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 15 January 2026, with comparisons to the same periods in the previous two years.

6 months to
15 Jan 2026
Same period 2025 Same period 2024
Rank 222 160 330
Rank change year-on-year -62 +170 +293
Permanent jobs citing dbt 154 341 155
As % of all permanent jobs with remote/hybrid work options 1.01% 2.07% 0.72%
As % of the Cloud Services category 2.77% 4.45% 1.54%
Number of salaries quoted 99 329 147
10th Percentile £60,000 £56,495 £51,250
25th Percentile £73,750 £71,200 £60,200
Median annual salary (50th Percentile) £105,000 £105,000 £75,150
Median % change year-on-year - +39.72% -11.59%
75th Percentile £135,000 £122,500 £132,500
90th Percentile £137,500 £147,500 £153,500
UK median annual salary £85,000 £95,000 £75,000
% change year-on-year -10.53% +26.67% -

All Cloud Computing 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 5,558 7,655 10,086
As % of all permanent jobs with a WFH option 36.53% 46.49% 46.85%
Number of salaries quoted 3,951 4,881 8,690
10th Percentile £32,000 £36,000 £36,250
25th Percentile £43,750 £47,500 £46,306
Median annual salary (50th Percentile) £61,500 £65,000 £60,000
Median % change year-on-year -5.38% +8.33% -7.69%
75th Percentile £82,500 £83,750 £80,000
90th Percentile £100,000 £105,000 £98,750
UK median annual salary £60,000 £65,000 £60,000
% change year-on-year -7.69% +8.33% -7.69%

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 15 January 2026.

