Period
to 20 November 2017

The following table provides summary statistics for contract job vacancies 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 20 November 2017 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
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 848 - -
Rank change year-on-year - - -
Contract jobs citing Apache Airflow 31 0 0
As % of all contract IT jobs advertised in the UK 0.030% - -
As % of the Application Platforms category 0.18% - -
Number of daily rates quoted 26 0 0
UK median daily rate £488 - -
UK excluding London median daily rate £513 - -
Number of hourly rates quoted 2 0 0
UK median hourly rate £19.30 - -
UK excluding London median hourly rate £19.30 - -

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 with a requirement for application platform skills.

All Application Platform Skills
UK
Contract vacancies with a requirement for application platform skills 17020 19258 20138
As % of all contract IT jobs advertised in the UK 16.64% 18.51% 17.61%
Number of daily rates quoted 11189 12483 12665
UK median daily rate £450 £420 £400
Median daily rate % change year-on-year +7.14% +5.00% +6.67%
10th Percentile £263 £250 £228
90th Percentile £606 £588 £563
UK excluding London median daily rate £400 £388 £375
% change year-on-year +3.23% +3.33% +3.45%
Number of hourly rates quoted 430 478 608
UK median hourly rate £20.00 £20.00 £20.00
10th Percentile £11.00 £12.25 £11.00
90th Percentile £47.83 £48.75 £42.75
UK excluding London median hourly rate £20.00 £20.73 £20.00
% change year-on-year -3.52% +3.65% +14.29%

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
Contractor Daily Rate Trend

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Apache Airflow.

Contractor daily rate trend for Apache Airflow in the UK

Apache Airflow
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing Apache Airflow over the 6 months to 20 November 2017.

Contractor daily rate histogram for Apache Airflow in the UK

Apache Airflow
Top 6 Contract Locations

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 UK over the 6 months to 20 November 2017. 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
England - 28 £488 - 3
London - 17 £488 - 3
UK excluding London - 14 £513 - 1
South East - 11 £550 -
Scotland - 2 - -
Wales - 1 £350 -

For the 6 months to 20 November 2017, IT contractor jobs citing Apache Airflow also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads with a requirement for Apache Airflow.

1 31 (100.00%) Python
2 22 (70.97%) Hadoop
2 22 (70.97%) Apache Spark
3 17 (54.84%) Java
4 16 (51.61%) Linux
4 16 (51.61%) ETL
4 16 (51.61%) Big Data
5 15 (48.39%) Luigi
5 15 (48.39%) Data Warehouse
6 14 (45.16%) OO
6 14 (45.16%) Data Integration
6 14 (45.16%) Git (software)
7 12 (38.71%) Amazon AWS
7 12 (38.71%) Amazon Redshift
7 12 (38.71%) Perl
7 12 (38.71%) SQL
8 10 (32.26%) XML
8 10 (32.26%) Unix
8 10 (32.26%) OOP
8 10 (32.26%) Business Intelligence
8 10 (32.26%) PhD
8 10 (32.26%) Data Mining
8 10 (32.26%) Subversion
8 10 (32.26%) Ruby
8 10 (32.26%) Netezza
8 10 (32.26%) JSON
8 10 (32.26%) Bioinformatics
8 10 (32.26%) Chemistry
8 10 (32.26%) Computer Science
8 10 (32.26%) Life Science

