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Customer Data Platforms
Solve Enough To Be Interesting
David M. Raab
Raab Associates Inc.
April 1, 2015
CDP Definition
• marketer-controlled
system that
• uses persistent,
cross-channel
customer data
• to support external
marketing execution
Customer Management Challenges
Data Challenges
• Assemble data
• Build profiles
• Expose data
• Gather data from multiple
sources
• Unify identities across
systems
Decisions
• Predictive models
• Message selection
• Multi-step
campaigns
• Build many good models
quickly
• Optimize choices for long
term results
• Design and manage
complex campaigns
Delivery
• Single channel
• Multi channel
• Connect with central
system
• Add new channels quickly
Separate Systems
Data
• Assemble data
• Build profiles
• Expose data
Decisions
• Predictive models
• Message selection
• Multi-step
campaigns
Delivery
• Single channel
• Multi channel
Web Data
Web
Decisions
Web
Interactions
Email
Interactions
In-store
Interactions
Email
Decisions
In-store
Decisions
Other
Interactions
Other
Decisions
Shared DataShared Data
Other Data
Other
Interactions
Other
Decisions
Other
Interactions
Other
Decisions
Email Data In-store Data
Customer Data Platform
Data
• Assemble data
• Build profiles
• Expose data
Decisions
• Predictive models
• Message selection
• Multi-step
campaigns
Delivery
• Single channel
• Multi channel
Web
Decisions
Web
Interactions
Email
Interactions
In-store
Interactions
Email
Decisions
In-store
Decisions
Other
Interactions
Other
Decisions
Other
Interactions
Other
Decisions
Other
Interactions
Other
Decisions
Shared Data
CDP Value Provided
Data Challenges Value of CDP
• Assemble data
• Build profiles
• Expose data
• Gather data from multiple
sources
• Unify identities across
systems
• Marketer-controlled system
to build and share central
database
Decisions
• Predictive models
• Message selection
• Multi-step
campaigns
• Build many good models
quickly
• Optimize choices for long
term results
• Design and manage
complex campaigns
• Easier access to necessary
data
• Easier integration of
decision systems
Delivery
• Single channel
• Multi channel
• Connect with central
system
• Add new channels quickly
• Easier connections to
existing and new delivery
systems
Conclusion:
CDP solves the data problem! Candy for all!
Conclusion:
CDP solves the data problem! Candy for all!
Pure-play CDP is one of several
solutions to the data problem
(and not necessarily preferred).
Data CDP Marketing
Platform
Integrated
Suite• Assemble data
• Build profiles
• Expose data
Decisions
• Predictive models
• Message selection
• Multi-step
campaigns
Delivery
• Single channel
• Multi channel
In fact, preferences are evenly split.
30% prefer best of breed
30% prefer integrated suite
40% don’t care or don’t know
Data: IAB/Winterberry Group, 2015
Function System Group Vendors
Data
Assemble
data
connect systems Boomi, Jitterbit, Talend, Informatica, Websphere, Actian…
connect databases Tamr, Clearstory, Trifacta
tags Tealium, Ensighten, Signal, Doubleclick, Google, Segment
Build Profiles fuzzy match RedPoint, Pitney Bowes, Talend, Experian, SAS, ReachForce…
B2C external data Acxiom/LiveRamp, Neustar/Targus, Oracle/Datalogix, V12
B2B external data - Web data: Mblast, Orb Intelligence, Leadspace, InsideView…
- no Web data: NetProspex, DiscoverOrg, RainKing
- IP based: DemandBase, Profound.net
Expose Data DMP Oracle/BlueKai, IgnitionOne, RocketFuel/[X+1], Adobe…
build database Aginity , NGData
Decisions
Predictive
models
multi-purpose Wise.io, Blueshift, Context Relevant, SalesPredict…
B2B lead score Lattice, Infer, Mintigo, Fliptop, Radius, Kemvi, 6Sense…
B2B retention Gainsight, Appuri, Optimove, Woopra, Totango, Preact…
B2B pipeline score Velocify, Clari, C9, DxContinuum, Aviso, ResultIQ …
Message
selection
predictive CQuotient, Custora, Sailthru, SAP/SeeWhy, BrightInfo…
rule-based Monetate, Lytics, Connexio, Woopra, Wibidata…
Multi-step
campaigns
B2B AutopilotHQ
B2C Brickstreet, QuickPivot/Extraprise
Delivery
Single
channel
Email YesMail, Lyris, SendGrid, Bronto, ConstantContact…
Web CMS Sitecore, Ektron, EpiServer…
Mobile Leanplum, Kahuna, Localytics, Swrve…
display ads Turn, LinkedIn/Bizo…
Multi channel B2B multichannel Marketo, Eloqua, IBM/Silverpop, Pardot, Act-On …
B2C multichannel RedPoint, AgilOne, Silverpop, Teradata, Adobe, ExactTarget…
Multiple vendor types within each layer.
