Skill Demand Index
Based on 2 scored job postings out of 2,449 total. Depth levels reflect actual proficiency tiers, not just keyword presence.
0.1%
Demand Rate
L2
Median Depth
50%
Gap Rate
2
Jobs Analyzed
Minimal
Most employers want Data Architecture at introductory awareness.
Overview
Market context for Data Architecture in the current job market
Data Architecture is required in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data Architecture typically want candidates who can demonstrate real proficiency, not just surface awareness.
What the data shows for Data Architecture:
What L2 means in practice:
L2 (Basic) means you’ve built small things with Data Architecture — personal projects or bootcamp work. Employers accept this for junior roles.
This means employers aren't looking for someone who has used Data Architecture 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 50% means most applicants lack Data Architecture at the depth employers need. This is a real opportunity for candidates who invest in building genuine proficiency.
Which roles need Data Architecture most:
Marketing positions drive 50% of demand. Software Engineering also frequently list Data Architecture as a requirement. Skills commonly paired with Data Architecture include Stakeholder Management and Communication.
Depth Level Distribution
How candidates match Data Architecture requirements across 2 scored evaluations
Average depth: L2.0·Median depth: L2.0
Salary Correlation
How Data Architecture affects compensation based on postings with disclosed salary data
Without Data Architecture
$137K
Median $130K
454 jobs
Skill Demand Insight
“Data Architecture appears in 0.1% of all scored jobs.”
From 2 scored job postings
Skill Pairings
Other skills that frequently appear alongside Data Architecture
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
50%
co-occurrence
Role Breakdown
Job categories most likely to require Data Architecture
Gap Analysis
How often Data Architecture is identified as a skill gap (L0–L1) in scored applications
Moderate gap rate — many candidates lack this skill
When Data Architecture appears in a job's requirements, 50% of scored applicants received an L0 or L1 (missing or minimal).
Yes. Data Architecture appears in 0.1% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 2 analyzed jobs, demand is steady across multiple role types.
The median required depth is L2. Many positions accept basic to intermediate proficiency.
Salary data for Data Architecture is still accumulating.
The most common pairings are Stakeholder Management and Communication, Customer Data Platform (CDP), Marketing Technology, Data Strategy, Bachelor’s degree in Marketing, Data Science, or a related field. Strengthening these alongside Data Architecture improves your fit across more positions.
Top roles: Marketing, Software Engineering. Marketing positions have the highest demand at 50% of all Data Architecture jobs.
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 Data Architecture job requirements
ShouldApply scores your profile against each skill at the depth level jobs actually need.
Analyze my Data Architecture gaps →See how your depth compares to what employers actually require
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