Period
to 20 February 2018

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 20 February 2018 with a comparison to the same period in the previous 2 years.

Apache Airflow
UK
6 months to
20 Feb 2018
Same period 2017 Same period 2016
Rank 1149 1171 -
Rank change year-on-year +22 - -
Permanent jobs citing Apache Airflow 49 13 0
As % of all permanent IT jobs advertised in the UK 0.028% 0.007% -
As % of the Application Platforms category 0.16% 0.042% -
Number of salaries quoted 45 13 0
UK median annual salary £65,000 £70,000 -
Median salary % change year-on-year -7.14% - -
UK excluding London median annual salary £30,000 - -

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 29,937 31,070 39,676
As % of all permanent IT jobs advertised in the UK 16.94% 17.78% 18.93%
Number of salaries quoted 24,666 26,000 33,211
UK median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £26,500 £26,250
90th Percentile £77,500 £75,000 £72,500
UK excluding London median annual salary £41,000 £40,000 £40,000
% change year-on-year +2.50% - +2.56%

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 20 February 2018.

Salary histogram for Apache Airflow in the UK

Apache Airflow
Top 6 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 20 February 2018. 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 +17 43 £70,000 - 3
London +16 42 £70,000 - 3
UK excluding London - 7 £30,000 - 1
Northern Ireland - 6 £30,000 -
North West - 1 - -
North of England - 1 - -

