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 4 April 2026, with comparisons to the same periods in the previous two years.

6 months to
4 Apr 2026
Same period 2025 Same period 2024
Rank 282 151 318
Rank change year-on-year -131 +167 +251
Permanent jobs citing dbt 111 306 257
As % of all permanent jobs with remote/hybrid work options 0.66% 2.38% 0.82%
As % of the Cloud Services category 1.69% 5.09% 1.84%
Number of salaries quoted 50 297 244
10th Percentile £62,400 £64,471 £60,200
25th Percentile £68,813 £77,500 £72,500
Median annual salary (50th Percentile) £75,000 £107,500 £112,500
Median % change year-on-year -30.23% -4.44% +32.35%
75th Percentile £86,875 £135,000 £143,750
90th Percentile £96,250 £138,750 £165,000
UK median annual salary £75,000 £107,500 £95,000
% change year-on-year -30.23% +13.16% +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 6,565 6,016 13,935
As % of all permanent jobs with a WFH option 38.82% 46.74% 44.31%
Number of salaries quoted 4,436 4,701 12,033
10th Percentile £33,313 £33,750 £35,000
25th Percentile £45,000 £46,750 £45,000
Median annual salary (50th Percentile) £62,500 £63,000 £60,000
Median % change year-on-year -0.79% +5.00% -7.69%
75th Percentile £83,793 £83,750 £78,750
90th Percentile £100,000 £107,500 £97,500
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -11.54%

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 4 April 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 32 (28.83%) Apache Airflow
2 12 (10.81%) Apache Spark
3 6 (5.41%) Apache
Applications
1 1 (0.90%) Microsoft Excel
1 1 (0.90%) Notion
Business Applications
1 4 (3.60%) Markit EDM
Cloud Services
1 68 (61.26%) Azure
2 60 (54.05%) Snowflake
3 53 (47.75%) AWS
4 40 (36.04%) GCP
5 33 (29.73%) Azure DevOps
6 19 (17.12%) Azure Key Vault
7 17 (15.32%) Azure Data Factory
8 16 (14.41%) Power Platform
9 15 (13.51%) AWS CloudFormation
10 13 (11.71%) Amazon ECR
10 13 (11.71%) Amazon ECS
10 13 (11.71%) GitHub
10 13 (11.71%) Pulumi
11 11 (9.91%) GitHub Copilot
12 10 (9.01%) PaaS
13 9 (8.11%) Fivetran
14 8 (7.21%) Matillion
15 7 (6.31%) Cloud Composer
16 6 (5.41%) Dagster
17 5 (4.50%) Datadog
Communications & Networking
1 13 (11.71%) TCP/IP
2 6 (5.41%) Broadband
Database & Business Intelligence
1 34 (30.63%) Data Warehouse
2 19 (17.12%) PostgreSQL
3 16 (14.41%) Power BI
4 15 (13.51%) BigQuery
5 14 (12.61%) Amazon RDS
5 14 (12.61%) Metadata
6 13 (11.71%) Elasticsearch
6 13 (11.71%) Redis
7 11 (9.91%) Snowflake Schema
8 9 (8.11%) Data Lake
9 7 (6.31%) Amazon Athena
9 7 (6.31%) Relational Database
10 6 (5.41%) Looker
11 5 (4.50%) Data Vault
11 5 (4.50%) SQL Server Integration Services
12 4 (3.60%) Amazon Redshift
12 4 (3.60%) Apache Arrow
12 4 (3.60%) Apache Iceberg
12 4 (3.60%) Apache Ignite
12 4 (3.60%) Dremio
Development Applications
1 11 (9.91%) JIRA
2 5 (4.50%) Cucumber
2 5 (4.50%) JMeter
2 5 (4.50%) Locust
3 3 (2.70%) Git
General
1 51 (45.95%) Finance
2 43 (38.74%) Social Skills
3 23 (20.72%) Analytical Skills
4 17 (15.32%) Inclusion and Diversity
5 11 (9.91%) Law
6 10 (9.01%) Banking
7 5 (4.50%) Retail
8 4 (3.60%) Front Office
8 4 (3.60%) Investment Banking
9 2 (1.80%) Documentation Skills
9 2 (1.80%) Marketing
10 1 (0.90%) Influencing Skills
10 1 (0.90%) International Banking
10 1 (0.90%) Music Industry
10 1 (0.90%) Publishing
