Hybrid/Remote dbt Job Trends

dbt (data build tool)
UK > Work from Home

The table below provides summary statistics and salary benchmarking for remote or hybrid work requiring dbt skills. It covers permanent job vacancies from the 6 months leading up to 14 November 2025, with comparisons to the same periods in the previous two years.

6 months to
14 Nov 2025
Same period 2024 Same period 2023
Rank 211 96 305
Rank change year-on-year -115 +209 +382
Permanent jobs citing dbt 191 620 188
As % of all permanent jobs with remote/hybrid work options 1.21% 3.11% 0.86%
As % of the Cloud Services category 3.43% 7.03% 1.80%
Number of salaries quoted 163 612 180
10th Percentile £68,813 £60,200 £57,407
25th Percentile £100,000 £77,500 £60,200
Median annual salary (50th Percentile) £110,000 £107,500 £75,000
Median % change year-on-year +2.33% +43.33% -11.76%
75th Percentile £135,000 £142,500 £118,750
90th Percentile £137,500 £148,750 £143,750
UK median annual salary £105,000 £106,250 £73,090
% change year-on-year -1.18% +45.37% -8.64%

All Cloud Skills
Work from Home

dbt falls under the Cloud Services category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies with remote or hybrid options requiring cloud computing skills.

Permanent vacancies with a requirement for cloud computing skills 5,572 8,825 10,428
As % of all permanent jobs with a WFH option 35.42% 44.33% 47.96%
Number of salaries quoted 4,196 5,720 8,902
10th Percentile £31,250 £36,250 £37,000
25th Percentile £42,500 £47,500 £47,500
Median annual salary (50th Percentile) £60,000 £65,000 £65,000
Median % change year-on-year -7.69% - -
75th Percentile £82,500 £85,000 £82,500
90th Percentile £107,500 £110,000 £97,500
UK median annual salary £57,500 £65,000 £62,500
% change year-on-year -11.54% +4.00% -

dbt
Job Vacancy Trend for Remote/Hybrid Jobs

Historical trend showing the proportion of permanent IT job postings citing dbt and offering remote or hybrid work options relative to all permanent IT jobs advertised.

dbt job vacancy trend for remote/hybrid jobs

dbt
Salary Trend for Remote/Hybrid Jobs

Salary distribution trend for jobs with remote/hybrid work options citing dbt.

Salary distribution trend for jobs with remote/hybrid work options citing dbt

dbt
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing dbt over the 6 months to 14 November 2025.

