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Gain new insights from advanced analytical processing in SAP HANA

Leverage our in-memory advanced analytical processing capabilities – text, predictive, spatial, event streams, and time series – to build intelligent applications that provide deeper insights at unprecedented speed. And take advantage of predictive analytics, data mining, text analysis, and more.
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SAP positioned as a leader for Predictive Analytics and Machine Learning solutions

The Forrester Wave™: Predictive Analytics and Machine Learning Solutions, Q1 2017 positions SAP as a leader. SAP provides comprehensive set of predictive analytics and machine learning solutions for data scientists, business analysts, and application developers. From data preparation, model development, testing, deployment, and model management, SAP supports end to end build and deployment.

Predictive Analytics and Processing

Anticipate business outcomes

Predict future outcomes with greater accuracy by harnessing the power of Big Data. With the ability to analyze any type of data – and seamlessly integrate with Hadoop, R, and SAS – SAP HANA in-database predictive analytics allow you to establish optimization best practices and speed decision making across your entire business.  
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Discover why SAP is a leader

Read what leading industry analyst firms say about predictive analytics, and discover why analyst reports have positioned SAP as a leader in predictive and advanced analytics.  

Use predictive analytics libraries (PAL)

Forecast future outcomes. Leverage predictive analytics libraries (PAL) in SAP HANA to perform data mining and statistical calculations on large data sets within real-time applications.  

Automate your predictive analytics

Prepare, build, and deploy models within minutes – and gain unprecedented insight into your customers, business, and markets. Speed up the entire predictive modeling process.

Leaverage R programming

Get statistical answers using SAP HANA to process R code as part of an overall query. With R integration, you can leverage the open source programming language for statistical computing and graphics.

Spatial Data Processing

Uncover new insights from spatial data

Spatial processing with SAP HANA allows you to process and analyze massive amounts of spatial data in real time to reveal new patterns and trends, adding a valuable spatial dimension to business data. SAP HANA includes a multilayered spatial engine and supports spatial columns, spatial access methods, and spatial reference systems. With these enhanced GIS features, SAP HANA provides a single database for both your business and spatial data.

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Unified Data Modeling

With unified modeling, you can enrich business data with geographical information to answer a new set of business questions in real time. Learn how the SAP HANA platform delivers a native spatial processing engine, content, and services – enabling you to get new location-based intelligence.

Spatially Enriched Applications

See how reinsurer Munich Re is currently leveraging geospatial satellite data provided by the European Space Agency through the Earth Observation Analysis service, a cloud service powered by the SAP HANA platform. The service enables Munich Re to more accurately calculate costs and risks related to wildfires – and even gain insights into the future probability of wildfires.

Supercharge Your Business Apps

Discover how you can use spatial analysis functionality in SAP HANA to analyze disparate business, customer, and location-based data sources, helping you make smarter and faster decisions, save time and money, and increase revenue.

Text Analytics and Search

Get faster, broader insights from text

Harness the value of all your business data. With SAP HANA, you can perform text analysis, text mining, and search to discover new insights from unstructured documents. And, when you process both structured and unstructured data in one platform, you can gain broader, contextual insights to improve decision making while benefiting from less data duplication and movement.
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Text analysis

Unlock text hidden in almost any enterprise file format with automated document filtering. When text is processed, SAP HANA gives structure to unstructured text by applying linguistic markup and extracting core entities such as people, organizations, or dates. SAP HANA also classifies relationships among entities for sentiment analysis.

Text mining

Make semantic determinations about the overall content of documents relative to other documents. Use text mining functions to detect patterns, identify key terms, or categorize documents.


Perform full-text or fuzzy search much like you would when searching on the Internet to discover key information. Use a full-text index to pre-process text linguistically, using techniques such as tokenization, word stemming, and normalization.

Series Data Processing

Detect and forecast trends in data

Measure data over time to discover trends that can save you time and money. With SAP HANA series data processing, you can efficiently process large volumes of series data in conjunction with business data to assess business impact. Whether you are monitoring price fluctuations, season patterns, machine efficiency, energy consumption, or network flow, the ability to monitor data over time lets you discover and exploit patterns to your competitive advantage.

Get the details

Learn more about how you can work with series data in SAP HANA – and discover new trends and patterns by analyzing data over a period of time.  

Streaming Data Processing

Extract real-time insight from streaming data

Gain insight from event streams in real time – with a highly scalable processing engine in the SAP HANA platform that allows you to capture, analyze, and act on information streaming in from many sources. With SAP HANA smart data streaming, you can identify emerging threats and opportunities as they happen, and respond immediately. Streaming data is continuously compared and correlated to data in the SAP HANA database, so your business can detect anomalies in real time and act accordingly.  
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React in real time

Learn more about how SAP HANA smart data streaming analyzes streaming data and continuously correlates it with your business data.

Discover why SAP is a leader

Read the Forrester Research Big Data Streaming WAVE 2016, and learn why the SAP HANA smart data streaming capability is a leader in the market.

Join our developer center

Learn how to incorporate smart stream capture and active event monitoring, alerting, and event-driven response into SAP HANA applications.

Graph Data Processing

Dynamically uncover valuable insight from interconnected data

Unlock new possibilities by exploring the relationships among people, places, and things. SAP HANA graph data processing allows you to model and analyze the complex reality of highly connected data, using a familiar relational database. Gain access to intuitive modeling and visualization tools to easily create and navigate graphs, uncover patterns, calculate shortest paths, and understand relationships. With built-in graph algorithms you can easily create innovative applications that open new opportunities for your business.  And because graph data processing is part of the SAP HANA platform, your data is always secure and available.
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