Period
to 3 July 2020

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Apache Airflow skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Apache Airflow over the 6 months to 3 July 2020 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Apache Airflow
UK > England
6 months to
3 Jul 2020
Same period 2019 Same period 2018
Rank 505 653 807
Rank change year-on-year +148 +154 +20
Contract jobs citing Apache Airflow 53 170 72
As % of all contract jobs advertised in England 0.14% 0.20% 0.076%
As % of the Application Platforms category 0.98% 1.27% 0.46%
Number of daily rates quoted 38 148 52
Median daily rate £498 £525 £500
Median daily rate % change year-on-year -5.24% +5.00% +2.56%
10th Percentile £370 £463 £422
90th Percentile £670 £675 £625
UK median daily rate £498 £525 £500
% change year-on-year -5.24% +5.00% +5.26%
Number of hourly rates quoted 0 4 0
Median hourly rate - £52.50 -
UK median hourly rate - £52.50 -

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

All Application Platform Skills
England
Contract vacancies with a requirement for application platform skills 5,406 13,375 15,536
As % of all contract IT jobs advertised in England 14.63% 15.75% 16.50%
Number of daily rates quoted 3,444 8,606 10,333
Median daily rate £475 £475 £450
Median daily rate % change year-on-year - +5.56% +2.86%
10th Percentile £300 £275 £268
90th Percentile £662 £638 £625
UK median daily rate £475 £475 £450
% change year-on-year - +5.56% +5.88%
Number of hourly rates quoted 144 291 365
Median hourly rate £23.41 £20.00 £20.00
Median hourly rate % change year-on-year +17.05% - +0.08%
10th Percentile £12.90 £12.00 £11.79
90th Percentile £51.75 £50.00 £51.25
Median hourly rate £24.10 £20.25 £20.00
% change year-on-year +19.01% +1.25% +2.56%

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
Contractor Daily Rate Trend in England

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

Daily rate trend for Apache Airflow in England

Apache Airflow
Daily Rate Histogram in England

Daily rate distribution for jobs citing Apache Airflow in England over the 6 months to 3 July 2020.

Daily rate histogram for Apache Airflow in England

Apache Airflow
Contractor Hourly Rate Trend in England

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

Hourly rate trend for Apache Airflow in England

Apache Airflow
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Apache Airflow within the England region over the 6 months to 3 July 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +111 45 £498 -5.24% 6
South East +133 6 £500 +5.26% 3
South West - 2 £450 - 3
Apache Airflow
UK

For the 6 months to 3 July 2020, IT contractor 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 contract job ads across the England region with a requirement for Apache Airflow.

1 28 (52.83%) Python
2 26 (49.06%) Big Data
3 24 (45.28%) Apache Spark
4 23 (43.40%) SQL
5 21 (39.62%) GCP
6 19 (35.85%) Apache
7 18 (33.96%) Agile Software Development
8 16 (30.19%) Data Science
9 15 (28.30%) PySpark
9 15 (28.30%) Kubernetes
9 15 (28.30%) Docker
10 14 (26.42%) Jenkins
10 14 (26.42%) BigQuery
10 14 (26.42%) Business Intelligence
10 14 (26.42%) AWS
10 14 (26.42%) Hadoop
11 13 (24.53%) Google
11 13 (24.53%) Java
12 12 (22.64%) Data Warehouse
13 11 (20.75%) SQL Server
13 11 (20.75%) ETL
13 11 (20.75%) MongoDB
13 11 (20.75%) Apache Cassandra
13 11 (20.75%) Kafka
14 10 (18.87%) Banking
14 10 (18.87%) Scrum
15 9 (16.98%) Analytics
15 9 (16.98%) Machine Learning
15 9 (16.98%) Apache Beam
15 9 (16.98%) Oracle

