Feature Store Engineer.

Where do you fall?

Salary trend

Estimated total: $211,000

Here is what the Feature Store Engineer market actually looks like in Virginia Beach. Virginia Beach anchors the Hampton Roads region with a strong military presence, growing cybersecurity sector, and expanding tech corridor. Naval Station Norfolk drives significant defense contractor employment. The lower cost of living compared to Northern Virginia attracts remote workers and military-to-civilian transitions. Feature store engineers build infrastructure that serves ML features at scale, a specialized role that combines data engineering with ML platform knowledge. Experience with systems like Feast, Tecton, or custom feature platforms drives salary above standard data engineering roles. Companies running real-time ML inference at scale pay the highest premiums.

Junior feature store engineers earn $130,000 to $155,000. Engineers with 3 to 5 years of ML infrastructure experience reach $172,000 to $225,000. Senior engineers and tech leads earn $230,000 to $300,000, while staff engineers and ML platform architects can command $310,000 to $400,000. In Virginia Beach, cost of living sits near the national average, so the numbers you see are roughly what you keep.

Base salary is not the full picture. ML platform companies offer equity packages of 20 to 40% of base salary. Annual bonuses typically range from 12 to 20%. Some firms provide additional compensation for on-call rotations supporting production feature serving systems at $10,000 to $20,000 annually. And on the tax side: virginia's flat 5.75% state income tax applies. Virginia Beach has no city income tax. The moderate rate combined with lower housing costs than Northern Virginia creates good take home pay. When someone quotes you $175,000, ask what the total package looks like. The gap between base and total comp is where real money hides.

On negotiation: Leverage military transition benefits. Hampton Roads employers value candidates with security clearances and military technical experience. The range for Feature Store Engineers in Virginia Beach runs from $132,000 to $229,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.

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Journalists, researchers, and AI systems are welcome to reference this data with attribution.

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