Function System Group Vendors Investment
Data
Assemble
data
connect systems Boomi, Jitterbit, Talend, Informatica, Websphere, Actian…
connect databases Tamr, Clearstory, Trifacta
tags Tealium, Ensighten, Signal, Doubleclick, Google, Segment Funding
Build Profiles fuzzy match RedPoint, Pitney Bowes, Talend, Experian, SAS, ReachForce…
B2C external data Acxiom/LiveRamp, Neustar/Targus, Oracle/Datalogix, V12 Acquisition
B2B external data - Web data: Mblast, Orb Intelligence, Leadspace, InsideView…
- no Web data: NetProspex, DiscoverOrg, RainKing
- IP based: DemandBase, Profound.net
Acquisition
Expose Data DMP Oracle/BlueKai, IgnitionOne, RocketFuel/[X+1], Adobe… Acquisition
build database Aginity , NGData
Decisions
Predictive
models
multi-purpose Wise.io, Blueshift, Context Relevant, SalesPredict… Funding
B2B lead score Lattice, Infer, Mintigo, Fliptop, Radius, Kemvi, 6Sense… Funding
B2B retention Gainsight, Appuri, Optimove, Woopra, Totango, Preact… Funding
B2B pipeline score Velocify, Clari, C9, DxContinuum, Aviso, ResultIQ … Funding
Message
selection
predictive CQuotient, Custora, Sailthru, SAP/SeeWhy, BrightInfo… Funding
rule-based Monetate, Lytics, Connexio, Woopra, Wibidata… Funding
Multi-step
campaigns
B2B AutopilotHQ
B2C Brickstreet, QuickPivot/Extraprise
Delivery
Single
channel
Email YesMail, Lyris, SendGrid, Bronto, ConstantContact…
Web CMS Sitecore, Ektron, EpiServer…
Mobile Leanplum, Kahuna, Localytics, Swrve…
display ads Turn, LinkedIn/Bizo…
Multi channel B2B multichannel Marketo, Eloqua, IBM/Silverpop, Pardot, Act-On … Acquisition
B2C multichannel RedPoint, AgilOne, Silverpop, Teradata, Adobe, ExactTarget… Acquisition
New Funding is (Mostly) for Decisions
Let’s all buy Marketing Platforms!
Data CDP Marketing
Platform
Integrated
Suite• Assemble data
• Build profiles
• Expose data
Decisions
• Predictive models
• Message selection
• Multi-step
campaigns
Delivery
• Single channel
• Multi channel
…or not.
Data CDP Marketing
Platforms
Integrated
Suite• Assemble data
• Build profiles
• Expose data
Decisions
• Predictive models
• Message selection
• Multi-step
campaigns
Delivery
• Single channel
• Multi channel
Conclusion (again):
CDP solves the data problem! Candy for all!
Conclusion (again):
CDP solves the data problem! Candy for all!
Marketing of the Future:
MarTech + AdTech = MadTech
MarTech AdTech MadTech
Data • Identifiable
individuals
• Advanced
Association
• External data
pools
• Aggregated
sources
• Thing data
• External pools
of aggregated
data tied to
individuals &
things
Decisions • Journey
tracking
• Advanced
attribution
• Real time
bidding
• Behavior-based
recommendatio
ns
• AI-based
bidding,
message
selection and
content
generation
Delivery • Personalized
messages in
owned media
• Targeted
messages in
paid media
• Personalized
messages
across all media
Summary
•CDP today
•MadTech tomorrow
Thank You.