dbt salary histogram for jobs with remote/hybrid work options

dbt
Co-Occurring Skills & Capabilities in Remote/Hybrid Jobs by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 132 (69.11%) Apache Airflow
2 64 (33.51%) Apache
3 3 (1.57%) Apache Spark
Applications
1 1 (0.52%) Microsoft Excel
1 1 (0.52%) Notion
Business Applications
1 4 (2.09%) Dynamics CRM
Cloud Services
1 150 (78.53%) AWS
2 105 (54.97%) Snowflake
3 85 (44.50%) GCP
4 52 (27.23%) Azure
5 26 (13.61%) Azure DevOps
6 18 (9.42%) GitHub
7 16 (8.38%) Power Platform
8 13 (6.81%) GitHub Copilot
9 12 (6.28%) Fivetran
10 10 (5.24%) AWS CloudFormation
11 8 (4.19%) Amazon ECR
11 8 (4.19%) Amazon ECS
11 8 (4.19%) Azure Data Factory
11 8 (4.19%) Pulumi
12 6 (3.14%) Azure Synapse Analytics
13 5 (2.62%) Azure Key Vault
14 4 (2.09%) Dynamics 365
14 4 (2.09%) GitHub Actions
14 4 (2.09%) Google Data Studio
14 4 (2.09%) Matillion
Communications & Networking
1 8 (4.19%) TCP/IP
2 2 (1.05%) Network Security
Database & Business Intelligence
1 125 (65.45%) Amazon Athena
2 121 (63.35%) Apache Arrow
2 121 (63.35%) Apache Iceberg
2 121 (63.35%) Dremio
3 71 (37.17%) PostgreSQL
4 65 (34.03%) Data Lake
5 61 (31.94%) Apache Ignite
6 35 (18.32%) Data Warehouse
7 16 (8.38%) Power BI
7 16 (8.38%) Snowflake Schema
8 9 (4.71%) Amazon RDS
8 9 (4.71%) Tableau
9 8 (4.19%) Elasticsearch
9 8 (4.19%) Looker
9 8 (4.19%) Redis
10 7 (3.66%) BigQuery
11 6 (3.14%) Amazon Redshift
11 6 (3.14%) Metadata
12 5 (2.62%) SQL Server
13 4 (2.09%) Data Vault
Development Applications
1 13 (6.81%) JIRA
2 7 (3.66%) Git
General
1 153 (80.10%) Finance
2 121 (63.35%) Front Office
3 63 (32.98%) Banking
4 61 (31.94%) Investment Banking
5 38 (19.90%) Social Skills
6 17 (8.90%) Analytical Skills
7 6 (3.14%) Retail
8 5 (2.62%) Inclusion and Diversity
8 5 (2.62%) Marketing
9 3 (1.57%) Music Industry
10 1 (0.52%) International Banking
10 1 (0.52%) Publishing
Job Titles
1 121 (63.35%) AWS Engineer
1 121 (63.35%) AWS Software Engineer
1 121 (63.35%) Software Engineer
2 113 (59.16%) Python Engineer
3 111 (58.12%) Python Software Engineer
4 92 (48.17%) Senior
5 71 (37.17%) Java Engineer
5 71 (37.17%) Java Software Engineer
6 62 (32.46%) Developer
7 60 (31.41%) AWS Developer
7 60 (31.41%) Developer/Software Engineer
8 59 (30.89%) Senior Java Engineer
8 59 (30.89%) Senior Java Software Engineer
8 59 (30.89%) Senior Software Engineer
9 50 (26.18%) Python Developer
10 15 (7.85%) Data Engineer
11 10 (5.24%) Java Developer
11 10 (5.24%) Java Software Developer
12 8 (4.19%) Site Engineer
12 8 (4.19%) Site Reliability Engineer
Libraries, Frameworks & Software Standards
1 127 (66.49%) Pandas
2 126 (65.97%) NumPy
3 121 (63.35%) SciPy
4 62 (32.46%) React
5 61 (31.94%) AngularJS
5 61 (31.94%) gRPC
5 61 (31.94%) Node.js
5 61 (31.94%) Protocol Buffers
5 61 (31.94%) Vue
6 11 (5.76%) Django
7 5 (2.62%) scikit-learn
8 4 (2.09%) GraphQL
8 4 (2.09%) Hugging Face
8 4 (2.09%) Kafka
8 4 (2.09%) OAuth
8 4 (2.09%) OpenAPI
8 4 (2.09%) Swagger
9 2 (1.05%) PySpark
10 1 (0.52%) Flask
10 1 (0.52%) XGBoost
Miscellaneous
1 121 (63.35%) Equities
1 121 (63.35%) Fixed Income
1 121 (63.35%) Foreign Exchange (FX)
2 61 (31.94%) Derivative
2 61 (31.94%) Hedge funds
2 61 (31.94%) Pricing Data
3 18 (9.42%) Cloud Native
4 10 (5.24%) Distributed Systems
5 7 (3.66%) Cyber Threat
6 3 (1.57%) Legacy Systems
7 2 (1.05%) Product Ownership
7 2 (1.05%) Security Operations Centre
8 1 (0.52%) Credit Risk
8 1 (0.52%) Culture of Ownership
8 1 (0.52%) Market Risk
Operating Systems
1 8 (4.19%) Linux
1 8 (4.19%) Unix
Processes & Methodologies
1 147 (76.96%) Agile
2 145 (75.92%) Asset Management
3 125 (65.45%) Software Engineering
4 121 (63.35%) Investment Management
5 66 (34.55%) Risk Management
6 63 (32.98%) Fintech
7 60 (31.41%) Order Management
7 60 (31.41%) Performance Attribution
8 40 (20.94%) DevOps
9 38 (19.90%) Analytics
10 37 (19.37%) CI/CD
11 31 (16.23%) Data Modelling
12 28 (14.66%) AI
13 27 (14.14%) ETL
14 25 (13.09%) Coaching
15 24 (12.57%) Mentoring
16 21 (10.99%) Clean Code
16 21 (10.99%) Data Pipeline
17 18 (9.42%) Business Intelligence
17 18 (9.42%) Problem-Solving
Programming Languages
1 145 (75.92%) Python
2 124 (64.92%) JavaScript
3 121 (63.35%) TypeScript
4 74 (38.74%) Java
5 32 (16.75%) SQL
6 9 (4.71%) PowerShell
7 5 (2.62%) Data Analysis Expressions
8 4 (2.09%) C#
9 2 (1.05%) Kusto Query Language
9 2 (1.05%) Scala
10 1 (0.52%) LookML
10 1 (0.52%) Ruby
Qualifications
1 10 (5.24%) SC Cleared
1 10 (5.24%) Security Cleared
2 3 (1.57%) SnowPro
3 2 (1.05%) AWS Certification
3 2 (1.05%) Degree
4 1 (0.52%) Computer Science Degree
4 1 (0.52%) Master's Degree
4 1 (0.52%) PhD
Quality Assurance & Compliance
1 8 (4.19%) Data Quality
2 7 (3.66%) NCSC
2 7 (3.66%) NIST
3 6 (3.14%) Accessibility
4 5 (2.62%) GDPR
5 2 (1.05%) ISO/IEC 27001
System Software
1 11 (5.76%) Docker
Systems Management
1 22 (11.52%) Terraform
2 3 (1.57%) Kubernetes
3 1 (0.52%) Argo
3 1 (0.52%) Grafana
Vendors
1 17 (8.90%) Microsoft
2 16 (8.38%) Google
3 8 (4.19%) Talend
4 6 (3.14%) Databricks
5 4 (2.09%) Alteryx
5 4 (2.09%) HubSpot
5 4 (2.09%) OpenAI
5 4 (2.09%) Salesforce
5 4 (2.09%) Zoho
6 1 (0.52%) Amplitude
6 1 (0.52%) Apple
6 1 (0.52%) Oracle
6 1 (0.52%) Red Hat
6 1 (0.52%) Spotify