Apigee Insights: Data & Context-Driven Actions
Download as PPTX, PDF3 likes2,025 views
The document discusses the evolving landscape of digital transformation, emphasizing the necessity of agile analytics and contextual business insights. It highlights the importance of a new big data platform to optimize customer interactions across digital channels and improve engagement through rapid data analysis. The content also outlines a data science engagement workflow for businesses to utilize data effectively in their strategies.
Apigee Insights: Data & Context-Driven Actions
- 2. Agenda • What’s new in the world of Digital Transformation – change and context • New analytics capabilities needed to address this changing world • Agility in Analytical Process • Insights Architecture • Insights Services © 2013 Apigee Corp. All Rights Reserved 2
- 3. What’s New 3
- 4. Self-Optimizing Digital Business Optimize your digital business by making every customer interaction smarter across every digital channel, API in real time, using all relevant contextual business insights © 2013 Apigee Corp. All Rights Reserved API API API SelfYour Optimizing Digital Digital Assets Business 4
- 5. Pace of change is increasing • After an initial startup, we saw > 1 new API every 10 days • After 150 days, we observed slowdown in less than 10% of organizations • Median number of APIs per organization: 14 © 2013 Apigee Corp. All Rights Reserved 5
- 6. Data Modeling is dead, so is ETL © 2013 Apigee Corp. All Rights Reserved 6
- 7. New rapidly changing contextual signals occur User Developer Time Location © 2013 Apigee Corp. All Rights Reserved 7
- 8. Need for a new Big Data Platform Apigee Insights All Channels User Engagement Apigee Edge Developer Adoption Correlations Conversions Segmentation Anomalies Time Series All Backends © 2013 Apigee Corp. All Rights Reserved API Information 8 External and Internal Context
- 9. Business and Technical Problems 9
- 10. Contextual Business Insights Business Growth Developer Adoption © 2013 Apigee Corp. All Rights Reserved User Engagement API Information 10
- 11. Sporting Events and Beer Consumption in AU Adjust on-hand stock of beer (by brand and packaging) for each type of sporting event 2008 Rugby World Cup 2008 Summer Olympics © 2013 Apigee Corp. All Rights Reserved 11
- 12. User Shopping Behavior Send personalized offers to at-risk customers based on online, mobile, and offline interactions /storelocator /product /search /buy /findinstore < 3 days < 1 day © 2013 Apigee Corp. All Rights Reserved 12
- 13. Speeding up the Analytical Process 13
- 14. Speed up delivery of business insights Collect Act CAVA Visualize © 2013 Apigee Corp. All Rights Reserved 14 Analyze
- 15. Collect and Act faster External Context Action Apigee Insights Internal Context All Digital Channels App Analytics Apigee Edge Developer Analytics Data API Analytics © 2013 Apigee Corp. All Rights Reserved 15 15
- 16. Analyze faster: Abstractions Speed of Delivery Turnkey Solution Entities, Events & Analytics Libraries Map/Reduce File System Flexibility © 2013 Apigee Corp. All Rights Reserved 16
- 17. Analyze faster: Widely used technologies Easy access to skills (Javascript) accelerate development time © 2013 Apigee Corp. All Rights Reserved 17
- 18. Analyze faster: Configuration, not code © 2013 Apigee Corp. All Rights Reserved 18
- 19. Architecture 19
- 20. Insights: Architectural Components Visualization Engine Configuration Engine Apigee Edge Pre-Built Connectors JavaScript Engine Core Execution Engine and Analytics Libraries API Entities and Events Collection Engine Big Data Stack © 2013 Apigee Corp. All Rights Reserved 20
- 21. Demo: Retail Personalization Apigee Insights External Context Action Data Internal Context © 2013 Apigee Corp. All Rights Reserved All Digital Channels 21
- 22. Demo 22
- 24. Engagement Workflow Kickoff © 2013 Apigee Corp. All Rights Reserved Data Analysis 24 Readout Insights
- 25. Analysis Process Take core findings through multiple dimensions to deliver hidden insights Data Sessions MapReduce Service, Errors, T ime, APIs, Status , etc. Raw customer data © 2013 Apigee Corp. All Rights Reserved 25 Insights
- 26. Thank you 26
- 27. Appendix 27
- 28. Apigee Digital Business Platform Insights Big Data Mobile Point of Sale Edge ESB, SOA, App Servers, Databases Apps, APIs, Analytics Partner Backend Services Web Apps © 2013 Apigee Corp. All Rights Reserved Exchange API Networks
- 29. Data Science Engagement Workflow • Work with the customer to understand – What data they have available and its schema – Their technical and business goals (successes, failures, metrics, etc.) – Determine if there are other relevant external data sets • Obtain a set of historical data for POC – Load the data into a platform instance on AWS using the bulk file importer • Data files are staged in S3 • Currently support csv, web log formats but can add easily add others • Files are stored in HDFS – Data can be loaded into HDFS either • As time series (time stamp with an event payload) • Or as entities (a unique identifier plus relevant characteristics) © 2013 Apigee Corp. All Rights Reserved 29
- 30. Data Science Engagement Workflow • View data samples in a Series Manager UI • Run MapReduce jobs in javascript (UI or via app specification) • Common jobs: – Aggregation – group the data in time and by dimensions – Sessionization – group the data per end user interaction – Bringing in context (joins with other data sets) • Results can be written as – Time series – Entities – As a final result in JSON • Final results can be downloaded via a REST API: – /jobs/{jobId}/{runId}/results © 2013 Apigee Corp. All Rights Reserved 30
- 31. Data Science Engagement Workflow • Final results can be visualized in Excel or any other plotting program • For each analysis, we identify a result and an action or recommendation based upon the result • Periodic update reports are given to the customer © 2013 Apigee Corp. All Rights Reserved 31
Editor's Notes
- #6: Pace of change is accelerating and will increase even further; need a way to quickly adapt to changing business needs
- #8: Main Point:Establish our ability to find signals from the noiseScriptInsights can help analyze various external contexts identify signals that drive value. Context comes in many flavors – social, environmental, socio economic, transactional etc.We’re showing examples of 4 contexts hereFor example, when analyzing the user context, we can look at their Facebook activity or Twitter activity or their prior transaction history from an internal systemTransitionWe can use these signals to deliver business insights that help you better understand your business
- #11: Business GrowthAre our APIs driving business growth? What external factors drive business growth? Do we face a blind spot?What is the demographic profile of our most active users?Developer AdoptionAre we attracting the right developers?What do my developers do outside my API program?How productive are my developers in app creation?User EngagementWhat do my end users do outside my apps?Are we building the right apps? APIs?How can we better serve the needs of our users?API AdoptionWho uses APIs? Which apps? From where?What pieces of data is being used?Are my APIs easy to consume? Do I need to redesign them?
- #12: The context is Average Beer sales by Week (event series) Sporting Events (event series)The analysis is Time Window based Anomaly Detection
- #16: Main PointEstablish how Apigee Insights works with Apigee Edge to help you transform into a self-optimizing businessScriptYou currently use Apigee Edge which enables you to establish a digital presence. Apigee Insights takes all the analytics data from Apigee Edge along with relevant contextual data that is both external to your firm or could live in internal systems. Insights thus helps you develop a single view of your customers across all digital channels. It uses that data to deliver business insights that identify opportunities to optimize your business. And it can drive actions through Apigee Edge and all your digital channels to help you optimize every customer interaction across every digital channel in real time. TransitionTBD