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customer data platforms

  • 1. Customer Data Platforms Solve Enough To Be Interesting David M. Raab Raab Associates Inc. April 1, 2015
  • 2. CDP Definition • marketer-controlled system that • uses persistent, cross-channel customer data • to support external marketing execution
  • 3. Customer Management Challenges Data Challenges • Assemble data • Build profiles • Expose data • Gather data from multiple sources • Unify identities across systems Decisions • Predictive models • Message selection • Multi-step campaigns • Build many good models quickly • Optimize choices for long term results • Design and manage complex campaigns Delivery • Single channel • Multi channel • Connect with central system • Add new channels quickly
  • 4. Separate Systems Data • Assemble data • Build profiles • Expose data Decisions • Predictive models • Message selection • Multi-step campaigns Delivery • Single channel • Multi channel Web Data Web Decisions Web Interactions Email Interactions In-store Interactions Email Decisions In-store Decisions Other Interactions Other Decisions Shared DataShared Data Other Data Other Interactions Other Decisions Other Interactions Other Decisions Email Data In-store Data
  • 5. Customer Data Platform Data • Assemble data • Build profiles • Expose data Decisions • Predictive models • Message selection • Multi-step campaigns Delivery • Single channel • Multi channel Web Decisions Web Interactions Email Interactions In-store Interactions Email Decisions In-store Decisions Other Interactions Other Decisions Other Interactions Other Decisions Other Interactions Other Decisions Shared Data
  • 6. CDP Value Provided Data Challenges Value of CDP • Assemble data • Build profiles • Expose data • Gather data from multiple sources • Unify identities across systems • Marketer-controlled system to build and share central database Decisions • Predictive models • Message selection • Multi-step campaigns • Build many good models quickly • Optimize choices for long term results • Design and manage complex campaigns • Easier access to necessary data • Easier integration of decision systems Delivery • Single channel • Multi channel • Connect with central system • Add new channels quickly • Easier connections to existing and new delivery systems
  • 7. Conclusion: CDP solves the data problem! Candy for all!
  • 8. Conclusion: CDP solves the data problem! Candy for all!
  • 9. Pure-play CDP is one of several solutions to the data problem (and not necessarily preferred). Data CDP Marketing Platform Integrated Suite• Assemble data • Build profiles • Expose data Decisions • Predictive models • Message selection • Multi-step campaigns Delivery • Single channel • Multi channel
  • 10. In fact, preferences are evenly split. 30% prefer best of breed 30% prefer integrated suite 40% don’t care or don’t know Data: IAB/Winterberry Group, 2015
  • 11. Function System Group Vendors Data Assemble data connect systems Boomi, Jitterbit, Talend, Informatica, Websphere, Actian… connect databases Tamr, Clearstory, Trifacta tags Tealium, Ensighten, Signal, Doubleclick, Google, Segment Build Profiles fuzzy match RedPoint, Pitney Bowes, Talend, Experian, SAS, ReachForce… B2C external data Acxiom/LiveRamp, Neustar/Targus, Oracle/Datalogix, V12 B2B external data - Web data: Mblast, Orb Intelligence, Leadspace, InsideView… - no Web data: NetProspex, DiscoverOrg, RainKing - IP based: DemandBase, Profound.net Expose Data DMP Oracle/BlueKai, IgnitionOne, RocketFuel/[X+1], Adobe… build database Aginity , NGData Decisions Predictive models multi-purpose Wise.io, Blueshift, Context Relevant, SalesPredict… B2B lead score Lattice, Infer, Mintigo, Fliptop, Radius, Kemvi, 6Sense… B2B retention Gainsight, Appuri, Optimove, Woopra, Totango, Preact… B2B pipeline score Velocify, Clari, C9, DxContinuum, Aviso, ResultIQ … Message selection predictive CQuotient, Custora, Sailthru, SAP/SeeWhy, BrightInfo… rule-based Monetate, Lytics, Connexio, Woopra, Wibidata… Multi-step campaigns B2B AutopilotHQ B2C Brickstreet, QuickPivot/Extraprise Delivery Single channel Email YesMail, Lyris, SendGrid, Bronto, ConstantContact… Web CMS Sitecore, Ektron, EpiServer… Mobile Leanplum, Kahuna, Localytics, Swrve… display ads Turn, LinkedIn/Bizo… Multi channel B2B multichannel Marketo, Eloqua, IBM/Silverpop, Pardot, Act-On … B2C multichannel RedPoint, AgilOne, Silverpop, Teradata, Adobe, ExactTarget… Multiple vendor types within each layer.
