Customer data management
Customer data management includes monitoring data integrity, privacy and security for CRM platforms and, for some organizations, separate customer data platforms while maintaining updated, compliance customer records across sales, marketing service and e-commerce operations.
Top Stories
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Answer
20 Nov 2024
How does malvertising work?
With each ad placed, a hidden risk often goes overlooked: Cybercriminals who exploit ads to spread malware. Continue Reading
By- Robert Peledie, 365Knowledge Ltd.
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Tip
07 Nov 2024
An overview of Power Apps integrations
While the platform works with other Microsoft tools, it can also integrate with third-party apps to unlock automation, customizations and a better view of enterprise data. Continue Reading
By- Christine Campbell, The Alpha Content Company
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Feature
21 Jun 2023
Using Fibery to build The Ultimate Workspace for solopreneurs
The no-code digital workspace vendor for SMBs brings total customization to online knowledge hubs and generative AI tools to build online workspaces and create content quickly. Continue Reading
By- Mary Reines, News Writer
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News
15 Jun 2023
Tableau analytics platform tightens connection to Salesforce
The update includes a tightened connection to Salesforce aimed at making it easier for joint customers to work with their customer data. The update also provides more functions. Continue Reading
By- Eric Avidon, Senior News Writer
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Tip
15 Jun 2023
8 CX challenges facing organizations and how to address them
There are many barriers to effective CX initiatives, but most revolve around communication at the consumer and enterprise level. Continue Reading
By- Scott Robinson, New Era Technology
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News
13 Jun 2023
Salesforce moves forward with secure, private generative AI
With its new AI Cloud and built-in Einstein GPT Trust Layer, The CRM and CX vendor is investing in generative AI technology and adding data security and privacy features. Continue Reading
By- Mary Reines, News Writer
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News
12 Jun 2023
Salesforce unveils AI Cloud with new Einstein GPT Trust Layer
AI Cloud houses the Einstein GPT Trust Layer with generative AI safety features, including data masking to remove personal information from data sent to large language models. Continue Reading
By- Mary Reines, News Writer
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News
07 Jun 2023
Salesforce adds GPT to Commerce and Marketing clouds
The CRM giant adds generative AI capabilities and an expanded Google partnership to help marketers bring personalized content to customers and improve CX. Continue Reading
By- Mary Reines, News Writer
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Definition
06 Jun 2023
digital ecosystem
A digital ecosystem is a group of interconnected information technology resources that can function as a unit. Continue Reading
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Definition
23 May 2023
Adobe Experience Platform
Adobe Experience Platform is a suite of customer experience management (CXM) solutions from Adobe. Continue Reading
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Definition
18 May 2023
customer analytics (customer data analytics)
Customer analytics, also called customer data analytics, is the systematic examination of a company's customer information and behavior to identify, attract and retain the most profitable customers. Continue Reading
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News
16 May 2023
SAP's new CX tools for retailers include generative AI assistant
The vendor's new tools include Digital Assistant for better personalization, accelerators to use customer data to improve CX, and a platform to sell excess products on the market. Continue Reading
By- Mary Reines, News Writer
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Definition
02 May 2023
build to order
Build to order is a methodology and manufacturing practice where a product is created once a confirmed order is received. Continue Reading
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News
19 Apr 2023
Salesforce integrates Einstein GPT and Data Cloud into Flow
The CRM giant updated Flow, its automation toolkit, with generative AI and Data Cloud capabilities to trigger automatic responses using natural language prompts and real-time data. Continue Reading
By- Mary Reines, News Writer
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News
14 Apr 2023
Zendesk teams with OpenAI for new AI-backed CX tools
