Click here to close now.

Welcome!

Cloud Expo Authors: Elizabeth White, Carmen Gonzalez, Liz McMillan, Glenn Rossman, John M. Hawkins

Related Topics: Virtualization, SOA & WOA

Virtualization: Case Study

Data Virtualization at Pfizer: A Case Study

New integration infrastructure built for business agility

Data Virtualization: Going Beyond Traditional Data Integration to Achieve Business Agility is the first book published on the topic of data virtualization. Along with an overview of data virtualization and its advantages, it presents ten case studies of organizations that have adopted data virtualization to significantly improve business decision making, decrease time-to-solution and reduce costs. This article describes data virtualization adoption at one of the enterprises profiled, Pfizer Inc.

Organization Background
Pfizer Inc. is a biopharmaceutical company that develops, manufactures and markets medicines for both humans and animals. As the world's largest drug manufacturer, Pfizer operates globally with 111,500 employees and a presence in over 100 countries.

Worldwide Pharmaceutical Sciences (PharmSci) is a group of scientists responsible for enabling what drugs Pfizer will bring to market. This group designs, synthesizes and manufactures all drugs that are part of clinical trials and toxicology testing within Pfizer.

For this case study, we interviewed Dr. Michael C. Linhares, Ph.D and Research Fellow. Linhares heads up the Business Information Systems (BIS) team within PharmSci.

BIS is responsible for portfolio and resource management across all of PharmSci's projects. This involves designing, building and supporting systems that deliver data to executive teams and staff to help them make decisions regarding how to allocate available resources - both people and dollars - across the overall portfolio of over 100 projects annually.

The Business Problem
A major challenge for PharmSci is the fact that it has a complex portfolio of projects that is constantly changing.

According to Linhares, "Every week, something new comes up and we need to ensure that the right information is communicated to the right people. The people making decisions about resource allocation need easy and simple methods for obtaining that information. One aspect of this is that some people learn the information first and they need to communicate it to others who are responsible for making decisions based on the information. This creates an information-sharing challenge."

Linhares estimates that there are 80 to 100 information producers within PharmSci and over 1,000 information consumers, including the executives who seek a full picture of the project portfolio - financial data, project data, people data and data about the pharmaceutical compounds themselves.

The Technical Problem
The data required is created in and managed by different applications, each developed by a different team, stored in multiple sources managed by different technologies, and the applications don't talk to each other.

This makes it very difficult to access summary information across all projects. Examples would be identifying how much money is being spent on all projects in the project management system, what the next milestones are and when each will be met, and who is working on each project. "We needed a solution that would allow us to pull all this information together in an agile way."

When Linhares joined PharmSci, there was very little in the way of effective information integration. Most integration was done manually by exporting data from various systems into Excel spreadsheets and then either combining spreadsheets or taking the spreadsheet data and moving it into Access or SQL Server databases. With no real security controls, this approach also lacked scalability and opportunities for reuse, generated multiple copies of the spreadsheets (with various changes), and it often took weeks to build a spreadsheet with only a 50% chance that it would include all of the data required.

Solution Requirements
To be successful, the solution to these data integration and reporting problems had to provide the following:

  • A single, integrated view of all data sources with a common set of naming conventions
  • A flexible middle layer that would be independent of both the data sources on the back end and the reporting tools on the front end to facilitate easy change management
  • Shared metadata and business rule functionality so there would be a single point for managing and monitoring the solution
  • A development platform that supported fast, iterative development and, therefore, continuous process improvement

Three Options Considered
BIS considered three solution architectures to meet their business and technical challenges.

  1. Traditional Information Factory: The first option was a traditional approach of an integrated, scalable information factory. Pfizer had already implemented information factories in the division using a combination of Informatica ETL tools, Oracle databases and custom-built reporting applications. However, according to Linhares, an information factory "seemed like overkill. We didn't have high volumes of data, nor did we need the inherent complexity of using ETL tools to transform and move data while making sure we included all the detailed data we might possibly ever need over time." Furthermore, because of the way the information factories were managed within Pfizer, change management entailed significant overhead. However, the architectural concepts of an information factory were not going to be ignored in the final solution.
  2. Single Vendor Stack: A second possible approach was to implement the solution in a single integrated technology (SQL Server with integration services). Major disadvantages were the lack of access to multiple data source types, the need to move data multiple times and the lack of an integrated metadata repository for understanding and organizing the data model.
  3. Data Virtualization: The third option was to create a federated data virtualization layer that integrated and accessed the underlying data sources through virtual views of the data. By leaving the source data in place, this approach would eliminate the issues inherent in copying and moving all the data (which Linhares described as unnecessary, "non-value added" activities). With the right technology and mix of products, data virtualization would enable PharmSci to migrate from inefficient, off-line spreadmarts to online access to integrated information that could be rapidly tailored and reused to dramatically increase its value to the organization.

