Data & Analytics in San Francisco
Focused market intelligence for Data & Analytics job seekers in San Francisco.
989+
Jobs tracked
472+
Employers
January 2026
Latest period
Reports & Analysis
San Francisco Data & Analytics -- Job Seeker Guide
With 36% of roles seeking ML Engineers, investment in production ML skills offers the strongest job security. Focus on Python (53% demand), PyTorch (11%), and MLOps tools like Airflow (11%). The combi...
San Francisco Data & Analytics -- Job Seeker Guide
With 40% of positions being ML Engineer roles, candidates with PyTorch, TensorFlow, and LLM experience are well-positioned in this market.
From Data Analyst to Data Engineer: Consumer to Producer
A third of data engineering skills overlap with analyst roles, but the other two-thirds are almost entirely infrastructure. Here's what the market data shows about making the transition.
From Data Scientist to ML Engineer: When SQL Stops Being the Point
SQL appears in 85% of data scientist roles and 19% of ML engineer postings. The transition is fundamentally about moving from the analytical layer to the systems layer.
Emerging Skills Radar: What Companies Are Actually Hiring For
The gap between what the AI conversation emphasises and what hiring managers actually screen for is wider than most people assume. LLM appears in 16% of descriptions while context engineering barely registers.
Hidden Job Families: The Roles Nobody Talks About
Project and programme managers together account for 4,229 postings -- 37% of all tracked roles. Analytics engineering, growth PM, and platform PM are substantial markets with distinct profiles that rarely feature in career advice.
Monthly Market Pulse: January-February 2026
Delivery management is surging while data and product roles cool. Project manager postings nearly doubled (+95%), while technical PM dropped 65% and data engineering fell 47%.
The Seniority Skills Ladder: How Skill Requirements Change as You Level Up
Leveling up is defined as much by what drops off your requirements as by what gets added. SQL drops 9 points from junior to senior. AI climbs 5 points. Seniority is a move from tools to judgment.
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