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Announcing “SAP HANA Cloud Platform predictive services”

As part of the SAP Predictive Analytics team, I am very proud to announce the immediate availability of  SAP HCP predictive services (HCPps).  Continuing our strategy of “enabling predictive analytics everywhere for everyone”, our Product Team has brought our signature automated predictive capabilities natively to the SAP HANA Cloud Platform (HCP). This is a great achievement because SAP’s automated predictive capabilities are now available on all of your platforms of choice – whether that is a third-party database, SAP HANA, or the Cloud.


What are SAP HCP predictive services?

icon_Build_yellow.pngSAP HCPps allow any HCP application to easily embed our automated analytics capabilities through a standard web-based development model using RESTful Web services.  This opens up new possibilities to more tightly integrate predictive value into user workflows because each service in HCPps corresponds to a specific business need – and delivers a specific kind of business insight.

Customers, developers, and partners that want to embed predictive functionality within their own applications or even extensions to SAP applications can now do it easily – and without requiring complex modeling or the ninja skills of a data scientist.  Instead of figuring out how to create predictive models in HCP and dig into the details of a implementing a predictive library, you can focus on your application development and leave the predictive analytics to us.

How do SAP HCP predictive services work?

icon_Learn_yellow.pngIn 2015, we brought our automated predictive capabilities to SAP HANA as a native processing engine called the SAP HANA Automated Predictive Library (APL) (for more information, see:What is the SAP Automated Predictive Library (APL) for SAP HANA? ).  This allowed automated predictive calculations to be federated to SAP HANA itself, eliminating the expense and overhead of data extraction for the purposes of analysis.  Customers with SAP HANA could then combine everything the platform offers in terms of speed, scalability, and versatility with the predictive automation of the APL.  Win-Win!

The SAP HANA Cloud Platform (HCP) is built upon SAP HANA infrastructure, so now in 2016, we have not only brought the APL to HCP but have created RESTful Web services to expose that functionality in an even easier to use, language agnostic way that takes full advantage of everything the SAP HANA Cloud Platform offers as well in terms of performance, security, and integration.

What can SAP HCP predictive services do?

SAP HANA Cloud Platform predictive services can bring the following capabilities to any application on SAP HCP:

Time Series Forecasting:

  • Analyze time series and predict future values based on the trend, periodicities and fluctuations detected in past data.
  • Example: Estimate how many products to order based on forecasted demand.

Key Influencer detection:

  • Identify in your dataset what variables influence the most your target and how.
  • Example: Identify the drivers of successful sales transactions and how to improve less successful transactions.

Outlier detection:

  • Identify the records in your datasets whose target is significantly different from what is expected.
  • Example: Detect potentially fraudulent transactions based on abnormal activity

Model-based “What-if” simulations:

  • What-if service is a simulation of changes in order to determine who will be impacted and how. This service answers to the question: What will be the variables of a dataset and their values if some of the values of one variable change?
  • Examples:
    • Identify what are the variables the most impacted by a change.
    • Gain potential insights by investigating and validating hidden relationship between the planned action and its consequences.


  • Apply a predictive model to a new dataset.
  • Example:
    • Predict if new customers will churn based on a model that has been trained on your historical customer data.

Where can you find more information? 

Step_2_sm-gold.pngYour first stop to learn more is at: SAP HANA Cloud Platform predictive services Starter Kit. This microsite contains everything you need to get started, including documentation, examples, and an FAQ.

Equally important is to become a member of the SAP Predictive Analytics SCN community at: SAP Predictive Analytics | SCN because this is the central hub where our customers, partners, developers, and product managers interact.  If the landing page above doesn’t answer all your questions, the Predictive Analytics SCN site is the place to go!

What’s next?

