Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to

The following table provides summary statistics for permanent job vacancies with a requirement for dbt skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited dbt over the 6 months to 9 August 2022 with a comparison to the same period in the previous 2 years.

dbt (data build tool)
UK
6 months to
9 Aug 2022		 Same period 2021 Same period 2020
Rank 626 897 772
Rank change year-on-year +271 -125 +365
Permanent jobs citing dbt 763 106 19
As % of all permanent jobs advertised in the UK 0.45% 0.093% 0.029%
As % of the Cloud Services category 1.00% 0.21% 0.078%
Number of salaries quoted 79 65 16
10th Percentile £42,500 £40,500 £40,000
25th Percentile £58,750 £50,750 £44,250
Median annual salary (50th Percentile) £80,000 £65,000 £65,000
Median % change year-on-year +23.08% - +109.13%
75th Percentile £92,500 £85,000 £80,313
90th Percentile £113,000 £105,000 £90,625
UK excluding London median annual salary £85,000 £43,250 -
% change year-on-year +96.53% - -

dbt is in the Cloud Services category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for cloud computing skills.

All Cloud Skills
UK
Permanent vacancies with a requirement for cloud computing skills 76,558 49,410 24,274
As % of all permanent IT jobs advertised in the UK 44.94% 43.34% 37.32%
Number of salaries quoted 39,097 35,426 20,048
10th Percentile £33,606 £32,500 £32,500
25th Percentile £45,000 £42,500 £42,500
Median annual salary (50th Percentile) £61,350 £60,000 £57,500
Median % change year-on-year +2.25% +4.35% +4.55%
75th Percentile £82,500 £78,750 £75,000
90th Percentile £97,500 £95,000 £93,750
UK excluding London median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

dbt
Job Vacancy Trend

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

Job vacancy trend for dbt in the UK

dbt
Salary Trend

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

Salary trend for dbt in the UK

dbt
Salary Histogram

Salary distribution for jobs citing dbt over the 6 months to 9 August 2022.

Salary histogram for dbt in the UK

dbt
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing dbt within the UK over the 6 months to 9 August 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
England +253 684 £80,000 +20.75% 13
London +211 654 £72,500 +5.45% 8
Work from Home -18 257 £85,000 +41.67% 1
UK excluding London -96 31 £85,000 +96.53% 5
North of England -55 13 £85,000 +61.90% 2
Midlands -50 10 £85,000 +88.89% 1
North West -54 8 £85,000 +61.90% 1
West Midlands -55 7 £45,000 -
South East -67 4 £85,000 - 2
Yorkshire - 4 £85,000 - 1
East Midlands - 3 £85,000 - 1
Scotland - 3 £85,000 -
North East - 1 £85,000 -
East of England - 1 £85,000 -

For the 6 months to 9 August 2022, IT jobs citing dbt 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 dbt.

1 573 (75.10%) Python
2 434 (56.88%) Data Science
3 419 (54.91%) SQL
4 401 (52.56%) Agile
5 369 (48.36%) GCP
6 343 (44.95%) Analytics
7 341 (44.69%) AWS
8 330 (43.25%) Finance
9 304 (39.84%) Data Modelling
10 286 (37.48%) Retail
10 286 (37.48%) CI/CD
11 257 (33.68%) Snowflake
12 254 (33.29%) Business Intelligence
13 251 (32.90%) Data Engineering
14 247 (32.37%) Looker
15 244 (31.98%) Apache Airflow
16 239 (31.32%) Problem-Solving
16 239 (31.32%) Data Warehouse
17 234 (30.67%) Kubernetes
18 229 (30.01%) Data Pipeline
19 224 (29.36%) Azure
20 216 (28.31%) BigQuery
21 207 (27.13%) Terraform
22 197 (25.82%) DevOps
23 190 (24.90%) Docker
24 189 (24.77%) Google
25 182 (23.85%) Analytical Skills
26 170 (22.28%) Infrastructure as Code
27 167 (21.89%) Social Skills
28 164 (21.49%) Containerisation

