What is Observability and how common is it in AI job postings?

Observability is a skill in the "Infrastructure & Systems" category. It currently appears in 589 active AI roles across 129 companies in our index.

Which companies are hiring for Observability?

The top employers with active AI roles mentioning Observability are: Capital One (84), Amazon (33), Adobe (27), OpenAI (24), NVIDIA (24).

Is demand for Observability growing?

Over the last 12 weeks, 402 new AI postings mentioned Observability. Demand is rising — up 165% in the last four weeks compared to the earliest four weeks in the window.

At which stage of AI development is Observability used?

Roles requiring Observability are concentrated in: agents (56%), serving infrastructure (28%), data (6%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

What skills are commonly paired with Observability?

Job postings that mention Observability most often also require: Python, Production ML Systems, Agentic Systems, LLM Evaluation & Grading, Large Language Models (LLMs).

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Observability

589 active AI roles across 129 companies mention Observability. Category: Infrastructure & Systems.

Demand trend

New AI postings mentioning Observability per week — 402 total over 12 weeks.

Function

All Engineering · 542 Product · 37 Research · 12

Status

All Active only

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AI score Recently posted Company A–Z

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12 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
OpenAI	Researcher, Computer Use - Agent Post-Training	AI Frontier	10	L2
GE Healthcare	Senior Staff AI Scientist	Healthcare	9	L4
DoorDash	AI Research Fellowship, (Summer and Fall 2026)	Consumer	9	L1
Anthropic	Research Engineer, RL Infrastructure (Knowledge Work)	AI Frontier	9	L5
Scale AI	Research Scientist, AI Controls and Monitoring	Data AI	9	L5
Datadog	AI Research Scientist – Datadog AI Research (DAIR)	Enterprise	9	L2
Datadog	AI Research Scientist - Datadog AI Research (DAIR)	Enterprise	9	L2
CrowdStrike	Sr. Data Scientist (Hybrid, IRE)	Enterprise	8	L2
Amazon	Applied Scientist, Agentic Automated Reasoning	Big Tech	8	L4
Amazon	Applied Scientist Intern, 2026 Shenzhen	Big Tech	8	L2
ByteDance	Research Scientist, Operations Research (Infrastructure Lab)	Big Tech	7	L4
ByteDance	Senior Research Scientist, Data Management and Security - Infrastructure System Lab	Big Tech	7	L0

Frequently asked questions

What is Observability and how common is it in AI job postings?
Observability is a skill in the "Infrastructure & Systems" category. It currently appears in 589 active AI roles across 129 companies in our index.
Which companies are hiring for Observability?
The top employers with active AI roles mentioning Observability are: Capital One (84), Amazon (33), Adobe (27), OpenAI (24), NVIDIA (24).
Is demand for Observability growing?
Over the last 12 weeks, 402 new AI postings mentioned Observability. Demand is rising — up 165% in the last four weeks compared to the earliest four weeks in the window.
At which stage of AI development is Observability used?
Roles requiring Observability are concentrated in: agents (56%), serving infrastructure (28%), data (6%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.
What skills are commonly paired with Observability?
Job postings that mention Observability most often also require: Python, Production ML Systems, Agentic Systems, LLM Evaluation & Grading, Large Language Models (LLMs).

Observability

Top employers

Often paired with

Demand trend

Frequently asked questions

Observability

Top employers

Often paired with

Demand trend

Frequently asked questions