For the 6 months to 20 February 2018, 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 43 (87.76%) Python
2 39 (79.59%) Apache Spark
3 27 (55.10%) Scala
3 27 (55.10%) Big Data
4 25 (51.02%) Hadoop
4 25 (51.02%) Data Science
5 23 (46.94%) Linux
5 23 (46.94%) Java
6 22 (44.90%) Relational Database
7 20 (40.82%) SQL
8 19 (38.78%) Machine Learning
9 18 (36.73%) ETL
10 17 (34.69%) Business Intelligence
11 16 (32.65%) Oozie
11 16 (32.65%) Data Engineering
12 15 (30.61%) Kafka
12 15 (30.61%) Workflow
12 15 (30.61%) Apache Hive
12 15 (30.61%) Git (software)
13 13 (26.53%) Hortonworks
13 13 (26.53%) Cloudera
13 13 (26.53%) Analytics
13 13 (26.53%) Luigi
14 12 (24.49%) Data Warehouse
14 12 (24.49%) Software Engineering
14 12 (24.49%) MapReduce
14 12 (24.49%) HBase
15 11 (22.45%) Open Source
15 11 (22.45%) RDBMS
15 11 (22.45%) 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 39 (79.59%) Apache Spark
2 13 (26.53%) Luigi
3 10 (20.41%) SAS
4 5 (10.20%) Apache
5 3 (6.12%) Elasticsearch
6 2 (4.08%) OpenStack
6 2 (4.08%) Oracle Workflow
7 1 (2.04%) Apache Solr
Applications
1 2 (4.08%) HipChat
Cloud Services
1 9 (18.37%) Amazon AWS
2 8 (16.33%) Google Cloud Platform
3 6 (12.24%) Microsoft Azure
4 5 (10.20%) Amazon Kinesis
5 4 (8.16%) Amazon EC2
6 3 (6.12%) Amazon EMR
6 3 (6.12%) AWS Lambda
6 3 (6.12%) Azure Data Factory
6 3 (6.12%) Serverless
7 2 (4.08%) Amazon S3
7 2 (4.08%) SaaS
8 1 (2.04%) Amazon CloudWatch
8 1 (2.04%) GitHub
8 1 (2.04%) Virtual Private Cloud
Communications & Networking
1 2 (4.08%) HTTP
2 1 (2.04%) Firewall
2 1 (2.04%) FIX Connectivity
2 1 (2.04%) LAN
2 1 (2.04%) TCP/IP
2 1 (2.04%) WAN
Database & Business Intelligence
1 27 (55.10%) Big Data
2 25 (51.02%) Hadoop
3 22 (44.90%) Relational Database
4 15 (30.61%) Apache Hive
5 12 (24.49%) Data Warehouse
5 12 (24.49%) HBase
6 11 (22.45%) RDBMS
7 9 (18.37%) Amazon Redshift
7 9 (18.37%) MongoDB
8 8 (16.33%) NoSQL
8 8 (16.33%) SQL Server
9 7 (14.29%) Azkaban
10 5 (10.20%) Looker
11 4 (8.16%) Apache Cassandra
11 4 (8.16%) Data Lake
11 4 (8.16%) Flink
12 3 (6.12%) Cosmos DB
12 3 (6.12%) PostgreSQL
12 3 (6.12%) Power BI
12 3 (6.12%) Redis
Development Applications
1 15 (30.61%) Git (software)
2 4 (8.16%) Octopus Deploy
3 3 (6.12%) Maven
4 2 (4.08%) Bitbucket
4 2 (4.08%) GoCD
4 2 (4.08%) Jenkins
4 2 (4.08%) JIRA
4 2 (4.08%) TeamCity
4 2 (4.08%) Visual Studio Team System
General
1 6 (12.24%) Marketing
2 5 (10.20%) Finance
3 3 (6.12%) Electronics
3 3 (6.12%) Manufacturing
3 3 (6.12%) Retail
3 3 (6.12%) Telecoms
4 2 (4.08%) Advertising
5 1 (2.04%) Banking
Job Titles
1 27 (55.10%) Data Engineer
2 13 (26.53%) Developer
3 10 (20.41%) Big Data Engineer
4 8 (16.33%) Senior Data Engineer
5 5 (10.20%) Python Developer
6 4 (8.16%) DevOps Engineer
7 3 (6.12%) Linux Engineer
8 2 (4.08%) Architect
8 2 (4.08%) Big Data Architect
8 2 (4.08%) Data Architect
8 2 (4.08%) DBA
8 2 (4.08%) Linux DevOps Engineer
8 2 (4.08%) Linux Support
8 2 (4.08%) Linux Support Engineer
8 2 (4.08%) Linux/Unix DevOps
8 2 (4.08%) Principal Engineer
8 2 (4.08%) Software Engineer
8 2 (4.08%) Support Engineer
9 1 (2.04%) Head of Engineering
9 1 (2.04%) Technical Product Owner
Libraries, Frameworks & Software Standards
1 15 (30.61%) Kafka
2 6 (12.24%) Pandas
2 6 (12.24%) scikit-learn
2 6 (12.24%) Web Services
3 5 (10.20%) NumPy
3 5 (10.20%) PySpark
4 4 (8.16%) SQLAlchemy
4 4 (8.16%) TensorFlow
5 3 (6.12%) RabbitMQ
6 2 (4.08%) Celery
6 2 (4.08%) Django
6 2 (4.08%) Elastic Stack
6 2 (4.08%) Flask
6 2 (4.08%) JSON
6 2 (4.08%) pytest
6 2 (4.08%) SciPy
6 2 (4.08%) Spark Streaming
7 1 (2.04%) FIX Protocol
7 1 (2.04%) Node.js
7 1 (2.04%) XML
Miscellaneous
1 9 (18.37%) Algorithms
2 4 (8.16%) Mobile App
3 3 (6.12%) Computer Science
3 3 (6.12%) Fintech
4 2 (4.08%) Data Structures
4 2 (4.08%) Private Cloud
5 1 (2.04%) Analytical Skills
5 1 (2.04%) Digital Media
5 1 (2.04%) Foreign Exchange (FX)
5 1 (2.04%) Hedge funds
5 1 (2.04%) Management Information System
Operating Systems
1 23 (46.94%) Linux
2 2 (4.08%) Ubuntu
2 2 (4.08%) Unix
Processes & Methodologies
1 25 (51.02%) Data Science
2 19 (38.78%) Machine Learning
3 18 (36.73%) ETL
4 17 (34.69%) Business Intelligence
5 16 (32.65%) Data Engineering
6 15 (30.61%) Workflow
7 13 (26.53%) Analytics
8 12 (24.49%) MapReduce
8 12 (24.49%) Software Engineering
9 11 (22.45%) DevOps
9 11 (22.45%) Open Source
10 10 (20.41%) Agile Software Development
11 9 (18.37%) Visualisation
11 9 (18.37%) Workflow Management
12 7 (14.29%) User Acceptance Testing
13 6 (12.24%) Metadata Management
13 6 (12.24%) OO
14 5 (10.20%) Data Stewardship
14 5 (10.20%) Master Data Management
14 5 (10.20%) Mentoring
Programming Languages
1 43 (87.76%) Python
2 27 (55.10%) Scala
3 23 (46.94%) Java
4 20 (40.82%) SQL
5 9 (18.37%) Shell Script
6 4 (8.16%) R
7 3 (6.12%) C#
7 3 (6.12%) T-SQL
8 2 (4.08%) C++
8 2 (4.08%) JavaScript
9 1 (2.04%) C
9 1 (2.04%) F#
Qualifications
1 3 (6.12%) Degree
1 3 (6.12%) PhD
Quality Assurance & Compliance
1 6 (12.24%) Data Quality
2 1 (2.04%) GCP
2 1 (2.04%) QA
System Software
1 7 (14.29%) Docker
2 3 (6.12%) HDFS
Systems Management
1 16 (32.65%) Oozie
2 7 (14.29%) Ansible
3 4 (8.16%) Prometheus
4 3 (6.12%) Hadoop YARN
4 3 (6.12%) Kubernetes
5 2 (4.08%) Grafana
5 2 (4.08%) logstash
5 2 (4.08%) Opscode Chef
5 2 (4.08%) Puppet
5 2 (4.08%) Terraform
Vendors
1 13 (26.53%) Cloudera
1 13 (26.53%) Hortonworks
2 8 (16.33%) Tableau
3 7 (14.29%) Google
4 3 (6.12%) Microsoft
4 3 (6.12%) SAP
5 2 (4.08%) Oracle
6 1 (2.04%) BT
6 1 (2.04%) Informatica
6 1 (2.04%) MapR
6 1 (2.04%) PagerDuty
6 1 (2.04%) Radianz
6 1 (2.04%) Talend