Skill Demand Index

dbt — Demand & Depth Analysis

Based on 8 scored job postings out of 3,786 total. Depth levels reflect actual proficiency tiers, not just keyword presence.

0.2%

Demand Rate

L1

Median Depth

87.5%

Gap Rate

8

Jobs Analyzed

L188% of postings

Minimal

Most employers want dbt at introductory awareness.

Overview

What is dbt?

Market context for dbt in the current job market

dbt is required in 0.2% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for dbt typically want candidates who can demonstrate real proficiency, not just surface awareness.

What the data shows for dbt:

  • Required in 0.2% of all scored postingsdemand is growing as more employers add it to requirements
  • Employers typically expect L1 depthfoundational knowledge with practical application
  • Most demand comes from Data Analysis roles38% of all dbt jobs

What L1 means in practice:

L1 (Minimal) means you can discuss the concept but haven’t used it in production. Many entry-level positions accept this.

This means employers aren't looking for someone who has used dbt once or twice. They want evidence of professional application — shipped work, measurable outcomes, and the ability to operate independently.

Common skill gaps:

The gap rate of 87.5% means most applicants lack dbt at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.

Which roles need dbt most:

Data Analysis positions drive 38% of demand. Software Engineering and Data Science / ML also frequently list dbt as a requirement. Skills commonly paired with dbt include SQL and Python.

Depth Level Distribution

Proficiency Distribution

How candidates match dbt requirements across 8 scored evaluations

L0 — Missing
0% (0)
L1 — Minimal
88% (7)
DOMINANT
L2 — Basic
0% (0)
L3 — Proficient
13% (1)
L4 — Advanced
0% (0)
L5 — Expert
0% (0)

Average depth: L1.3·Median depth: L1.0

Salary Correlation

Pay Impact

How dbt affects compensation based on postings with disclosed salary data

Without dbt

$139K

Median $130K

976 jobs

Skill Demand Insight

dbt appears in 0.2% of all scored jobs.”

From 8 scored job postings

Skill Pairings

Commonly Paired Skills

Other skills that frequently appear alongside dbt

Role Breakdown

Top Role Categories

Job categories most likely to require dbt

Gap Analysis

Gap Rate Explained

How often dbt is identified as a skill gap (L0–L1) in scored applications

87.5%

High gap rate — most candidates are underqualified

When dbt appears in a job's requirements, 87.5% of scored applicants received an L0 or L1 (missing or minimal).

A high gap rate signals strong hiring leverage for candidates who have it. A low gap rate means the skill is table stakes: not having it is a disqualifier.

Frequently Asked Questions

Is dbt in demand in 2026?

Yes. dbt appears in 0.2% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 8 analyzed jobs, demand is steady across multiple role types.

What level of dbt do most jobs require?

The median required depth is L1. Many positions accept basic to intermediate proficiency.

Does knowing dbt increase salary?

Salary data for dbt is still accumulating.

What other skills pair with dbt?

The most common pairings are SQL, Python, Looker, Data Analytics, Data Visualization Tools. Strengthening these alongside dbt improves your fit across more positions.

What roles need dbt the most?

Top roles: Data Analysis, Software Engineering, Data Science / ML, Other. Data Analysis positions have the highest demand at 38% of all dbt jobs.

How do I improve my dbt level?

L1→L2: online courses and personal projects. L2→L3: daily professional use and shipped work. L3→L4: mentoring others and optimizing processes. L4→L5: architecture decisions, open source contributions, or published work.

See how you stack up against dbt job requirements

ShouldApply scores your profile against each skill at the depth level jobs actually need.

Analyze my dbt gaps →

See how your depth compares to what employers actually require

All Skills · Roles · Companies · Browse Jobs