The CX giant's partnership with OpenAI brings new tools to help CX personnel summarize content, create knowledge bases and macros, and quickly compose ticket responses. Continue Reading
By- Mary Reines, News Writer
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News
06 Apr 2023
Overcoming data privacy challenges in digital marketing
As access to customers' personal data tightens, online marketers must reevaluate their strategies to reach their desired targets in an effective and creative way. Continue Reading
By- Mary Reines, News Writer
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News
27 Mar 2023
Amazon Chime SDK gets new tools for call analytics insights
The communications service's new call analytics tool set enables users to conduct voice tone analysis to track customer sentiment and send the data to their preferred data lake. Continue Reading
By- Mary Reines, News Writer
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News
22 Mar 2023
Adobe unveils new collaboration tool for marketing teams
The CX giant revealed new technology for faster workflows between marketing, product and data teams to collaborate on marketing campaigns in its new Product Analytics platform. Continue Reading
By- Mary Reines, News Writer
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Definition
22 Mar 2023
customer data platform (CDP)
A customer data platform (CDP) is a type of software application that provides a unified platform of customer information that can be collected, viewed or accessed by other systems. Continue Reading
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News
21 Mar 2023
Adobe and RainFocus pair for more data insight at events
The CX software giant pairs with the event marketing services vendor to provide customers with tools for deeper personalized experiences at in-person and online events. Continue Reading
By- Mary Reines, News Writer
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News
13 Mar 2023
CX personalization drives strategy for customer data mining
Users are more likely to engage with custom-made, exclusive digital experiences, which ease the flow of zero- and first-party data back to the vendor for improved CX strategies. Continue Reading
By- Mary Reines, News Writer
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News
06 Mar 2023
Microsoft's new Dynamics 365 Copilot uses generative AI
Copilot accelerates routine tasks for marketing and sales teams like creating email responses and collecting customer insight data, intensifying the AI race in CRM software. Continue Reading
By- Mary Reines, News Writer
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News
01 Mar 2023
Generative AI-supported tools coming from Pegasystems
CRM platform Pega Infinity will incorporate artificial intelligence language tools for quicker task management, insight visualization and app development. Continue Reading
By- Mary Reines, News Writer
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Definition
27 Feb 2023
Salesforce Customer 360
Salesforce Customer 360 is a collection of tools that connect Salesforce apps and create a unified customer ID to build a single view of the customer. Continue Reading
By- Ben Lutkevich, Site Editor
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Definition
15 Feb 2023
identity resolution
Identity resolution is a data management process that links a customer's online behavior to their unique identity by gathering different data sets and identifying non-obvious relationships. Continue Reading
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Definition
06 Feb 2023
Net Promoter Score (NPS)
Net Promoter Score (NPS) is a metric that organizations use for assessing customer loyalty toward their brand, products or services. Continue Reading
By- Alexander S. Gillis, Technical Writer and Editor
- Tim Ehrens
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News
03 Feb 2023
Salesforce upheaval likely as Elliott Management moves in
As the CRM and CX giant's financial fortunes have sagged in recent years, activist investor funds have targeted the vendor for cuts that could slow technology R&D and investment. Continue Reading
By- Shaun Sutner, News Director
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Definition
31 Jan 2023
market basket analysis
Market basket analysis is a data mining technique used by retailers to increase sales by better understanding customer purchasing patterns. Continue Reading
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Definition
27 Jan 2023
social media influence
Social media influence is a marketing term that describes an individual's ability to affect other people's thinking in a social online community. Continue Reading
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Feature
23 Jan 2023
Compare the top 13 CDP software products in 2023
CDPs, which vendors may sell as standalone products or as subsets of CRM systems, help organizations build detailed customer profiles. Top CDPs include Emarsys and Oracle Unity CDP. Continue Reading