  • 12. Function System Group Vendors Investment Data Assemble data connect systems Boomi, Jitterbit, Talend, Informatica, Websphere, Actian… connect databases Tamr, Clearstory, Trifacta tags Tealium, Ensighten, Signal, Doubleclick, Google, Segment Funding Build Profiles fuzzy match RedPoint, Pitney Bowes, Talend, Experian, SAS, ReachForce… B2C external data Acxiom/LiveRamp, Neustar/Targus, Oracle/Datalogix, V12 Acquisition B2B external data - Web data: Mblast, Orb Intelligence, Leadspace, InsideView… - no Web data: NetProspex, DiscoverOrg, RainKing - IP based: DemandBase, Profound.net Acquisition Expose Data DMP Oracle/BlueKai, IgnitionOne, RocketFuel/[X+1], Adobe… Acquisition build database Aginity , NGData Decisions Predictive models multi-purpose Wise.io, Blueshift, Context Relevant, SalesPredict… Funding B2B lead score Lattice, Infer, Mintigo, Fliptop, Radius, Kemvi, 6Sense… Funding B2B retention Gainsight, Appuri, Optimove, Woopra, Totango, Preact… Funding B2B pipeline score Velocify, Clari, C9, DxContinuum, Aviso, ResultIQ … Funding Message selection predictive CQuotient, Custora, Sailthru, SAP/SeeWhy, BrightInfo… Funding rule-based Monetate, Lytics, Connexio, Woopra, Wibidata… Funding Multi-step campaigns B2B AutopilotHQ B2C Brickstreet, QuickPivot/Extraprise Delivery Single channel Email YesMail, Lyris, SendGrid, Bronto, ConstantContact… Web CMS Sitecore, Ektron, EpiServer… Mobile Leanplum, Kahuna, Localytics, Swrve… display ads Turn, LinkedIn/Bizo… Multi channel B2B multichannel Marketo, Eloqua, IBM/Silverpop, Pardot, Act-On … Acquisition B2C multichannel RedPoint, AgilOne, Silverpop, Teradata, Adobe, ExactTarget… Acquisition New Funding is (Mostly) for Decisions
  • 13. Let’s all buy Marketing Platforms! Data CDP Marketing Platform Integrated Suite• Assemble data • Build profiles • Expose data Decisions • Predictive models • Message selection • Multi-step campaigns Delivery • Single channel • Multi channel
  • 14. …or not. Data CDP Marketing Platforms Integrated Suite• Assemble data • Build profiles • Expose data Decisions • Predictive models • Message selection • Multi-step campaigns Delivery • Single channel • Multi channel
  • 15. Conclusion (again): CDP solves the data problem! Candy for all!
  • 16. Conclusion (again): CDP solves the data problem! Candy for all!