The Data Virtualization Solution - Architecture
Pfizer's solution is the PharmSci Portfolio Database (PSPD), a federated data delivery framework implemented with the Composite Data Virtualization Platform.

Data virtualization enables the integration of all PharmSci data sources into a single reporting schema of information that can be accessed by all front-end tools and users. The solution architecture includes the following components:

Trusted Data Sources: There are many sources of data for PSPD; they are geographically dispersed, store data in a variety of formats across a multivendor, heterogeneous data environment. Here are some examples:

  • Enterprise Project Management (EPM) is a SQL Server database of WRD's drug portfolio project plans. It includes detailed project schedules and milestones.
  • The Global Information Factory (GIF) is an Oracle-based data warehouse of monthly finance data.
  • OneSource, a database of corporate-level drug portfolio information is itself a unified set of Composite views across several different sources built by another group within Pfizer.
  • Flat files are provided by the Finance Department on actual resource use.
  • SharePoint lists are small SharePoint databases accessed using a web service.
  • There are other data sources as well, including custom-built systems. As Linhares pointed out, "It doesn't matter what data sources we have. With a virtual approach, we are not limited by the types of data we need to access."

Data Virtualization Layer: The Composite Data Virtualization Platform forms the data virtualization layer that enables the solution to be independent of the data sources and front-end tools. It provides abstracted access to all of the data sources and delivers the data through virtual views. These views effectively present the PharmSci Portfolio Database as subject-specific data marts. The Composite metadata repository manages data lineage and business rules.

Consuming Applications: The flexibility of the platform is demonstrated by the varied reporting applications that use the information in PSPD. Examples include:

  • SAP Business Objects for ad hoc queries, standard reports and dashboards.
  • TIBCO Spotfire for analytics and access to data through standard presentation reports.
  • Web services for parameterized queries.
  • Data services to provide data for downstream applications.
  • QuickViews (web pages built using DevExpress, a .NET toolkit) for access to live data.

SharePoint Portal: Branded as "InfoSource," this team collaboration web portal is the front-end interface that provides integrated access to PSPD data for all PharmSci customers through the consuming applications described above.

The Data Virtualization Solution - Best Practices
Linhares and team applied a number of data virtualization best practices when implementing the architecture described above.

Two Layers of Abstraction: Linhares stressed the importance of building two clear levels of abstraction into the data virtualization architecture. The first level abstracts Sources (the information abstraction layer), the second consumers (the reporting abstraction layer).

"We built a representation of the data in Composite. If a source is ever changed by the owner, which often happens, we can update the representation in the information abstraction layer quickly. This allows control of all downstream data in one location."

The second level of abstraction is the one between the reporting schema and the front-end reporting tools. A consolidated and integrated set of information is exposed as a single schema. This allows BIS to be system agnostic and support the use of whatever tool is best for the customer. All of the reporting tools use the same reporting abstraction layer; they always get the same answer to the same question because there is only a single source of data.

Consolidated Business Rules: Another key piece of the solution is the ability to include the business rules about how PharmSci manages its data within these abstraction layers. The business rules are embedded in the view definitions and are applied consistently at the same point.

Rapid Application Development Process: Prior to data virtualization, data integration was the slowest step for BIS in fulfilling a customer request for information. Now it's typically the fastest. "For example, a request that came in Friday morning and was completed by that afternoon. The customer's response was an amazed, ‘What do you mean you already have it done?'"

BIS uses a simple development process. The first step is what Linhares calls "triage" - looking at what the customer wants, estimating how long it will take and communicating that to the customer.

BIS does not spend a lot of time documenting the requirements of the solution. Instead, the group first creates a prototype on paper in the form of a simple data flow, then creates the necessary virtual views, gives the customer web access to the views and asks: "Is this what you wanted?"

The customer can then play with the result and respond with any changes or additions needed. BIS arrives at the final solution working with the customer in an iterative process.

Summary of Benefits
Linhares described several major benefits of the data virtualization solution.

The ability to provide integrated data in context: Data virtualization has enabled BIS to replace isolated silos of data with a data delivery platform that integrates different types and sources of data into a comprehensive package of value-added information. Instead of only the team leader and a core group of eight to ten people knowing about a project, the entire organization has access to relevant project information.

The independence of the data virtualization layer: "This is one of the huge benefits of data virtualization. It allows me to manage and monitor everything in one place and it makes change management easy for BIS and transparent to users."

Fast, iterative development environment: The data delivery infrastructure already exists in the data virtualization layer (defined data sources, standard naming conventions, access methods, etc.) so when a request for information comes in, BIS can quickly put it together for the customer.