By- Christine Campbell, The Alpha Content Company
- Scott Robinson, New Era Technology
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News
18 Jan 2023
Microsoft and Salesforce step up smart store retail tech
The tech giants are quickly evolving their technologies aimed at the brick and mortar commerce market, with new software for smart store analytics, CX and retail associates. Continue Reading
By- Shaun Sutner, News Director
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Definition
10 Jan 2023
customer acquisition cost
Customer acquisition cost is the fee associated with convincing a consumer to buy your product or service, including research, marketing and advertising costs. Continue Reading
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News
04 Jan 2023
Telus completes WillowTree acquisition in $1.2B CX deal
Telus acquired the developer of customer experience products, including mobile apps and unified web interfaces, and strengthened its position in the custom CX and UI market. Continue Reading
By- Shaun Sutner, News Director
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Tip
27 Dec 2022
4 types of customer data platforms
Data consolidation CDPs simply collect and unify customer data. Other CDP types, such as automated analytics and automated actions CDPs, go a step further and analyze data. Continue Reading
By- Andrew Froehlich, West Gate Networks
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Definition
20 Dec 2022
surveillance capitalism
Surveillance capitalism is an economic theory proposed by Harvard Business School Professor Emerita Shoshana Zuboff in 2014 that describes the modern, mass monetization of individuals' raw personal data in order to predict and modify their behavior. Continue Reading
By- Nick Barney, Technology Writer
- Ivy Wigmore
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Definition
15 Dec 2022
actionable insights
Actionable insights are conclusions drawn from data that can be turned directly into an action or a response. Continue Reading
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Feature
14 Dec 2022
4 benefits of a customer data platform
CDPs organize customer data to support personalized CX strategies and compliance. Benefits of CDPs include unified customer profiles and enhanced marketing efforts. Continue Reading
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Definition
14 Dec 2022
integration
Integration is the act of bringing together smaller components or information stored in different subsystems into a single functioning unit. Continue Reading
By- Kinza Yasar, Technical Writer
- Tim Ehrens
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News
13 Dec 2022
MuleSoft CEO Brent Hayward on Salesforce integrations, APIs
In four-plus years since its acquisition, MuleSoft has emerged as vital connective tissue inside and outside the Salesforce platform. Interview with CEO Brent Hayward. Continue Reading
By- Don Fluckinger, Senior News Writer
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Definition
06 Dec 2022
real-time analytics
Real-time analytics is the use of data and related resources for analysis as soon as it enters the system. Continue Reading
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Definition
07 Nov 2022
availability bias
In psychology, the availability bias is the human tendency to rely on information that comes readily to mind when evaluating situations or making decisions. Continue Reading
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Definition
01 Nov 2022
system of record (SOR)
A system of record (SOR) is an information storage and retrieval system that stores valuable data on an organizational system or process. Continue Reading
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News
19 Oct 2022
Oracle pushes forward with CX tech amid layoff cycle
Rumors of the demise of Oracle marketing, CRM and customer service turn out to be unfounded, as the company forges ahead with vertical-specific CX offerings. Continue Reading
By- Don Fluckinger, Senior News Writer
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Definition
23 Sep 2022
Salesforce Trailhead
Salesforce Trailhead is a series of online tutorials that coach beginner and intermediate developers who need to learn how to code for the Salesforce platform. Continue Reading
By- Kinza Yasar, Technical Writer
- Lauren Horwitz, Cisco
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News
21 Sep 2022
Salesforce customers react as details about Genie emerge
Salesforce grows up by connecting all its clouds to one data platform. The hard part will be demonstrating value behind the investments it will require. Continue Reading
By- Don Fluckinger, Senior News Writer
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Answer
21 Sep 2022
How can analytics improve content management?