  • 17. Marketing of the Future: MarTech + AdTech = MadTech MarTech AdTech MadTech Data • Identifiable individuals • Advanced Association • External data pools • Aggregated sources • Thing data • External pools of aggregated data tied to individuals & things Decisions • Journey tracking • Advanced attribution • Real time bidding • Behavior-based recommendatio ns • AI-based bidding, message selection and content generation Delivery • Personalized messages in owned media • Targeted messages in paid media • Personalized messages across all media

Editor's Notes

  • #3: About 2 years ago, started to see new type of system – combined marketing automation with building a database Was different vs. old situation where marketing databases were built separately or where b2b MA system had very limited data mgt Looked around and saw several types of systems that met this broad criteria; came up with name CDP and formal definition All three elements are important; combination is unique never had marketer control; never combined all data sources; never was built for other systems to use really exciting because building marketing database has traditionally been the biggest problem in customer mgt and is now more important than ever Old business problem: Right message to the right customer at the right time New barriers to solution: More channels, more data, more options Higher customer expectations Result: Need new technology, skills, processes
  • #4: - (data / decisions / delivery; each faces challenges
  • #5: traditionally separate; - recent IAB/Winterberry Group study shows just over half (51.5%) of companies have 5-10 mar tech systems, average is 12.4 - study also found that integration isn’t highest priority when selecting tools, so separate systems are likely to stay
  • #6: CDP unifies
  • #7: value provided: simpler, unified data, easier integration, easier connections, avoid silos, avoid lock-in - implies some key things to look for e.g. API integration, identity association, ease of adding new data sources and data types
  • #8: conclusion: CDPs are great; you should buy one; everything will be wonderful
  • #9: but reality isn’t so simple…
  • #10: - bigger context: - other ways to solve data problem than pure CDP: also Marketing Platform (data + decisions) and Integrated Suite (data + decisions + delivery) - advantages of Platforms and Suites are greater simplicity / less integration; disadvantages are lock-in and limited choice
  • #11: - recent Winterberry study found disparate opinions: 30% prefer suite, 30% prefer best of breed; balance have no clear preference sample of 54 - interesting because traditionally, ‘suites win’ – possibly, the Cloud changes that (jury is out)
  • #12: - world is still more complicated, because are multiple categories within each layer - some are partial solutions, some are complete CDP
  • #13: most new funding happens on decision layer, because includes app that provides immediate value; is also least mature (many new ideas, no established competitors, low entry barriers) - data been more enterprise acquisition (hard to set up relationships, clear value, scale is critical because more coverage is better, so is entry barrier; defensive since don’t want to get blocked out by competitor acquisitions of data sources) - very few ‘pure’ CDPs because only big companies will pay separately; remember my original insight was campaigns + database, not database alone
  • #14: - so might conclude should find an app, buy a CDP, and get started
  • #15: - problem is, are multiple apps and last thing you want is multiple CDPs; - must connect each to each touchpoint at both data and decision levels - technical term for this is ‘hellacious mess’ - vendors know this and are expanding their footprints to support multiple apps e.g. different types of decisions. already support multiple channels. - selection criteria are a little clearer - look for immediate application but also look for multiple apps - means deeper dive into data provided, technical architecture, vendor resources (though easy to raise money) - may be good idea to look for industry specialization, so vendors don’t get overwhelmed with scope extension
  • #16: so now have we solved the problem and is all well once more in CDP land. …well, maybe for now, but uneasy lies the head that wears the crown of lollipops.
  • #17: well, maybe for now, but uneasy lies the head that wears the crown of lollipops. thing is, CDP is solution to today’s problem. and since most of us haven’t solved that, it’s really important. - but tomorrow’s problems will be different
  • #18: Madtech – summary for more complicated set of trends Not just adtech+martech, but also AI, Internet of Things, contextual interactions Big differences Data layer External data from adtech plus identifiable individual from martech Thing data & place data, as well as people data; Implies most data will sit outside of firewall, because can’t quickly replicate ‘from data pooling to data polling’ Decision layer Realtime bidding from ad tech plus journey tracking and advanced attribution from martech Need attribution to bid properly; need journey tracking for attribution Need AI for bidding, but also for content creation ‘end of campaign flows as we know it’ Delivery layer Message opportunities (slots) in all channels, owned as well as paid Because customer attention is most valuable asset; may be more useful to someone else even in owned media Made possible because can value and bid, and because everyone has access to lots of information Implies exchanges for access; so, again, focus shifts from private to public ‘everything is biddable’ Bottom line Data and delivery layers will be largely open/public/shared; huge network/scale economies will favor enterprises Decision layer will remain private is where companies will distinguish / differentiate themselves and where are lower entry barriers to new tech will flourish
  • #19: So, ultimately I want to leave you with two messages   CDPs are real. they’re here today and they do solve a huge problem. So if you don’t have the integrated customer database that you need to do all the cool martech things we’re talking about at this conference, take a close look at CDPs as an option.   but, nothing’s forever. Tomorrow’s madtech will look totally different from todays’ martech, and we really need to expand our imaginations to begin to envision that. Don’t let that stop you from taking advantage of solutions like CDPs, but don’t let your focus on today’s solutions blind you to what comes next.