Data & AI · observed market
Analytics Engineering jobs and hiring requirements
Data engineering, analytics, machine learning, and AI research. Counts are derived from employer-published vacancies; current roles use a 30-day observation window and older still-published listings are shown separately.
What the work involves
Analytics engineers turn source data into versioned, tested datasets that analysts and business users can trust. The specialty combines SQL, modelling, definitions, lineage and delivery practices. Read whether the role owns ingestion, transformation or downstream analysis; those responsibilities overlap but do not mean the same work.
Reference for this specialty ↗Useful application evidence
- Model grain and consistent business definitions
- Data tests, incremental behavior and lineage
- A deployment or schema change with controlled downstream impact
What this role market shows
Freshness
63%
of still-published listings are in the current observation window
Most visible technology
SQL
41 current vacancy mentions
Leading location
United States
25 current role mentions
Evidence mix
Top technologies by requirement tier
Counts are mentions in current vacancies. One vacancy may mention several technologies.
Requirement evidence
Technologies employers ask for in Analytics Engineering
SQL
41 current roles
AI
40 current roles
Python
37 current roles
dbt
33 current roles
Snowflake
26 current roles
Cloud
25 current roles
Scalability
24 current roles
AI Agents
23 current roles
LLM
22 current roles
Data Science
21 current roles
Reliability Engineering
21 current roles
Automation
20 current roles
Current market
Latest current vacancies
Analytics Engineer
Reddit · Remote — United States
Senior AI Data & Analytics Engineer II
Samsara · Remote — Morocco
Senior AI Data & Analytics Engineer II
Samsara · Remote
Senior AI Data & Analytics Engineer II
Samsara · Remote
Senior AI Data & Analytics Engineer II
Samsara · Remote — Canada
Senior AI Data & Analytics Engineer II
Samsara · Remote
Senior AI Data & Analytics Engineer II
Samsara · Remote
Senior AI Data & Analytics Engineer II
Samsara · Remote
Director, Analytics Engineering
GitLab · Remote — United States
Analytics Engineer
Google · Austin, Texas, United States
Work formats
Seniority
Evidence route
How this role market is assembled
Employer-published vacancies are classified by specialty. Current demand is kept apart from older still-published listings; employer, technology and location views come from that same cached role snapshot.
Illustrative process diagram. The charts above show the actual counts for Analytics Engineering.
Still published by employers
Long-running source-active roles
These listings remain on their publishers’ career sites but are older than the current-market window. They remain discoverable without inflating fresh-demand totals.
Senior Analytics Engineer- Custom Feeds
Placer.ai · Ramat Gan, Israel
Sr. Business Intelligence Engineer, AWS Analytics Engineering
Amazon · Seattle, Washington, United States
Analytics Engineer 5 - Media Science DSE
Netflix · Remote — United States
Analytics Engineer Intern
Coinbase · New York, New York, United States
Analytics Engineer 5 - Cloud Games Infrastructure Data Products
Netflix · Remote — United States
Staff Product Analytics Engineer
Celonis · Bengaluru, India
Graph-linked family