Customer data and behavior analytics from tools like Google Analytics can give content managers insight into the kind of content site visitors want. Continue Reading
By- Jordan Jones
- Scott Robinson, New Era Technology
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News
20 Sep 2022
Salesforce Genie integrates automation, CDP, AI features
Salesforce Genie delivers a suite of automation, analytics and customer data tools the company claims is one of its biggest innovations over its 20-plus year history. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
20 Sep 2022
More automation, embedded analytics part of Tableau plans
New capabilities scheduled for release as part of the vendor's final two platform updates in 2022 are designed to speed the ability to reach insights and take actions. Continue Reading
By- Eric Avidon, Senior News Writer
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News
14 Sep 2022
Salesforce adds automation features across Customer 360
Salesforce's upcoming Customer 360 features include automation tied together with CDP data for sales, marketing, service and e-commerce. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
30 Aug 2022
Panera's AI drive-through test addresses labor concerns
The restaurant chain is using Tori, a voice assistant from startup OpenCity. The company says its goal is to redirect employees from the drive-through lines to other tasks. Continue Reading
By- Esther Ajao, News Writer
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News
17 Aug 2022
A hyper-personalized AI platform for community finance
Using the vendor's Cortex AI platform, DeepTarget created a digital experience platform that community finance institutions can use to predict what consumers will buy. Continue Reading
By- Esther Ajao, News Writer
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News
12 Aug 2022
Third-party cookies remain as Google advertising in DOJ's sights
If Google gets sued by U.S. antitrust authorities on the grounds its advertising network is a monopoly, marketers need to plan for how it may affect their operations. Continue Reading
By- Don Fluckinger, Senior News Writer
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Definition
11 Aug 2022
soft copy
A soft copy (sometimes spelled 'softcopy') is an electronic copy (or e-copy) of some type of data, such as a file viewed on a computer's display or transmitted as an email attachment. Continue Reading
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News
07 Jul 2022
Salesforce CodeGen lead discusses AI-generated programming
The head of Salesforce's open source, AI-assisted no-code project discusses the company's approach to AI moving forward, as well as what users might see next on the roadmap. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
14 Jun 2022
Adobe adds CDP functionality for B2B use cases
Adobe catches up with the competition with the release of new customer data platform features for marketers, including a 'data clean room' and tools for B2B users. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
24 May 2022
Pegasystems acquires process mining tech, partners with CDP
Pegasystems partners with Celebrus CDP and Google Cloud to expand the reach of its CX tools and acquires Everflow, a process mining tech company. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
20 May 2022
Oracle plugs customer data platform into customer service
Oracle Service adds Unity CDP integration to afford contact center agents a historical view of customer interactions and new features. Continue Reading
By- Don Fluckinger, Senior News Writer
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Tip
19 May 2022
The future of DMPs in a post-cookies world
DMPs are still important in marketers' jobs, but the move away from third-party cookies threatens the DMP's future. Here's what marketers and DMP providers need to know. Continue Reading
By- Scott Robinson, New Era Technology
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Definition
05 May 2022
clickstream data (clickstream analytics)
Clickstream data and clickstream analytics are the processes involved in collecting, analyzing and reporting aggregate data about which pages a website visitor visits -- and in what order. Continue Reading
By- Alexander S. Gillis, Technical Writer and Editor
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News
30 Mar 2022
New Google Cloud retail tool targets search abandonment
The new tool is aimed at providing better results for online shoppers. It understands user intent and context, provides results for broad inquiries, and includes semantic search. Continue Reading
By- Esther Ajao, News Writer
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Definition
18 Mar 2022
customer-managed relationship (CMR)
A customer-managed relationship (CMR) is a relationship in which a business uses a methodology, software, apps and perhaps internet capability to encourage the customer to control access to information and ordering. Continue Reading
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Definition
10 Mar 2022
data residency
Data residency refers to the physical or geographic location of an organization's data or information. Continue Reading
By- Andrew Zola
- Nicholas Rando, TechTarget
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Feature
03 Mar 2022
Finance industry giants disclose AI challenges
Education, explainability, privacy and integration are some of the problems institutions face when implementing machine learning tools and technology. Continue Reading
By- Esther Ajao, News Writer
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News
09 Feb 2022
Adobe Journey Optimizer adds mobile marketing capabilities
Adobe adds marketing personalization and messaging orchestration capabilities to Experience Cloud for B2B and B2C users whose customers favor smartphones. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
25 Jan 2022
Google debuts Topics, its latest third-party cookie replacement
Topics, a replacement for browser tracking cookies, is Google's latest idea to preserve browser privacy while preserving the value of its digital ad platform. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
12 Jan 2022
Customer data platform market heats up again
As companies plan for the post-pandemic reality, customer data platforms are expected to be a bigger part of marketing workflows and other emerging use cases. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
16 Dec 2021
Biden targets federal CX improvements with executive order
President Biden issues a detailed executive order that lays out agency-by-agency federal digital experience improvement mandates -- and builds accountability into the process. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
09 Nov 2021
Real Madrid teams up with Adobe to enhance global fan experience
Real Madrid is using Adobe’s Experience Cloud software to better connect with its fans in Spain and worldwide Continue Reading
By- Brian McKenna, Senior Analyst, Business Applications
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Definition
08 Oct 2021
What is a customer account record?
