Feature Platform
The Fastest Way to Build and Deploy Data Pipelines for Machine Learning
Tecton is a fully-managed feature platform built to orchestrate the complete lifecycle of features, from transformation to online serving, with enterprise-grade SLAs.
Explore the Platform
We Built a Feature Platform So You Don’t Have To
Feature Repository
Define and manage features as code
- Manage features as files in a git repository using a declarative framework
- Deploy to production with confidence by integrating CI/CD processes to the feature lifecycle
- Unit test your features before you deploy to production
- Isolate workflows in separate production and development workspaces
- Manage dependencies of features across models and version-control features
Apply changes into Tecton...
…and Tecton will automatically transform, store and serve features
Feature Pipelines
Transform
- Automate the orchestration and processing of transformation pipelines to materialize feature values
- Define streaming and real-time transformations in the same way you define batch transformations
- Define time-window aggregations, such as 7-day count, with a single line of code that works across batch and real-time data
Feature Store
Store
- Store consistent feature values across offline and online environments to prevent training-serving skew
- Use an offline store to optimize for large scale, low-cost retrieval for training
- Use an online store for low-latency retrieval for online serving
Feature Store
Serve
- Serve features at ultra low-latency with a REST API and scale to over 100,000 QPS
- Generate accurate training data through a simple Python SDK
- Automatically backfill features to generate complete training sets
- Eliminate data leakage through correct time-travel across training and serving environments
Monitoring
Monitor
- Observe feature availability and freshness
- Monitor health of machine learning pipelines and automatically resolve issues that could produce stale feature data
- Control costs by tracking the computation and storage cost of individual features
Feature Platform
Govern and Collaborate
- Standardize data workflows across the organization
- Control access to feature data and ensure compliance in your ML applications
- Discover features through an intuitive Web UI and re-use features to build production models with a single line of code
Fully Managed and Cloud Native
A Cloud-Native Solution Built for Reliability and Scale
Fully managed service
Let Tecton manage your feature store with guaranteed SLAs and enterprise support out of the box. Tecton is built on best-in-class cloud services to maximize resilience and scale.
Elastic scalability
Tecton optimizes resource utilization and scales dynamically based on your requirements. We scale compute, storage, and serving independently to adjust to your usage patterns.
Cost optimized
Tecton’s core IP implements feature transformations in a cost-effective way, and Tecton is priced on consumption so you only pay for what you use.
PART OF THE MODERN ML STACK
Plugs Into Your Existing Infrastructure
Tecton integrates seamlessly with other parts of the ML stack. It connects to existing data processing and storage infrastructure and allows you to use any model training and serving tools you desire.
Connects to your batch and real-time data sources
Tecton provides beautiful abstractions so data scientists don't need to focus on where the data is being sourced from.
Gives you flexibility for compute and storage
Tecton allows you to define and process features using
Python, SQL or Spark. It can store the features in the data platform of your choice.
Integrates seamlessly with a thriving ecosystem
Tecton can cleanly interface with your organization's
machine learning applications
-TheSequence Scope AI Newsletter
BUILT FOR THE ENTERPRISE
A Platform You Can Trust
Tecton’s core principle is reliability. That’s why we’re trusted across Fortune 500 companies.
Scale to any volume
Tecton powers machine learning applications that are business critical. Develop with the confidence that your ML infrastructure will scale to meet your needs.
Best-in-class security & compliance
Data for machine learning is subject to the most stringent legal, regulatory, privacy, compliance, and security requirements. Tecton is built to meet those requirements.
