Period
to

The following table provides summary statistics for permanent job vacancies with a requirement for Kubeflow skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Kubeflow over the 6 months to 3 July 2022 with a comparison to the same period in the previous 2 years.

Kubeflow
UK
6 months to
3 Jul 2022
Same period 2021 Same period 2020
Rank 1164 967 831
Rank change year-on-year -197 -136 +302
Permanent jobs citing Kubeflow 93 18 19
As % of all permanent jobs advertised in the UK 0.051% 0.017% 0.024%
As % of the Systems Management category 0.29% 0.098% 0.17%
Number of salaries quoted 13 12 18
10th Percentile £40,500 £46,250 £62,500
25th Percentile £67,500 £57,500 £70,000
Median annual salary (50th Percentile) £77,500 £66,250 £80,000
Median % change year-on-year +16.98% -17.19% +39.13%
75th Percentile £105,000 £81,875 £90,000
90th Percentile £110,000 £87,500 -
UK excluding London median annual salary - £62,500 £50,000
% change year-on-year - +25.00% -

Kubeflow is in the Systems Management category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for systems management skills.

All Systems Management Skills
UK
Permanent vacancies with a requirement for systems management skills 32,622 18,318 11,389
As % of all permanent IT jobs advertised in the UK 18.04% 17.00% 14.37%
Number of salaries quoted 14,248 12,561 9,232
10th Percentile £37,500 £37,500 £35,000
25th Percentile £47,500 £47,500 £45,000
Median annual salary (50th Percentile) £68,500 £65,000 £62,500
Median % change year-on-year +5.38% +4.00% +7.76%
75th Percentile £85,313 £82,500 £80,000
90th Percentile £100,000 £96,250 £95,000
UK excluding London median annual salary £57,500 £55,000 £50,000
% change year-on-year +4.55% +10.00% -

Kubeflow
Job Vacancy Trend

Job postings citing Kubeflow as a proportion of all IT jobs advertised.

Job vacancy trend for Kubeflow in the UK

Kubeflow
Salary Trend

3-month moving average salary quoted in jobs citing Kubeflow.

Salary trend for Kubeflow in the UK

Kubeflow
Salary Histogram

Salary distribution for jobs citing Kubeflow over the 6 months to 3 July 2022.

Salary histogram for Kubeflow in the UK

Kubeflow
Top 3 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kubeflow within the UK over the 6 months to 3 July 2022. 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
Jobs
London -186 58 £73,750 -7.81% 7
England -198 58 £73,750 +11.32% 8
Work from Home -215 52 £90,000 +56.52% 2

For the 6 months to 3 July 2022, IT jobs citing Kubeflow 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 Kubeflow.

1 71 (76.34%) Python
2 64 (68.82%) Software Engineering
2 64 (68.82%) AWS
3 63 (67.74%) Kubernetes
4 53 (56.99%) Jenkins
4 53 (56.99%) Machine Learning
5 51 (54.84%) Finance
6 50 (53.76%) GCP
7 43 (46.24%) DevOps
8 41 (44.09%) Docker
9 40 (43.01%) PostgreSQL
9 40 (43.01%) Computer Science
10 38 (40.86%) Analytical Skills
11 37 (39.78%) CI/CD
12 36 (38.71%) SQL
13 35 (37.63%) Java
13 35 (37.63%) Marketing
14 34 (36.56%) Degree
14 34 (36.56%) Data Science
15 33 (35.48%) Terraform
15 33 (35.48%) AWS CloudFormation
16 32 (34.41%) Banking
17 30 (32.26%) MLflow
18 29 (31.18%) Linux
18 29 (31.18%) Azure
19 28 (30.11%) Social Skills
20 27 (29.03%) Git (software)
21 26 (27.96%) gRPC
22 25 (26.88%) Ansible
23 24 (25.81%) Analytics

