Three colleagues discussing database analytics in an office setting
hard_drive_2 In-database analytics

Unleash performance with in-database analytics

Solve complex problems fast with the most extensive in-database analytic capabilities on the market.

What it is

Innovate faster with more efficient data preparation, model training, and deployment

Gain clearer insights with the unmatched in-database functions of ClearScape Analytics™. Now you can solve complex analytic problems, minimize risk, and deliver insights based on a complete view of your data—all with zero data movement.

VantageCloud Enterprise and Lake Edition

Prep data faster

Accelerate data preparation with powerful in-database functions and enable reuse via a feature store.


Deploy everywhere

Integrate model scoring with business data for real-time and batch scoring at enterprise scale.


Train models at hyperscale

Leverage vertical and horizontal scaling to efficiently train models in-database, from very large models to millions of smaller ones.


Deliver end-to-end value

Minimize data movement and automate and operationalize AI seamlessly with an end-to-end in-database machine learning pipeline.

The Total Economic Impact™ of ClearScape Analytics

See how you can drive ROI with Trusted AI

How can ClearScape Analytics help you drive ROI from Trusted AI? We commissioned Forrester Consulting to find out. This 2024 study shows how models enabled by ClearScape Analytics drove $125 million in profits and 244% ROI over three years for a current Teradata customer.

The Total Economic Impact™ of Teradata ClearScape AnalyticsTM, a commissioned study conducted by Forrester Consulting on behalf of Teradata, January 2024

Why it matters

Deliver breakthrough insights with zero data movement

With the most comprehensive variety of resources, you’ll always have the right tools to find the right answers.

Make AI as easy as 1-2-3

Reveal the clearest path to future value

With ClearScape Analytics, you can scale AI/ML quicker and more effectively to solve your most complex challenges, reduce cost and friction, and accelerate time to value throughout your organization.

  1. 1
    Prepare data
    • Descriptive statistics
    • Data transformation
    • Advanced feature engineering
  2. 2
    Train models
    • Machine learning
    • Horizontal and vertical scaling
    • Time-series analytics
  3. 3
    Deploy models
    • Integrated model scoring
    • Real-time and batch scoring
    • End-to-end in-database pipelines
How it works

Drive more growth, value, and performance with unmatched in-database analytics

Gain clearer insights with vast in-database functions, reveal key details with an unmatched ability to join data, and refine predictions with intelligent modeling.

Data engineers and data scientists can quickly clean, transform, and organize raw data before using it for analysis or machine learning purposes. Frequently used functions include descriptive statistics, hypothesis testing, outlier handling, statistical tests, and many more.

Analyze and visualize data to understand its underlying patterns, relationships, and distributions. This crucial step helps uncover insights and identify potential issues in the data. Data science teams and business analysts can use a variety of functions—from path analysis, 4D analytics, temporal and time-series analysis, and more—to understand the data, identify trends, and develop hypotheses about the relationships between variables.

Select and transform raw data into features that can be used to train machine learning models. These features help models make accurate predictions or classifications. Effective feature engineering can improve the accuracy, efficiency, and interpretability of machine learning models.

Leverage a variety of models to make accurate predictions or classifications. ClearScape Analytics provides a robust assortment of algorithms to help build models that can generalize well to new data and make accurate predictions. Algorithms include Linear Regression, Logistic Regression, Decision Forest, Arima, XGBoost, SVM, and many more.

Assess the performance of a machine learning model on a test set or validation set. This capability helps data science teams determine how well the model generalizes to new data while comparing the performance of different models. The models can be operationalized to score and make predictions.

Who it helps

Improving productivity for data scientists, business analysts, and data engineers

Empower your teams to spend more time creating value and delivering breakthrough insights with ClearScape Analytics’ comprehensive in-database functions.

Skyrocket your productivity

Maximize efficiency across the entire machine learning lifecycle. ClearScape Analytics’ comprehensive in-database functions and machine learning pipeline seamlessly apply algorithms to large-scale data, with minimal data movement.

Data Scientists - Reveal insights and solve complex problems with the unmatched speed and power of Teradata VantageCloud and ClearScape Analytics™

Unlock more powerful insights

Drive breakthrough decisions from the broadest set of data possible. Leverage robust in-database functions—including path analysis, time-series, geospatial, text analytics, 4D analytics, and more—to convert a massive amount of data into powerful insights.

Analytics Leader - Unlock insights, improve predictions, and reduce time to value with the world’s most powerful analytics platform

Streamline your day-to-day

Spend more time doing the work you love. ClearScape Analytics’ powerful data integration and data preparation functionalities help eliminate tedious busywork so you can focus on projects that move the needle.

Engineers - Empower your enterprise to thrive with data systems that fuel breakthrough insights, again and again
Other capabilities

Explore more ClearScape Analytics capabilities


Free hands-on demo environment

Experience the most powerful engine for AI innovation

Get a free hands-on demo environment for ClearScape Analytics™, VantageCloud’s powerful engine for deploying end-to-end AI/ML pipelines. Explore 80+ AI/ML use cases across multiple industries and analytic functions—from broken digital journeys and energy consumption forecasting to fraud detection and much more.

ClearScape Analytics Demo