Role report · Data & AI

Forward Deployed Engineer: what employers ask for

Of 460 Forward Deployed Engineer postings from 208 employers in the United States and Canada over the last 180 days, 64% ask for Python, 53% for AI Agents, 45% for LLMs, 33% for Machine Learning and 29% for AWS.

From 460 Forward Deployed Engineer postings in the United States and Canada, April 23, 2026 to October 20, 2026. Updated October 20, 2026. How we count

Postings read
460from 208 employers
Remote
34%of postings
Most common level
Mid59% of postings
Experience asked
5 yearsmedian, from 271 postings that state it
Advertised pay
$215,000median a year, from 218 postings in US dollars

The skills employers ask for most

The share of Forward Deployed Engineer postings that name each skill, and how often a posting that names it lists it as required rather than nice to have.

Skills named in Forward Deployed Engineer postings
SkillRequired when named
Python91%
AI Agents85%
LLMs82%
Machine Learning84%
AWS76%
RAG76%
GCP70%
Observability75%
TypeScript80%
REST APIs91%
Azure71%
AI Coding Tools73%
Distributed Systems92%
Generative AI84%
Problem Solving100%
Java91%
ETL/ELT87%
JavaScript89%
CI/CD67%
Software Engineering97%

Taking a larger share

Month on month, comparing like with like; only moves clear of noise are named.

LeadershipMicroservicesDatabricks

Seniority

Forward Deployed Engineer postings by level
LevelPostings
Mid271
Senior68
Principal35
Lead27
Staff19
Director+17
Manager16

Professional skills

Asked for alongside the technical ones.

  • Communication56%
  • Stakeholder Management54%
  • Leadership31%
  • Customer-Facing Engineering9%
  • Technical Leadership8%

Advertised pay

218 of these postings state pay in US dollars. The middle half of their ranges' midpoints runs from $183,000 to $251,000 a year, with a median of $215,000. Pay by level, and what each skill adds to it like for like, is in the app.

Employers with the most postings

Quick answers

What skills does a Forward Deployed Engineer need?

The skills named most often in Forward Deployed Engineer postings are Python, AI Agents, LLMs, Machine Learning and AWS. Python appears in 64% of them.

Are Forward Deployed Engineer jobs remote?

34% of the 460 Forward Deployed Engineer postings in the last 180 days were remote.

How much experience do Forward Deployed Engineer jobs ask for?

Postings that state it ask for a median of 5 years. The most common level is Mid (59% of postings).

What does a Forward Deployed Engineer earn?

Postings that state pay advertise a typical $183,000 to $251,000 a year, with a median of $215,000, from 218 postings in US dollars.

Which skills are growing for Forward Deployed Engineer roles?

Leadership, Microservices and Databricks are taking a larger share of Forward Deployed Engineer postings, month on month and comparing like with like.