Kubeflow
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 15 (16.13%) Apache Airflow
2 14 (15.05%) Luigi
3 10 (10.75%) Apache Spark
4 6 (6.45%) Apache
5 4 (4.30%) Pachyderm
5 4 (4.30%) SharePoint
Cloud Services
1 64 (68.82%) AWS
2 50 (53.76%) GCP
3 33 (35.48%) AWS CloudFormation
4 29 (31.18%) Azure
5 22 (23.66%) Amazon S3
6 18 (19.35%) Cloud Computing
7 13 (13.98%) Serverless
8 12 (12.90%) SaaS
9 11 (11.83%) GitHub
10 10 (10.75%) Vertex AI
11 9 (9.68%) Datadog
12 5 (5.38%) Azure Machine Learning
13 4 (4.30%) Amazon EC2
13 4 (4.30%) Azure DevOps
14 3 (3.23%) Amazon SageMaker
14 3 (3.23%) Google Analytics
14 3 (3.23%) Snowflake
15 1 (1.08%) Amazon CloudWatch
15 1 (1.08%) Amazon Kinesis
Communications & Networking
1 8 (8.60%) Internet
1 8 (8.60%) TCP/IP
Database & Business Intelligence
1 40 (43.01%) PostgreSQL
2 14 (15.05%) Apache Cassandra
3 10 (10.75%) Big Data
3 10 (10.75%) BigQuery
3 10 (10.75%) Hadoop
3 10 (10.75%) MySQL
4 7 (7.53%) Looker
4 7 (7.53%) Text Mining
5 5 (5.38%) Relational Database
6 4 (4.30%) Amazon RDS
6 4 (4.30%) NoSQL
7 3 (3.23%) Data Warehouse
7 3 (3.23%) MongoDB
8 1 (1.08%) Amazon Redshift
8 1 (1.08%) Flink
8 1 (1.08%) InfluxDB
8 1 (1.08%) RDBMS
8 1 (1.08%) Redis
8 1 (1.08%) Snowflake Schema
8 1 (1.08%) SQL Server
Development Applications
1 53 (56.99%) Jenkins
2 30 (32.26%) MLflow
3 27 (29.03%) Git (software)
4 21 (22.58%) CircleCI
5 20 (21.51%) Bitbucket
6 18 (19.35%) JUnit
6 18 (19.35%) Mockito
7 13 (13.98%) Cucumber
7 13 (13.98%) GoCD
7 13 (13.98%) Selenium
8 2 (2.15%) git-flow
General
1 51 (54.84%) Finance
2 38 (40.86%) Analytical Skills
3 35 (37.63%) Marketing
4 32 (34.41%) Banking
5 28 (30.11%) Social Skills
6 14 (15.05%) iGaming
7 13 (13.98%) Inclusion and Diversity
8 8 (8.60%) Financial Institution
8 8 (8.60%) Russian Language
9 6 (6.45%) German Language
10 3 (3.23%) Automotive
10 3 (3.23%) Telecoms
11 1 (1.08%) Law
11 1 (1.08%) Multimedia
Job Titles
1 25 (26.88%) DevOps Engineer
2 21 (22.58%) Software Engineer
3 18 (19.35%) Data Scientist
3 18 (19.35%) Java Engineer
3 18 (19.35%) Java Software Engineer
4 17 (18.28%) Senior Data Scientist
5 13 (13.98%) Senior DevOps
5 13 (13.98%) Senior DevOps Engineer
6 7 (7.53%) Data Engineer
7 3 (3.23%) Architect
7 3 (3.23%) Machine Learning Engineer
8 2 (2.15%) Junior
8 2 (2.15%) Junior DevOps
8 2 (2.15%) Junior DevOps Engineer
8 2 (2.15%) Senior Software Engineer
9 1 (1.08%) Cloud Engineer
9 1 (1.08%) Cloud Infrastructure Engineer
9 1 (1.08%) Data Manager
9 1 (1.08%) Data Science Manager
9 1 (1.08%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 26 (27.96%) gRPC
2 23 (24.73%) Spring
3 20 (21.51%) TensorFlow