dbt
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
1 244 (31.98%) Apache Airflow
2 93 (12.19%) Apache Spark
3 62 (8.13%) Apache
4 26 (3.41%) Apache Pulsar
5 20 (2.62%) Luigi
6 4 (0.52%) Ethereum
7 2 (0.26%) Confluence
8 1 (0.13%) SharePoint Server
Applications
1 20 (2.62%) Microsoft Excel
2 2 (0.26%) Microsoft Office
Cloud Services
1 369 (48.36%) GCP
2 341 (44.69%) AWS
3 257 (33.68%) Snowflake
4 224 (29.36%) Azure
5 116 (15.20%) Fivetran
6 95 (12.45%) Serverless
7 68 (8.91%) AWS Lambda
8 61 (7.99%) Amazon S3
9 59 (7.73%) Power Platform
10 57 (7.47%) Amazon Kinesis
11 50 (6.55%) Amazon EMR
12 42 (5.50%) Slack
13 36 (4.72%) Datadog
14 32 (4.19%) AWS CloudFormation
14 32 (4.19%) Cloud Computing
15 30 (3.93%) Google Data Studio
15 30 (3.93%) Stitch
16 25 (3.28%) Collibra
17 24 (3.15%) Google Kubernetes Engine
18 23 (3.01%) Amazon ECS
Communications & Networking
1 14 (1.83%) Broadband
Database & Business Intelligence
1 247 (32.37%) Looker
2 239 (31.32%) Data Warehouse
3 216 (28.31%) BigQuery
4 146 (19.13%) NoSQL
5 137 (17.96%) Amazon Redshift
6 118 (15.47%) Big Data
7 85 (11.14%) Tableau
8 68 (8.91%) MySQL
9 67 (8.78%) Relational Database
10 60 (7.86%) PostgreSQL
11 58 (7.60%) Power BI
12 49 (6.42%) SQL Server
13 45 (5.90%) Electronic Patient Records
14 43 (5.64%) Flink
15 39 (5.11%) Amazon Athena
16 37 (4.85%) DynamoDB
17 36 (4.72%) Metadata
17 36 (4.72%) MongoDB
17 36 (4.72%) RDBMS
18 33 (4.33%) Spark SQL
Development Applications
1 141 (18.48%) Jenkins
2 93 (12.19%) Git (software)
3 23 (3.01%) Atlassian Bamboo
3 23 (3.01%) JUnit
3 23 (3.01%) Maven
3 23 (3.01%) SonarQube
4 14 (1.83%) GitLab
5 9 (1.18%) Bitbucket
6 5 (0.66%) Deequ
6 5 (0.66%) JIRA
7 3 (0.39%) Liquibase
7 3 (0.39%) Sonatype Nexus
8 2 (0.26%) Visual Website Optimizer
9 1 (0.13%) Visual Studio Team System
General
1 330 (43.25%) Finance
2 286 (37.48%) Retail
3 182 (23.85%) Analytical Skills
4 167 (21.89%) Social Skills
5 155 (20.31%) Inclusion and Diversity
6 150 (19.66%) Marketing
7 130 (17.04%) Banking
8 105 (13.76%) Games
9 28 (3.67%) Presentation Skills
10 25 (3.28%) Advertising
10 25 (3.28%) Law
11 12 (1.57%) Legal
12 10 (1.31%) Manufacturing
13 7 (0.92%) Automotive
14 5 (0.66%) Publishing
15 4 (0.52%) Influencing Skills
16 3 (0.39%) Financial Institution
17 2 (0.26%) Documentation Skills
17 2 (0.26%) Pharmaceutical
18 1 (0.13%) Electronics
Job Titles
1 273 (35.78%) Data Engineer
2 109 (14.29%) Senior Data Engineer
3 108 (14.15%) Senior Manager
4 99 (12.98%) Product Manager
5 89 (11.66%) Analyst
6 83 (10.88%) Senior DevOps
7 72 (9.44%) Senior Product Manager
8 61 (7.99%) DevOps Engineer
9 58 (7.60%) Senior DevOps Engineer
10 53 (6.95%) DevOps Manager
11 52 (6.82%) Architect
12 51 (6.68%) Data Architect
13 36 (4.72%) Engineering Manager
14 35 (4.59%) Senior Analyst
15 33 (4.33%) Data Analyst
16 32 (4.19%) Data Scientist
17 31 (4.06%) Data Manager
17 31 (4.06%) Digital Product Manager
17 31 (4.06%) Senior Supply Chain Manager
17 31 (4.06%) Supply Chain Manager
Libraries, Frameworks & Software Standards
1 139 (18.22%) Kafka
2 103 (13.50%) React
3 100 (13.11%) Node.js
4 88 (11.53%) RESTful
