Data Architect vs MLOps Engineer
Measured from each occupation's own live postings: mostly different jobs wearing similar names. Posted pay favors the data architect by about $10k at the midpoint.
The short answer
On pay, data architects come out ahead by about $10k a year at the midpoint of posted bands: $94k–$147k against $86k–$135k for mlops engineers. These are advertised figures from postings that state a salary, not estimates.
On skills, they are mostly different jobs that happen to share a name or a hallway. The overlap is thin, which is often exactly why people search this pair. The readiness numbers further down say how far a typical profile on each side already reaches into the other, and which direction is the easier move.
Data Architect
data architect jobs · data architect salary · data architect career guide · careers for data architects
MLOps Engineer
mlops engineer jobs · mlops engineer salary · mlops engineer career guide · careers for mlops engineers
Switching, both directions
The direction matters: mlops engineer → data architect reads 35% ready, the reverse only 18%. Skill overlap is not symmetric.
Data Architect → MLOps Engineer
What mlops engineer postings ask for that data architect profiles usually lack: MLOps, LLMs / Generative AI, CI/CD, Observability.
MLOps Engineer → Data Architect
What data architect postings ask for that mlops engineer profiles usually lack: Data Modeling, Data Governance, Data Engineering, GCP.
Open data architect roles
Cybersecurity Specialist (m/f/d)" - Cybersecurity Reporting, Data Analytics & Data Architecture at ContinentalPetaling Jaya, MYTodayUnlock
Senior Data Architect (m/w) 80-100% at myitjob GmbHZürich, Zürich, Switzerland2d agoApply
Principal Data Architect II, Biotherapeutics and Genetic Medicine at AbbvieWorcester, US3d agoUnlock
Data Architect - Azure at SgsMadrid, ES · Remote4d agoUnlock
Open mlops engineer roles
London - Senior ML Ops Engineer (Experiences) at TripadvisorGermanyTodayApply- ML Platform Engineer (m/f/d) at AgilerobotsseMunich, Bavaria1d agoApply
MLOps Engineer at Sequoia ConnectMéxico2w agoApply
Senior MLOps Engineer - Remote - Latin America (Chile) at FullstackChile · Remote2w agoApply
See the whole board for both
73 open roles across the two.
Related comparisons
- Data Architect vs Data Engineer85% peak overlap
- Data Architect vs Solutions Architect54% peak overlap
- BI Developer vs Data Architect52% peak overlap
- Machine Learning Engineer vs MLOps Engineer47% peak overlap
- MLOps Engineer vs Solutions Architect47% peak overlap
- AI Engineer vs MLOps Engineer45% peak overlap
Which one do your skills favor?
Run the instrument with your own skills and both numbers recompute for you. Free.
Quick answers
Which pays more, data architect or mlops engineer?
On pay, data architects come out ahead by about $10k a year at the midpoint of posted bands: $94k–$147k against $86k–$135k for mlops engineers. These are advertised figures from postings that state a salary, not estimates. By seniority and country: data architect salary and mlops engineer salary.
Are data architect and mlops engineer the same job?
On skills, they are mostly different jobs that happen to share a name or a hallway. The overlap is thin, which is often exactly why people search this pair.
Can a data architect become a mlops engineer?
Yes, and the numbers say how far along you already are: a typical data architect profile covers 18% of what mlops engineer postings ask for. The instrument lists the exact skills that make up the rest.
Can a mlops engineer become a data architect?
Going the other way, a typical mlops engineer profile covers 35% of what data architect postings ask for. The two directions are not symmetric: mlops engineer to data architect is the easier move, 35% against 18%.
How many data architect and mlops engineer jobs are open right now?
Right now our board has 59 data architect openings and 14 mlops engineer openings, each linking to the original posting. The board refreshes every night, so the counts move with the market. Hiring the most data architects at the moment: Xebiacee (2), Continental (1), myitjob GmbH (1). For mlops engineers: Tripadvisor (1), Agilerobotsse (1), Sequoia Connect (1).
Pay is the posted middle half; readiness is how much of the other role’s skill demand a typical profile covers. Refreshed nightly.