3 20 (21.51%) Web Services
4 19 (20.43%) Spring Boot
5 18 (19.35%) Express
5 18 (19.35%) Jest
5 18 (19.35%) Node.js
5 18 (19.35%) Nuxt
5 18 (19.35%) RESTful
5 18 (19.35%) Swagger
5 18 (19.35%) Vue.js
5 18 (19.35%) WireMock
6 16 (17.20%) Keras
6 16 (17.20%) scikit-learn
7 13 (13.98%) Kafka
7 13 (13.98%) PyTorch
8 11 (11.83%) Pandas
9 10 (10.75%) NumPy
10 8 (8.60%) Protocol Buffers
Miscellaneous
1 13 (13.98%) Greenfield Project
1 13 (13.98%) Private Cloud
1 13 (13.98%) Social Network
2 7 (7.53%) Credit Risk
2 7 (7.53%) Virtual Team
3 6 (6.45%) Algorithms
4 4 (4.30%) Mobile App
5 3 (3.23%) Data Structures
5 3 (3.23%) IoT
5 3 (3.23%) Legacy Systems
5 3 (3.23%) User Experience
6 2 (2.15%) Blockchain
6 2 (2.15%) Social Media
7 1 (1.08%) Cloud Native
7 1 (1.08%) Digital Media
7 1 (1.08%) Podcast
Operating Systems
1 29 (31.18%) Linux
2 8 (8.60%) CoreOS
2 8 (8.60%) Debian
2 8 (8.60%) Red Hat Enterprise Linux
3 4 (4.30%) Windows
Processes & Methodologies
1 64 (68.82%) Software Engineering
2 53 (56.99%) Machine Learning
3 43 (46.24%) DevOps
4 40 (43.01%) Computer Science
5 37 (39.78%) CI/CD
6 34 (36.56%) Data Science
7 24 (25.81%) Analytics
7 24 (25.81%) Artificial Intelligence
8 23 (24.73%) Agile
9 22 (23.66%) API Design
9 22 (23.66%) MLOps
10 21 (22.58%) Configuration Management
10 21 (22.58%) Mathematics
11 20 (21.51%) Infrastructure as Code
11 20 (21.51%) Problem-Solving
11 20 (21.51%) Site Reliability Engineering
12 18 (19.35%) Service Design
13 17 (18.28%) TDD
14 16 (17.20%) Coaching
14 16 (17.20%) Data Analysis
Programming Languages
1 71 (76.34%) Python
2 36 (38.71%) SQL
3 35 (37.63%) Java
4 18 (19.35%) TypeScript
5 13 (13.98%) Groovy
6 12 (12.90%) Bash
6 12 (12.90%) Scala
7 10 (10.75%) R
8 8 (8.60%) Go
8 8 (8.60%) JavaScript
8 8 (8.60%) Kotlin
8 8 (8.60%) Shell Script
9 4 (4.30%) C#
9 4 (4.30%) PowerShell
10 3 (3.23%) C
Qualifications
1 34 (36.56%) Degree
2 21 (22.58%) Computer Science Degree
3 10 (10.75%) PhD
4 4 (4.30%) DV Cleared
4 4 (4.30%) SC Cleared
4 4 (4.30%) Security Cleared
5 3 (3.23%) Master's Degree
6 1 (1.08%) AWS Certification
Quality Assurance & Compliance
1 4 (4.30%) QA
2 2 (2.15%) Data Quality
System Software
1 41 (44.09%) Docker
2 2 (2.15%) HDFS
Systems Management
1 63 (67.74%) Kubernetes
2 33 (35.48%) Terraform
3 25 (26.88%) Ansible
4 21 (22.58%) Istio
5 18 (19.35%) Argo
6 13 (13.98%) Fortio
6 13 (13.98%) Kiali
6 13 (13.98%) Opscode Chef
6 13 (13.98%) Puppet
7 12 (12.90%) Grafana
8 8 (8.60%) Fluentd
8 8 (8.60%) Kustomize
8 8 (8.60%) Prometheus
Vendors
1 8 (8.60%) New Relic
2 7 (7.53%) Google
3 4 (4.30%) Microsoft
3 4 (4.30%) Oracle
4 3 (3.23%) DoubleClick