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 70 (45.45%) Apache Airflow
2 33 (21.43%) Apache
3 8 (5.19%) Apache Spark
Applications
1 1 (0.65%) Microsoft Excel
1 1 (0.65%) Notion
Business Applications
1 4 (2.60%) Dynamics CRM
1 4 (2.60%) Markit EDM
Cloud Services
1 101 (65.58%) Snowflake
2 90 (58.44%) AWS
3 83 (53.90%) Azure
4 55 (35.71%) GCP
5 49 (31.82%) Azure DevOps
6 25 (16.23%) GitHub
7 20 (12.99%) Power Platform
8 19 (12.34%) Azure Data Factory
8 19 (12.34%) Azure Key Vault
8 19 (12.34%) GitHub Copilot
9 14 (9.09%) Fivetran
10 10 (6.49%) AWS CloudFormation
11 9 (5.84%) Azure Synapse Analytics
11 9 (5.84%) Matillion
12 8 (5.19%) Amazon ECR
12 8 (5.19%) Amazon ECS
12 8 (5.19%) Pulumi
13 4 (2.60%) Azure Machine Learning
13 4 (2.60%) GitHub Actions
13 4 (2.60%) Google Data Studio
Communications & Networking
1 8 (5.19%) TCP/IP
2 2 (1.30%) Network Security
Database & Business Intelligence
1 56 (36.36%) Amazon Athena
2 52 (33.77%) Apache Arrow
2 52 (33.77%) Apache Iceberg
2 52 (33.77%) Data Warehouse
2 52 (33.77%) Dremio
3 35 (22.73%) Data Lake
3 35 (22.73%) PostgreSQL
4 29 (18.83%) Apache Ignite
5 20 (12.99%) Power BI
5 20 (12.99%) Snowflake Schema
6 9 (5.84%) Amazon RDS
6 9 (5.84%) BigQuery
6 9 (5.84%) Looker
6 9 (5.84%) Tableau
7 8 (5.19%) Elasticsearch
7 8 (5.19%) Redis
8 7 (4.55%) Amazon Redshift
8 7 (4.55%) Metadata
9 6 (3.90%) Data Vault
9 6 (3.90%) SQL Server
Development Applications
1 19 (12.34%) JIRA
2 7 (4.55%) Git
General
1 111 (72.08%) Finance
2 52 (33.77%) Front Office
3 49 (31.82%) Social Skills
4 31 (20.13%) Analytical Skills
4 31 (20.13%) Banking
5 29 (18.83%) Investment Banking
6 6 (3.90%) Retail
7 5 (3.25%) Inclusion and Diversity
7 5 (3.25%) Marketing
8 3 (1.95%) Music Industry
9 1 (0.65%) International Banking
9 1 (0.65%) Law
9 1 (0.65%) Publishing
Job Titles
1 74 (48.05%) Senior
2 54 (35.06%) Python Engineer
3 52 (33.77%) AWS Engineer
3 52 (33.77%) AWS Software Engineer
3 52 (33.77%) Python Software Engineer
3 52 (33.77%) Software Engineer
4 29 (18.83%) Java Engineer
4 29 (18.83%) Java Software Engineer
5 27 (17.53%) Senior Java Engineer
5 27 (17.53%) Senior Java Software Engineer
5 27 (17.53%) Senior Software Engineer
6 25 (16.23%) Developer
7 23 (14.94%) AWS Developer
7 23 (14.94%) Developer/Software Engineer
7 23 (14.94%) Python Developer
8 19 (12.34%) Azure Engineer
9 18 (11.69%) Data Engineer
10 8 (5.19%) Architect
10 8 (5.19%) Site Engineer
10 8 (5.19%) Site Reliability Engineer
Libraries, Frameworks & Software Standards
1 58 (37.66%) Pandas
2 57 (37.01%) NumPy
3 52 (33.77%) SciPy
4 29 (18.83%) gRPC
4 29 (18.83%) Protocol Buffers
5 25 (16.23%) AngularJS
5 25 (16.23%) Node.js
5 25 (16.23%) React
5 25 (16.23%) Vue
6 11 (7.14%) GraphQL
6 11 (7.14%) OAuth
6 11 (7.14%) OpenAPI
6 11 (7.14%) Swagger
7 10 (6.49%) Django
8 8 (5.19%) Kafka
8 8 (5.19%) YAML
9 6 (3.90%) PySpark
10 5 (3.25%) scikit-learn
11 4 (2.60%) Hugging Face
12 2 (1.30%) HTML
Miscellaneous
1 52 (33.77%) Equities
1 52 (33.77%) Fixed Income
1 52 (33.77%) Foreign Exchange (FX)
2 35 (22.73%) Cloud Native
3 29 (18.83%) Derivative
3 29 (18.83%) Hedge funds
3 29 (18.83%) Pricing Data
4 12 (7.79%) Distributed Systems
5 4 (2.60%) Cyber Threat
6 3 (1.95%) Legacy Systems
7 2 (1.30%) Product Ownership
7 2 (1.30%) Security Operations Centre
8 1 (0.65%) Blog
8 1 (0.65%) Credit Risk
8 1 (0.65%) Culture of Ownership
8 1 (0.65%) Market Risk
Operating Systems
1 9 (5.84%) Linux
2 8 (5.19%) Unix
3 4 (2.60%) Windows
Processes & Methodologies
1 101 (65.58%) Agile
2 100 (64.94%) Asset Management
3 68 (44.16%) DevOps
4 63 (40.91%) CI/CD
4 63 (40.91%) Software Engineering
5 57 (37.01%) Data Modelling
6 52 (33.77%) Investment Management
7 51 (33.12%) Analytics
8 49 (31.82%) Coaching
9 42 (27.27%) ETL
10 36 (23.38%) Mentoring
11 35 (22.73%) AI
12 33 (21.43%) Problem-Solving
13 31 (20.13%) Continuous Improvement
13 31 (20.13%) Data Pipeline
14 29 (18.83%) Infrastructure as Code
15 27 (17.53%) Clean Code
16 26 (16.88%) Data Engineering
16 26 (16.88%) Fintech
17 25 (16.23%) Risk Management
Programming Languages
1 100 (64.94%) Python
2 55 (35.71%) JavaScript
2 55 (35.71%) SQL
3 52 (33.77%) TypeScript
4 38 (24.68%) Java
5 30 (19.48%) PowerShell
6 11 (7.14%) C#
7 6 (3.90%) Data Analysis Expressions
8 5 (3.25%) Scala
9 2 (1.30%) Kusto Query Language
9 2 (1.30%) Ruby
Qualifications
1 10 (6.49%) SC Cleared
1 10 (6.49%) Security Cleared
2 4 (2.60%) SnowPro
3 3 (1.95%) Degree
4 2 (1.30%) AWS Certification
4 2 (1.30%) Computer Science Degree
5 1 (0.65%) Master's Degree
5 1 (0.65%) PhD
Quality Assurance & Compliance
1 13 (8.44%) Accessibility
2 11 (7.14%) Data Quality
3 4 (2.60%) NCSC
3 4 (2.60%) NIST
4 3 (1.95%) GDPR
5 2 (1.30%) ISO/IEC 27001
System Software
1 10 (6.49%) Docker
2 4 (2.60%) Active Directory
Systems Management
1 35 (22.73%) Terraform
2 3 (1.95%) Kubernetes
3 2 (1.30%) Argo
Vendors
1 38 (24.68%) Microsoft
2 16 (10.39%) Google
3 13 (8.44%) Databricks
4 9 (5.84%) Talend
5 4 (2.60%) Ab Initio
5 4 (2.60%) Alteryx
5 4 (2.60%) HubSpot
5 4 (2.60%) IBM
5 4 (2.60%) OpenAI
5 4 (2.60%) Salesforce
5 4 (2.60%) Zoho
6 2 (1.30%) Red Hat
7 1 (0.65%) Amplitude
7 1 (0.65%) Apple
7 1 (0.65%) Spotify