63%) Liquibase
6 1 (0.63%) Octopus Deploy
6 1 (0.63%) Vagrant
General
1 18 (11.32%) Finance
2 15 (9.43%) Games
3 11 (6.92%) Marketing
4 10 (6.29%) Legal
5 9 (5.66%) Advertising
6 8 (5.03%) Retail
7 6 (3.77%) Publishing
8 4 (2.52%) Public Sector
9 3 (1.89%) Back Office
9 3 (1.89%) Banking
9 3 (1.89%) Music Industry
9 3 (1.89%) Pharmaceutical
10 1 (0.63%) Multimedia
Job Titles
1 92 (57.86%) Data Engineer
2 20 (12.58%) Senior Data Engineer
3 19 (11.95%) Big Data Engineer
4 18 (11.32%) Architect
4 18 (11.32%) Developer
5 16 (10.06%) Data Architect
5 16 (10.06%) Python Developer
6 14 (8.81%) AWS Engineer
7 13 (8.18%) Principal Engineer
8 10 (6.29%) Backend Developer
9 9 (5.66%) Cloud Engineer
9 9 (5.66%) Python Engineer
10 8 (5.03%) Data Scientist
11 6 (3.77%) Data Science Engineer
11 6 (3.77%) Data Warehouse Architect
11 6 (3.77%) ETL Architect
11 6 (3.77%) Platform Engineer
12 5 (3.14%) DevOps Engineer
12 5 (3.14%) Senior Data Scientist
13 4 (2.52%) Software Engineer
Libraries, Frameworks & Software Standards
1 57 (35.85%) Kafka
2 28 (17.61%) Web Services
3 23 (14.47%) Pandas
4 19 (11.95%) scikit-learn
5 10 (6.29%) Celery
6 8 (5.03%) Apache Beam
6 8 (5.03%) Django
6 8 (5.03%) Flask
7 6 (3.77%) JDBC
7 6 (3.77%) NumPy
7 6 (3.77%) ODBC
7 6 (3.77%) PySpark
7 6 (3.77%) PyTorch
7 6 (3.77%) Series 60
8 5 (3.14%) JSON
9 4 (2.52%) Natural Language Processing
9 4 (2.52%) RabbitMQ
9 4 (2.52%) REST
10 3 (1.89%) Keras
10 3 (1.89%) XGBoost
Miscellaneous
1 29 (18.24%) Analytical Skills
2 19 (11.95%) Algorithms
3 17 (10.69%) Data Structures
4 10 (6.29%) Self-Motivation
5 6 (3.77%) Greenfield Project
6 4 (2.52%) Data Centre
7 3 (1.89%) Grid Computing
7 3 (1.89%) Management Information System
7 3 (1.89%) Replication
7 3 (1.89%) User Experience
8 2 (1.26%) Enterprise Cloud
8 2 (1.26%) Video\Live Streaming
9 1 (0.63%) Mobile App
9 1 (0.63%) Reference Data
Operating Systems
1 53 (33.33%) Linux
2 8 (5.03%) Unix
3 3 (1.89%) Android
3 3 (1.89%) Apple iOS
4 2 (1.26%) Windows
Processes & Methodologies
1 89 (55.97%) Data Science
2 75 (47.17%) ETL
3 69 (43.40%) Business Intelligence
4 58 (36.48%) Analytics
5 49 (30.82%) Data Modelling
6 46 (28.93%) Agile Software Development
6 46 (28.93%) Machine Learning
7 35 (22.01%) Data Engineering
8 32 (20.13%) Software Engineering
9 31 (19.50%) DevOps
10 24 (15.09%) Data Analytics
10 24 (15.09%) Test Automation
11 16 (10.06%) Site Reliability Engineering
12 15 (9.43%) Data Analysis
12 15 (9.43%) Data Architecture
12 15 (9.43%) Use Case
12 15 (9.43%) Visualisation
13 14 (8.81%) Continuous Integration
13 14 (8.81%) Open Source
14 13 (8.18%) Mentoring
Programming Languages
1 145 (91.19%) Python
2 97 (61.01%) SQL
3 51 (32.08%) Java
4 31 (19.50%) Scala
5 22 (13.84%) Shell Script
6 18 (11.32%) PL/SQL
7 17 (10.69%) Go
8 14 (8.81%) C
9 12 (7.55%) C++
10 8 (5.03%) Bash Shell
11 4 (2.52%) Kotlin
12 3 (1.89%) Clojure
12 3 (1.89%) ML
12 3 (1.89%) Ruby
12 3 (1.89%) TypeScript
13 2 (1.26%) C#
14 1 (0.63%) JavaScript
14 1 (0.63%) R
Qualifications
1 5 (3.14%) Degree
2 3 (1.89%) Computer Science Degree
2 3 (1.89%) PhD
Quality Assurance & Compliance
1 8 (5.03%) Data Quality
2 7 (4.40%) QA
3 5 (3.14%) ISO/IEC 27001
4 3 (1.89%) GDPR
System Software
1 27 (16.98%) Docker
2 21 (13.21%) HDFS
Systems Management
1 22 (13.84%) Kubernetes
2 19 (11.95%) Oozie
3 14 (8.81%) Terraform
4 12 (7.55%) Ansible
5 4 (2.52%) Opscode Chef
5 4 (2.52%) Puppet
6 3 (1.89%) Chronos
6 3 (1.89%) Control-M
6 3 (1.89%) Mesos
6 3 (1.89%) Packer
7 2 (1.26%) Kibana
8 1 (0.63%) Graylog
Vendors
1 64 (40.25%) Google
2 21 (13.21%) Teradata
3 20 (12.58%) Tableau
4 19 (11.95%) Oracle
5 11 (6.92%) Talend
6 7 (4.40%) Ab Initio
7 6 (3.77%) Splunk
8 4 (2.52%) Databricks
8 4 (2.52%) IBM
8 4 (2.52%) Snowplow
9 3 (1.89%) Birst
9 3 (1.89%) Microsoft
9 3 (1.89%) Netezza
9 3 (1.89%) Salesforce.com
10 2 (1.26%) HubSpot
10 2 (1.26%) Samsung
10 2 (1.26%) Zuora
11 1 (0.63%) CA
11 1 (0.63%) Hortonworks
11 1 (0.63%) Sparx