Elimination of manual effort throughout PharmSci: According to Linhares, people initially resisted going away from their spreadsheets. But once there was a single source for the data and it was all available through InfoSource, there was a dramatic reduction in the need to have meetings to reconcile spreadsheet data among teams.

•   •   •

Editor's Note: Robert Eve is the co-author, along with Judith R. Davis, of Data Virtualization: Going Beyond Traditional Data Integration to Achieve Business Agility, the first book published on the topic of data virtualization. The complete Pfizer case study, along with nine others enterprise are available in the book.

More Stories By Robert Eve

Robert Eve is the EVP of Marketing at Composite Software, the data virtualization gold standard and co-author of Data Virtualization: Going Beyond Traditional Data Integration to Achieve Business Agility. Bob's experience includes executive level roles at leading enterprise software companies such as Mercury Interactive, PeopleSoft, and Oracle. Bob holds a Masters of Science from the Massachusetts Institute of Technology and a Bachelor of Science from the University of California at Berkeley.

Comments (0)

Share your thoughts on this story.

Add your comment
You must be signed in to add a comment. Sign-in | Register

In accordance with our Comment Policy, we encourage comments that are on topic, relevant and to-the-point. We will remove comments that include profanity, personal attacks, racial slurs, threats of violence, or other inappropriate material that violates our Terms and Conditions, and will block users who make repeated violations. We ask all readers to expect diversity of opinion and to treat one another with dignity and respect.