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 24 (45.28%) Apache Spark
2 19 (35.85%) Apache
3 5 (9.43%) Jupyter
4 3 (5.66%) Apache Pig
4 3 (5.66%) Apache Pulsar
4 3 (5.66%) Oracle Workflow
5 1 (1.89%) Confluence
5 1 (1.89%) Elasticsearch
5 1 (1.89%) nginx
5 1 (1.89%) SAS
Business Applications
1 1 (1.89%) Sparx Enterprise Architect
Cloud Services
1 21 (39.62%) GCP
2 14 (26.42%) AWS
3 9 (16.98%) Azure
4 4 (7.55%) Amazon EC2
4 4 (7.55%) Amazon S3
5 3 (5.66%) Amazon Kinesis
6 2 (3.77%) Amazon ELB
6 2 (3.77%) Amazon EMR
6 2 (3.77%) AWS CloudTrail
6 2 (3.77%) AWS Lambda
6 2 (3.77%) Serverless
6 2 (3.77%) Virtual Private Cloud
7 1 (1.89%) Azure Stack
7 1 (1.89%) GitHub
7 1 (1.89%) IaaS
7 1 (1.89%) OpenShift
7 1 (1.89%) Stackdriver
Communications & Networking
1 3 (5.66%) DNS
1 3 (5.66%) HTTP
Database & Business Intelligence
1 26 (49.06%) Big Data
2 14 (26.42%) BigQuery
2 14 (26.42%) Hadoop
3 12 (22.64%) Data Warehouse
4 11 (20.75%) Apache Cassandra
4 11 (20.75%) MongoDB
4 11 (20.75%) SQL Server
5 8 (15.09%) Apache Hive
6 7 (13.21%) Bigtable
7 6 (11.32%) Amazon RDS
7 6 (11.32%) Cloud Spanner
7 6 (11.32%) HBase
7 6 (11.32%) NoSQL
8 5 (9.43%) Amazon Athena
9 4 (7.55%) Azure SQL Data Warehouse
9 4 (7.55%) Azure SQL Database
9 4 (7.55%) Data Lake
9 4 (7.55%) Relational Database
10 3 (5.66%) Oracle Reports
10 3 (5.66%) Presto
Development Applications
1 14 (26.42%) Jenkins
2 7 (13.21%) Git (software)
3 4 (7.55%) Maven
4 3 (5.66%) Bitbucket
5 1 (1.89%) Cucumber
5 1 (1.89%) ERwin
5 1 (1.89%) JIRA
5 1 (1.89%) JUnit
5 1 (1.89%) ProC
5 1 (1.89%) Sonatype Nexus
General
1 10 (18.87%) Banking
2 7 (13.21%) Finance
2 7 (13.21%) Telecoms
3 3 (5.66%) Legal
4 2 (3.77%) Retail
Job Titles
1 27 (50.94%) Data Engineer
2 10 (18.87%) Big Data Engineer
3 7 (13.21%) Machine Learning Engineer
4 6 (11.32%) Analyst
4 6 (11.32%) Architect
4 6 (11.32%) Data Analyst
4 6 (11.32%) Data Architect
5 5 (9.43%) Developer
6 3 (5.66%) Big Data Developer
6 3 (5.66%) Hadoop Engineer
6 3 (5.66%) Python Engineer
7 2 (3.77%) Cloud Architect
7 2 (3.77%) Cloud Engineer
7 2 (3.77%) Consultant
8 1 (1.89%) Business Analyst
8 1 (1.89%) Business Intelligence Analyst
8 1 (1.89%) Data Consultant
8 1 (1.89%) Front End Developer (Client-Side Developer)
8 1 (1.89%) Lead Software Engineer
8 1 (1.89%) Software Engineer
Libraries, Frameworks & Software Standards
1 15 (28.30%) PySpark
2 11 (20.75%) Kafka
3 9 (16.98%) Apache Beam
4 7 (13.21%) Spark Streaming
4 7 (13.21%) TensorFlow
5 4 (7.55%) Apache NiFi
5 4 (7.55%) RESTful
6 3 (5.66%) ggplot2
6 3 (5.66%) Matplotlib
6 3 (5.66%) Seaborn
7 2 (3.77%) Apache Camel
7 2 (3.77%) Spring
7 2 (3.77%) Web Services
8 1 (1.89%) Node.js
8 1 (1.89%) React
8 1 (1.89%) SOAP
Miscellaneous
1 7 (13.21%) Analytical Skills
2 5 (9.43%) Algorithms
3 4 (7.55%) Data Structures
4 3 (5.66%) Management Information System
5 1 (1.89%) Greenfield Project
5 1 (1.89%) Public Cloud
5 1 (1.89%) Video\Live Streaming
Operating Systems
1 3 (5.66%) Linux
2 2 (3.77%) Unix
Processes & Methodologies
1 18 (33.96%) Agile Software Development
2 16 (30.19%) Data Science
3 14 (26.42%) Business Intelligence
4 11 (20.75%) ETL
5 10 (18.87%) Scrum
6 9 (16.98%) Analytics
6 9 (16.98%) Machine Learning
7 8 (15.09%) Data Engineering
7 8 (15.09%) Visualisation
8 7 (13.21%) Data Visualisation
8 7 (13.21%) DevOps
9 6 (11.32%) Data Management
10 5 (9.43%) Continuous Integration
10 5 (9.43%) Data Analysis
10 5 (9.43%) Data Architecture
10 5 (9.43%) Data Modelling
10 5 (9.43%) Migration
10 5 (9.43%) Software Engineering
11 4 (7.55%) Data Cleansing
11 4 (7.55%) Data Validation
Programming Languages
1 28 (52.83%) Python
2 23 (43.40%) SQL
3 13 (24.53%) Java
4 7 (13.21%) R
5 6 (11.32%) Bash Shell
5 6 (11.32%) PL/SQL
5 6 (11.32%) Scala
6 5 (9.43%) CQL
6 5 (9.43%) T-SQL
7 1 (1.89%) JavaScript
Qualifications
1 3 (5.66%) SC Cleared
1 3 (5.66%) Security Cleared
Quality Assurance & Compliance
1 3 (5.66%) QA
2 2 (3.77%) Data Quality
System Software
1 15 (28.30%) Docker
2 4 (7.55%) HDFS
3 3 (5.66%) Apache Flume
Systems Management
1 15 (28.30%) Kubernetes
2 7 (13.21%) Terraform
3 3 (5.66%) Grafana
4 1 (1.89%) Hadoop YARN
4 1 (1.89%) Opscode Chef
Vendors
1 13 (24.53%) Google
2 9 (16.98%) Oracle
3 6 (11.32%) Confluent
3 6 (11.32%) Tableau
4 5 (9.43%) Sybase
5 4 (7.55%) Databricks
5 4 (7.55%) Microsoft
6 3 (5.66%) Birst
6 3 (5.66%) Hortonworks
7 2 (3.77%) Cloudera
8 1 (1.89%) Ab Initio
8 1 (1.89%) CA
8 1 (1.89%) IBM
8 1 (1.89%) Informatica
8 1 (1.89%) Red Hat
8 1 (1.89%) Sparx
8 1 (1.89%) StreamSets
8 1 (1.89%) Talend
8 1 (1.89%) Teradata