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 22 (70.97%) Apache Spark
2 15 (48.39%) Luigi
3 1 (3.23%) Apache
3 1 (3.23%) Apache Solr
3 1 (3.23%) Elasticsearch
Applications
1 10 (32.26%) Pipeline Pilot
Cloud Services
1 12 (38.71%) Amazon AWS
2 10 (32.26%) Amazon Kinesis
2 10 (32.26%) Amazon S3
3 9 (29.03%) Amazon EMR
4 7 (22.58%) Google Cloud Platform
5 4 (12.90%) AWS Lambda
5 4 (12.90%) Serverless
Communications & Networking
1 2 (6.45%) DMZ
1 2 (6.45%) Firewall
1 2 (6.45%) Intrusion Detection
Database & Business Intelligence
1 22 (70.97%) Hadoop
2 16 (51.61%) Big Data
3 15 (48.39%) Data Warehouse
4 12 (38.71%) Amazon Redshift
5 10 (32.26%) Amazon RDS
5 10 (32.26%) Data Mining
5 10 (32.26%) KNIME
6 8 (25.81%) Apache Cassandra
6 8 (25.81%) Relational Database
7 7 (22.58%) Amazon DynamoDB
7 7 (22.58%) Apache Hive
7 7 (22.58%) BigQuery
7 7 (22.58%) HBase
7 7 (22.58%) NoSQL
8 4 (12.90%) SQL Server
9 1 (3.23%) BusinessObjects Business Intelligence
9 1 (3.23%) Flink
9 1 (3.23%) Impala
9 1 (3.23%) SAP BW
9 1 (3.23%) SAP HANA
Development Applications
1 14 (45.16%) Git (software)
2 10 (32.26%) Subversion
General
1 6 (19.35%) Finance
2 5 (16.13%) Telecoms
3 4 (12.90%) Pharmaceutical
4 3 (9.68%) Electronics
4 3 (9.68%) Manufacturing
4 3 (9.68%) Marketing
5 1 (3.23%) Publishing
Job Titles
1 18 (58.06%) Developer
2 17 (54.84%) Python Developer
3 10 (32.26%) Data Engineer
4 4 (12.90%) Architect
4 4 (12.90%) Data Architect
5 3 (9.68%) Apache Spark Developer
5 3 (9.68%) AWS Engineer
5 3 (9.68%) Cloud Engineer
6 2 (6.45%) Deployment Engineer
6 2 (6.45%) IT Engineer
6 2 (6.45%) IT Security Engineer
6 2 (6.45%) Security Engineer
7 1 (3.23%) Big Data Engineer
7 1 (3.23%) C Developer
7 1 (3.23%) Data Warehouse Developer
7 1 (3.23%) ETL Developer
7 1 (3.23%) Java Developer
7 1 (3.23%) Perl Developer
7 1 (3.23%) SQL Developer
7 1 (3.23%) Workflow Developer
Libraries, Frameworks & Software Standards
1 10 (32.26%) JSON
1 10 (32.26%) RESTful
1 10 (32.26%) XML
2 6 (19.35%) Kafka
3 4 (12.90%) PySpark
3 4 (12.90%) Velocity
4 3 (9.68%) Node.js
5 1 (3.23%) Django
5 1 (3.23%) Flask
5 1 (3.23%) Pandas
5 1 (3.23%) REST
5 1 (3.23%) scikit-learn
Miscellaneous
1 10 (32.26%) Computer Science
1 10 (32.26%) Life Science
2 2 (6.45%) Data Centre
3 1 (3.23%) Greenfield Project
Operating Systems
1 16 (51.61%) Linux
2 10 (32.26%) Unix
Processes & Methodologies
1 16 (51.61%) ETL
2 14 (45.16%) Data Integration
2 14 (45.16%) OO
3 10 (32.26%) Bioinformatics
3 10 (32.26%) Business Intelligence
3 10 (32.26%) Chemistry
3 10 (32.26%) Integration Testing
3 10 (32.26%) OOP
4 9 (29.03%) Agile Software Development
4 9 (29.03%) Analytics
5 8 (25.81%) Data Transformation
6 7 (22.58%) Change Data Capture
6 7 (22.58%) Parallel Processing
6 7 (22.58%) Workflow
7 6 (19.35%) Data Analysis
7 6 (19.35%) Refactoring
7 6 (19.35%) Test Automation
7 6 (19.35%) Unit Testing
8 5 (16.13%) Continuous Deployment
9 4 (12.90%) ETL Development
Programming Languages
1 31 (100.00%) Python
2 17 (54.84%) Java
3 12 (38.71%) Perl
3 12 (38.71%) SQL
4 10 (32.26%) Ruby
5 5 (16.13%) C
6 4 (12.90%) C++
6 4 (12.90%) PHP
Qualifications
1 10 (32.26%) PhD
Systems Management
1 8 (25.81%) Oozie
Vendors
1 10 (32.26%) Netezza
1 10 (32.26%) RapidMiner
2 4 (12.90%) SAP
3 2 (6.45%) FireEye
3 2 (6.45%) Fortinet
3 2 (6.45%) IBM
3 2 (6.45%) Juniper
3 2 (6.45%) Lancope
3 2 (6.45%) M86 Security
3 2 (6.45%) Rackspace
3 2 (6.45%) Sourcefire
4 1 (3.23%) MapR