@CloudExpo Stories
Dale Kim is the Director of Industry Solutions at MapR. His background includes a variety of technical and management roles at information technology companies. While his experience includes work with relational databases, much of his career pertains to non-relational data in the areas of search, content management, and NoSQL, and includes senior roles in technical marketing, sales engineering, and support engineering. Dale holds an MBA from Santa Clara University, and a BA in Computer Science f...
Even as cloud and managed services grow increasingly central to business strategy and performance, challenges remain. The biggest sticking point for companies seeking to capitalize on the cloud is data security. Keeping data safe is an issue in any computing environment, and it has been a focus since the earliest days of the cloud revolution. Understandably so: a lot can go wrong when you allow valuable information to live outside the firewall. Recent revelations about government snooping, along...
The cloud is now a fact of life but generating recurring revenues that are driven by solutions and services on a consumption model have been hard to implement, until now. In their session at 16th Cloud Expo, Ermanno Bonifazi, CEO & Founder of Solgenia, and Ian Khan, Global Strategic Positioning & Brand Manager at Solgenia, will discuss how a top European telco has leveraged the innovative recurring revenue generating capability of the consumption cloud to enable a unique cloud monetization mod...
FedRAMP is mandatory for government cloud deployments and businesses need to comply in order to provide services for federal engagements. In his session at 16th Cloud Expo, Abel Sussman, Director for Coalfire Public Sector practice, will review the Federal Risk and Authorization Management Program (FedRAMP) process and provide advice on overcoming common compliance obstacles.
As organizations shift toward IT-as-a-service models, the need for managing and protecting data residing across physical, virtual, and now cloud environments grows with it. CommVault can ensure protection &E-Discovery of your data – whether in a private cloud, a Service Provider delivered public cloud, or a hybrid cloud environment – across the heterogeneous enterprise. In his session at 16th Cloud Expo, Randy De Meno, Chief Technologist - Windows Products and Microsoft Partnerships, will disc...
It’s been proven time and time again that in tech, diversity drives greater innovation, better team productivity and greater profits and market share. So what can we do in our DevOps teams to embrace diversity and help transform the culture of development and operations into a true “DevOps” team? In her session at DevOps Summit, Stefana Muller, Director, Product Management – Continuous Delivery at CA Technologies, will answer that question citing examples, showing how to create opportunities f...
Are your applications getting in the way of your business strategy? It’s time to rethink your IT approach. In his session at 16th Cloud Expo, Madhukar Kumar, Vice President, Product Management at Liaison Technologies, will discuss a new data-centric approach to IT that allows your data, not applications, to inform business strategy. By moving away from an application-centric IT model where data integration and analysis are subservient to the constraints of applications, your organization will b...
Analytics is the foundation of smart data and now, with the ability to run Hadoop directly on smart storage systems like Cloudian HyperStore, enterprises will gain huge business advantages in terms of scalability, efficiency and cost savings as they move closer to realizing the potential of the Internet of Things. In his session at 16th Cloud Expo, Paul Turner, technology evangelist and CMO at Cloudian, Inc., will discuss the revolutionary notion that the storage world is transitioning from me...
VictorOps is making on-call suck less with the only collaborative alert management platform on the market. With easy on-call scheduling management, a real-time incident timeline that gives you contextual relevance around your alerts and powerful reporting features that make post-mortems more effective, VictorOps helps your IT/DevOps team solve problems faster.
The Software Defined Data Center (SDDC), which enables organizations to seamlessly run in a hybrid cloud model (public + private cloud), is here to stay. IDC estimates that the software-defined networking market will be valued at $3.7 billion by 2016. Security is a key component and benefit of the SDDC, and offers an opportunity to build security 'from the ground up' and weave it into the environment from day one. In his session at 16th Cloud Expo, Reuven Harrison, CTO and Co-Founder of Tufin,...
The essence of cloud computing is that all consumable IT resources are delivered as services. In his session at 15th Cloud Expo, Yung Chou, Technology Evangelist at Microsoft, will demonstrate the concepts and implementations of two important cloud computing deliveries: Infrastructure as a Service (IaaS) and Platform as a Service (PaaS). He will discuss from business and technical viewpoints what exactly they are, why we care, how they are different and in what ways, and the strategies for IT ...
Cloud data governance was previously an avoided function when cloud deployments were relatively small. With the rapid adoption in public cloud – both rogue and sanctioned, it’s not uncommon to find regulated data dumped into public cloud and unprotected. This is why enterprises and cloud providers alike need to embrace a cloud data governance function and map policies, processes and technology controls accordingly. In her session at 15th Cloud Expo, Evelyn de Souza, Data Privacy and Compliance...
Red Hat has launched the Red Hat Cloud Innovation Practice, a new global team of experts that will assist companies with more quickly on-ramping to the cloud. They will do this by providing solutions and services such as validated designs with reference architectures and agile methodology consulting, training, and support. The Red Hat Cloud Innovation Practice is born out of the integration of technology and engineering expertise gained through the company’s 2014 acquisitions of leading Ceph s...
The free version of KEMP Technologies' LoadMaster™ application load balancer is now available for unlimited use, making it easy for IT developers and open source technology users to benefit from all the features of a full commercial-grade product at no cost. It can be downloaded at FreeLoadBalancer.com. Load balancing, security and traffic optimization are all key enablers for application performance and functionality. Without these, application services will not perform as expected or have the...
There are many considerations when moving applications from on-premise to cloud. It is critical to understand the benefits and also challenges of this migration. A successful migration will result in lower Total Cost of Ownership, yet offer the same or higher level of robustness. In his session at 15th Cloud Expo, Michael Meiner, an Engineering Director at Oracle, Corporation, will analyze a range of cloud offerings (IaaS, PaaS, SaaS) and discuss the benefits/challenges of migrating to each of...
Platform-as-a-Service (PaaS) is a technology designed to make DevOps easier and allow developers to focus on application development. The PaaS takes care of provisioning, scaling, HA, and other cloud management aspects. Apache Stratos is a PaaS codebase developed in Apache and designed to create a highly productive developer environment while also supporting powerful deployment options. Integration with the Docker platform, CoreOS Linux distribution, and Kubernetes container management system ...
Skeuomorphism usually means retaining existing design cues in something new that doesn’t actually need them. However, the concept of skeuomorphism can be thought of as relating more broadly to applying existing patterns to new technologies that, in fact, cry out for new approaches. In his session at DevOps Summit, Gordon Haff, Senior Cloud Strategy Marketing and Evangelism Manager at Red Hat, will discuss why containers should be paired with new architectural practices such as microservices ra...
Roberto Medrano, Executive Vice President at SOA Software, had reached 30,000 page views on his home page - http://RobertoMedrano.SYS-CON.com/ - on the SYS-CON family of online magazines, which includes Cloud Computing Journal, Internet of Things Journal, Big Data Journal, and SOA World Magazine. He is a recognized executive in the information technology fields of SOA, internet security, governance, and compliance. He has extensive experience with both start-ups and large companies, having been ...
The industrial software market has treated data with the mentality of “collect everything now, worry about how to use it later.” We now find ourselves buried in data, with the pervasive connectivity of the (Industrial) Internet of Things only piling on more numbers. There’s too much data and not enough information. In his session at @ThingsExpo, Bob Gates, Global Marketing Director, GE’s Intelligent Platforms business, to discuss how realizing the power of IoT, software developers are now focu...
There are many considerations when moving applications from on-premise to cloud. It is critical to understand the benefits and also challenges of this migration. A successful migration will result in lower Total Cost of Ownership, yet offer the same or higher level of robustness. In his session at 15th Cloud Expo, Michael Meiner, an Engineering Director at Oracle, Corporation, will analyze a range of cloud offerings (IaaS, PaaS, SaaS) and discuss the benefits/challenges of migrating to each of...