10 1 (0.90%) Telecoms
Job Titles
1 53 (47.75%) Senior
2 29 (26.13%) Data Engineer
3 19 (17.12%) Azure Engineer
4 10 (9.01%) Lead
4 10 (9.01%) Senior Data Engineer
5 8 (7.21%) Architect
5 8 (7.21%) Site Engineer
5 8 (7.21%) Site Reliability Engineer
6 6 (5.41%) AWS Engineer
6 6 (5.41%) Snowflake Architect
7 5 (4.50%) Platform Engineer
7 5 (4.50%) Senior Platform Engineer
7 5 (4.50%) Test Leader
8 4 (3.60%) Applications Engineer
8 4 (3.60%) Applications Support
8 4 (3.60%) Java Engineer
8 4 (3.60%) Java Software Engineer
8 4 (3.60%) Python Software Engineer
8 4 (3.60%) Software Engineer
8 4 (3.60%) Support Engineer
Libraries, Frameworks & Software Standards
1 15 (13.51%) Kafka
2 13 (11.71%) Django
3 11 (9.91%) GraphQL
3 11 (9.91%) OAuth
3 11 (9.91%) OpenAPI
3 11 (9.91%) Swagger
4 8 (7.21%) YAML
5 5 (4.50%) Gherkin
5 5 (4.50%) PySpark
6 4 (3.60%) gRPC
6 4 (3.60%) NumPy
6 4 (3.60%) Pandas
6 4 (3.60%) Protocol Buffers
6 4 (3.60%) SciPy
7 2 (1.80%) AngularJS
7 2 (1.80%) CSS
7 2 (1.80%) HTML
7 2 (1.80%) Node.js
7 2 (1.80%) React
7 2 (1.80%) Vue
Miscellaneous
1 29 (26.13%) Cloud Native
2 10 (9.01%) Distributed Systems
3 8 (7.21%) Data Structures
4 6 (5.41%) Anti-Piracy
4 6 (5.41%) Social Media
5 5 (4.50%) Blog
5 5 (4.50%) Linux Command Line
6 4 (3.60%) Derivative
6 4 (3.60%) Equities
6 4 (3.60%) Fixed Income
6 4 (3.60%) Foreign Exchange (FX)
6 4 (3.60%) Hedge funds
6 4 (3.60%) Pricing Data
7 2 (1.80%) Analytical Mindset
7 2 (1.80%) Contract for Difference
7 2 (1.80%) Greenfield Project
7 2 (1.80%) Legacy Systems
7 2 (1.80%) Reference Data
8 1 (0.90%) Credit Risk
8 1 (0.90%) Data Fabric
Operating Systems
1 16 (14.41%) Linux
2 13 (11.71%) Unix
3 4 (3.60%) Windows
Processes & Methodologies
1 61 (54.95%) CI/CD
1 61 (54.95%) DevOps
2 58 (52.25%) Agile
2 58 (52.25%) Data Modelling
3 43 (38.74%) Analytics
4 40 (36.04%) Asset Management
4 40 (36.04%) Infrastructure as Code
5 38 (34.23%) Coaching
6 35 (31.53%) Data Engineering
6 35 (31.53%) ETL
7 30 (27.03%) Data Pipeline
8 27 (24.32%) Mentoring
9 26 (23.42%) Continuous Improvement
10 25 (22.52%) Problem-Solving
11 24 (21.62%) Clean Code
11 24 (21.62%) Data Governance
11 24 (21.62%) Observability
12 21 (18.92%) Migration
13 19 (17.12%) Business Intelligence
13 19 (17.12%) Platform Engineering
Programming Languages
1 61 (54.95%) Python
2 59 (53.15%) SQL
3 29 (26.13%) Java
4 26 (23.42%) PowerShell
5 11 (9.91%) C#
6 9 (8.11%) Scala
7 7 (6.31%) JavaScript
8 6 (5.41%) C++
9 4 (3.60%) TypeScript
10 2 (1.80%) Data Analysis Expressions
10 2 (1.80%) Ruby
11 1 (0.90%) R
Qualifications
1 15 (13.51%) SC Cleared
1 15 (13.51%) Security Cleared
2 4 (3.60%) SnowPro
3 2 (1.80%) AWS Certification
3 2 (1.80%) Computer Science Degree
3 2 (1.80%) Degree
Quality Assurance & Compliance
1 15 (13.51%) Data Quality
2 14 (12.61%) Accessibility
3 5 (4.50%) QA
3 5 (4.50%) WCAG
4 1 (0.90%) GDPR
System Software
1 22 (19.82%) Docker
2 4 (3.60%) Active Directory
Systems Management
1 43 (38.74%) Terraform
2 10 (9.01%) Kubernetes
3 5 (4.50%) AWS Copilot
3 5 (4.50%) Grafana
4 2 (1.80%) Argo
Vendors
1 30 (27.03%) Microsoft
2 17 (15.32%) Google
3 10 (9.01%) Databricks
4 4 (3.60%) Ab Initio
4 4 (3.60%) IBM
5 3 (2.70%) Talend
6 2 (1.80%) Red Hat
7 1 (0.90%) Alteryx
7 1 (0.90%) Apple
7 1 (0.90%) MuleSoft
7 1 (0.90%) Oracle
7 1 (0.90%) Salesforce
7 1 (0.90%) Spotify