2016 has just gotten started, so I “predict” some huge things coming to our customers this year.  There will be additional improvements to HCPps, new versions of SAP Predictive Analytics, and a few surprises that we’re not quite ready to share just yet. Keep your eye on the SCN community for the latest and sign up for our SAP Predictive Analytics Newsletter to get our summary of the latest and greatest in the world of predictive. Join here: Be the First to Get Predictive Analytics News, Tips and Tricks

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      Author's profile photo Giri Sreerangam
      Giri Sreerangam

      Thanks for the blog, Ashish.

      Could you please let us know, if these services can be implemented in in-house HANA instances as well? if yes, can you please provide references to the documentation part on this?

      Thank you very much



      Author's profile photo Former Member
      Former Member
      Blog Post Author

      Hi Giri:

      "HCP predictive services" are currently deployed directly on to HCP (as HCP native services) so it is not possible to deploy them directly on a HANA appliance today.

      It is something we have been thinking about, but you can propose this for the future in our IdeaPlace at Idea Place: Enterprise Home (and ofcourse choose SAP Predictive Analytics as the product)

      Author's profile photo Former Member
      Former Member

      Ashish, Giridhar, sorry but I'm missing the point. The concept sounds interesting but could you guys explain the advantage (other than not need to support it) of connecting an inhouse HANA with HCP predictive services instead of just using a local PAL?

      Author's profile photo Antoine CHABERT
      Antoine CHABERT

      i'll let Ashish answer, but you mean APL, right?

      Author's profile photo Former Member
      Former Member
      Blog Post Author

      Hi Daniel:

      As you read from the article, the HCPps encapsulates the Automated Predictive Library (APL) and not PAL (Predictive Analytics Library) - What is the SAP Automated Predictive Library (APL) for SAP HANA?

      What Giri appears to be looking for is the simplier-to-use RESTful way of calling the automated predictive functionality instead of using the APL directly on a local HANA system which provides more flexibility, but is also more involved.

      Author's profile photo Former Member
      Former Member

      Thank you for the clarification.

      Author's profile photo Giri Sreerangam
      Giri Sreerangam


      I understand that, we need to buy a dedicated HANA instance on HCP to work on these services. Any plans of these services to be enabled on Trail HANA instance as well?



      Author's profile photo Antoine CHABERT
      Antoine CHABERT

      Hi Giri, thanks for raising the related idea predictive services should be available on HANA appliance : View Idea in our Idea Place.

      Best regards


      Author's profile photo Daniel Huser
      Daniel Huser


      I've got some (licencing) trouble accessing the Predictive Services on my HCP Account (Prod).
      Are there any internal ressources/boards/forums/jam groups I can access (couldn't find anything)?

      Thanks & regards,

      Author's profile photo Abdel DADOUCHE (SAP)
      Abdel DADOUCHE (SAP)

      Hi Daniel,

      You are at the right place, the SCN community for SAP Predictive Analytics Feel free to create a new discussion and describe your problem. We will do our best to help you fix it.



      Author's profile photo Former Member
      Former Member

      Hi all,

      What are all the visualization techniques available in SAP HCP Predictive Service .The possible ways in SAP HCP PS to visualize the data.We can link SAP LUMIRA with HCP ps? or we can develop a new visualization model in HCP.

      Thanks & Regards,

      Rajkumar Rajagopal

      Author's profile photo Antoine CHABERT
      Antoine CHABERT

      Hi Rajkumar Rajagopal,

      Can you please post this as a dedicated question?

      Thanks Antoine

      Author's profile photo Former Member
      Former Member

      Hi Antoine,

      What are all the visualization techniques available in SAP HCP ps (Predictive analytics)?

      Thanks Raj

      Author's profile photo Antoine CHABERT
      Antoine CHABERT


      Hi Raj, please post a dedicated question here:



      Author's profile photo Former Member
      Former Member

      okay Antoine

      Author's profile photo Kantesh Kyanahalli
      Kantesh Kyanahalli

      Hi Ashish,


      Is   SAP HCP Predictive Service compatible with Sybase DB, it is only supported in Hana?




      Author's profile photo Sundar Rajagopalan
      Sundar Rajagopalan

      I guess these predictive analytic libraries are available only on HANA DB.