--- title: The Snowflake MLOps Series — Part 2: The Feature Store description: Part 2 of a Snowflake MLOps series demonstrating how to use Snowflake's Feature Store to version and track feature sets alongside models. Using TPC-H data and... canonical: https://daily.dev/posts/the-snowflake-mlops-series-part-2-the-feature-store-bmjf9kupw twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The Snowflake MLOps Series — Part 2: The Feature Store | daily.dev og:description: Part 2 of a Snowflake MLOps series demonstrating how to use Snowflake's Feature Store to version and track feature sets alongside models. Using TPC-H data and... og:url: https://daily.dev/posts/the-snowflake-mlops-series-part-2-the-feature-store-bmjf9kupw og:image: https://api.daily.dev/og/posts/BmJF9KUpW.png og:image:alt: The Snowflake MLOps Series — Part 2: The Feature Store og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # The Snowflake MLOps Series — Part 2: The Feature Store **[Infostrux](https://daily.dev/sources/infostrux)** · 13 min read · 0 upvotes · 0 comments ## Summary Part 2 of a Snowflake MLOps series demonstrating how to use Snowflake's Feature Store to version and track feature sets alongside models. Using TPC-H data and XGBoost held constant, the tutorial shows how swapping feature sets (V1: raw line-level columns vs V2: adding P_RETAILPRICE) dramatically changes model performance (R² 0.86 → 0.9999), proving features matter more than algorithms. Covers creating a Feature Store schema, registering entities and feature views, building a spine DataFrame, generating versioned datasets, and traversing ML Lineage to programmatically answer 'which feature set trained this model?' Also discusses static vs. managed (Dynamic Table) feature views and previews upcoming GitOps-for-features content. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [The Snowflake MLOps Series — Part 1: The Model Registry](https://daily.dev/posts/the-snowflake-mlops-series-part-1-the-model-registry-makl5k7nf) · Infostrux · 1 upvotes · 0 comments - [How Databricks Feature Store serves features with sub-second freshness](https://daily.dev/posts/how-databricks-feature-store-serves-features-with-sub-second-freshness-shhczz1nn) · databricks · 0 upvotes · 0 comments - [Amazon SageMaker Feature Store now supports individual feature updates to lower write latency](https://daily.dev/posts/amazon-sagemaker-feature-store-now-supports-individual-feature-updates-to-lower-write-latency-tsvu9g3xy) · AWS · 0 upvotes · 0 comments - [Building Real-Time Recommendations with Snowflake Online Feature Serving — Two-Tower Networks](https://daily.dev/posts/building-real-time-recommendations-with-snowflake-online-feature-serving-two-tower-networks-mqwgcqwal) · Snowflake Community · 1 upvotes · 0 comments - [Scaling Feature Engineering Pipelines with Feast and Ray](https://daily.dev/posts/scaling-feature-engineering-pipelines-with-feast-and-ray-pngjwb83s) · Towards Data Science · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#snowflake](https://daily.dev/tags/snowflake), [#mlops](https://daily.dev/tags/mlops), [#xgboost](https://daily.dev/tags/xgboost) [View this post on daily.dev](https://daily.dev/posts/the-snowflake-mlops-series-part-2-the-feature-store-bmjf9kupw) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"The Snowflake MLOps Series — Part 2: The Feature Store","url":"https://daily.dev/posts/the-snowflake-mlops-series-part-2-the-feature-store-bmjf9kupw","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/the-snowflake-mlops-series-part-2-the-feature-store-bmjf9kupw"},"datePublished":"2026-07-27T23:31:39.780Z","dateModified":"2026-07-27T23:32:04.498Z","description":"Part 2 of a Snowflake MLOps series demonstrating how to use Snowflake's Feature Store to version and track feature sets alongside models. 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