4 88 (11.53%) Web Services
5 32 (4.19%) Apache Avro
6 27 (3.54%) PySpark
7 19 (2.49%) Flask
8 17 (2.23%) Apache Beam
9 16 (2.10%) Apache NiFi
10 14 (1.83%) GraphQL
11 13 (1.70%) Next.js
12 12 (1.57%) AWS Amplify
12 12 (1.57%) Backbone.js
12 12 (1.57%) NestJS
12 12 (1.57%) Serverless Framework
13 11 (1.44%) FastAPI
13 11 (1.44%) PostGIS
13 11 (1.44%) pytest
13 11 (1.44%) WebSockets
Miscellaneous
1 95 (12.45%) Mobile App
2 88 (11.53%) FMCG
3 52 (6.82%) Blog
4 40 (5.24%) User Experience
5 38 (4.98%) Cloud Native
6 33 (4.33%) Educational Technology
7 31 (4.06%) Algorithms
8 28 (3.67%) Legacy Systems
9 25 (3.28%) Renewable Energy
10 17 (2.23%) Data Protection Act
11 16 (2.10%) Data Structures
12 13 (1.70%) Self-Motivation
12 13 (1.70%) Team-Oriented Environment
13 10 (1.31%) Management Information System
14 8 (1.05%) 3D Printing
14 8 (1.05%) Hackathon
15 6 (0.79%) Linux Command Line
15 6 (0.79%) Over-the-Top Content
16 5 (0.66%) Credit Risk
16 5 (0.66%) Marketing Technology
Operating Systems
1 46 (6.03%) Linux
2 22 (2.88%) Unix
3 13 (1.70%) Windows
4 4 (0.52%) Apple iOS
5 2 (0.26%) Android
Processes & Methodologies
1 434 (56.88%) Data Science
2 401 (52.56%) Agile
3 343 (44.95%) Analytics
4 304 (39.84%) Data Modelling
5 286 (37.48%) CI/CD
6 254 (33.29%) Business Intelligence
7 251 (32.90%) Data Engineering
8 239 (31.32%) Problem-Solving
9 229 (30.01%) Data Pipeline
10 197 (25.82%) DevOps
11 170 (22.28%) Infrastructure as Code
12 164 (21.49%) Containerisation
13 131 (17.17%) Software Delivery
14 120 (15.73%) ETL
15 118 (15.47%) Machine Learning
16 117 (15.33%) Artificial Intelligence
17 113 (14.81%) OWASP
18 112 (14.68%) Data Analytics
19 111 (14.55%) Data Governance
19 111 (14.55%) Mentoring
Programming Languages
1 573 (75.10%) Python
2 419 (54.91%) SQL
3 124 (16.25%) Bash
4 115 (15.07%) PowerShell
5 113 (14.81%) Go
5 113 (14.81%) Groovy
6 99 (12.98%) Java
7 95 (12.45%) JavaScript
8 84 (11.01%) Scala
9 63 (8.26%) R
10 23 (3.01%) C#
11 21 (2.75%) Kotlin
12 18 (2.36%) C
13 12 (1.57%) TypeScript
14 11 (1.44%) Shell Script
15 5 (0.66%) Julia
Qualifications
1 31 (4.06%) Degree
2 13 (1.70%) Computer Science Degree
3 7 (0.92%) DBS Check
4 1 (0.13%) PhD
Quality Assurance & Compliance
1 122 (15.99%) Data Quality
2 23 (3.01%) QA
3 14 (1.83%) GDPR
3 14 (1.83%) PCI DSS
4 9 (1.18%) Actionable Recommendations
5 1 (0.13%) Accessibility
5 1 (0.13%) SLA
System Software
1 190 (24.90%) Docker
2 14 (1.83%) ISA Server
Systems Management
1 234 (30.67%) Kubernetes
2 207 (27.13%) Terraform
3 129 (16.91%) Ansible
4 4 (0.52%) Opscode Chef
4 4 (0.52%) Puppet
5 3 (0.39%) Oozie
6 2 (0.26%) Single Sign-On
7 1 (0.13%) Control-M
Vendors
1 189 (24.77%) Google
2 110 (14.42%) Facebook
3 57 (7.47%) Databricks
4 31 (4.06%) IBM
4 31 (4.06%) TOWER Software
5 28 (3.67%) Microsoft
6 24 (3.15%) Samsung
7 23 (3.01%) Teradata
8 22 (2.88%) Twitter
9 19 (2.49%) Amplitude
9 19 (2.49%) Snowplow
10 17 (2.23%) CA Agile Central
11 16 (2.10%) Funding Circle
11 16 (2.10%) Revolut
11 16 (2.10%) Talend
12 13 (1.70%) Apple
13 12 (1.57%) Monzo
13 12 (1.57%) Spotify
14 9 (1.18%) Oracle
15 8 (1.05%) Informatica