A customer account record is the basic unit of information about a customer that resides in a CRM, or customer relationship management system. Continue Reading
By- Lauren Horwitz, Cisco
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News
16 Sep 2021
Salesforce automation tools for 2022: RPA, document ingestion
Salesforce Einstein Automate tools to come next year include RPA, document intake and drag-and-drop process automation. Continue Reading
By- Don Fluckinger, Senior News Writer
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Answer
13 Aug 2021
CRM vs. CDP vs. DMP: What's the difference?
Sales and marketing terms are like alphabet soup, and the different acronyms can get confusing. Find out the difference between three major platforms: CRM, CDP and DMP. Continue Reading
By- Scott Robinson, New Era Technology
- Michaela Goss, Senior Site Editor
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Tip
02 Aug 2021
10 voice of the customer tools to consider
A voice of the customer tool is invaluable for creating an action plan to improve the customer experience. Continue Reading
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News
27 Jul 2021
OpenText releases customer data platform
OpenText customers get a natively integrated runtime CDP to drive marketing personalization and other customer interactions; AI content security features debut. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
20 Jul 2021
Redpoint Global moves into data quality as a service
Redpoint Global users get tools to manage first-party partner, product and customer data quality, identity and governance with In Situ feature bundle. Continue Reading
By- Don Fluckinger, Senior News Writer
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Definition
12 Jul 2021
metadata
Often referred to as data that describes other data, metadata is structured reference data that helps to sort and identify attributes of the information it describes. Continue Reading
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News
01 Jul 2021
Google gives third-party cookies a stay of execution
Experts -- and Google -- tell us why 'The Cookiepocalypse' for which advertisers are braced is delayed until at least 2023, and what it means for internet advertising. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
22 Jun 2021
Retail tech propels stores past the pandemic
At NRF Converge, speakers discuss technologies to propel recovery from the recession of 2020, and how social media becomes a minefield for companies that don't have a strategy. Continue Reading
By- Don Fluckinger, Senior News Writer
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Tip
08 Apr 2021
10 sentiment analysis tools to consider
Sentiment analysis is a vital component in customer relations and customer experience. Several versatile sentiment analysis software tools are available to fill this growing need. Continue Reading
By- Scott Robinson, New Era Technology
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News
26 Mar 2021
Twilio Segment CEO Peter Reinhardt on the future of CDPs
In a wide-ranging Q&A, Twilio Segment CEO Peter Reinhardt discusses Twilio's $3.2 billion acquisition of the company he co-founded, and the future of CDPs. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
24 Mar 2021
Acquia digital experience platform adds CX-friendly tools
After two years of transition, Acquia users get a first glance at how all of its recent acquisitions and product introductions align to build digital experiences. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
23 Mar 2021
Optimizely shores up DX platform with Zaius CDP acquisition
CMS and A/B testing vendor Optimizely, formerly Episerver, acquires the Zaius customer data platform to extend digital experience and personalization capabilities. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
03 Mar 2021
Upland Software acquires BlueVenn marketing automation CDP
Upland Software buys BlueVenn customer data platform for $54.3 million in cash, adding to Upland's growing cloud platform of marketing and analytics apps. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
18 Feb 2021
Amazon bolsters e-commerce for small business with Selz buy
Australian e-commerce platform Selz may have caught Amazon's attention because it employs Liquid, Shopify's template language, which will simplify migrations. Continue Reading
By- Don Fluckinger, Senior News Writer
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Guest Post
19 Jan 2021
What the loss of third-party cookies means for IT departments
Due to browsers and companies making it all but impossible to use third-party cookies, companies should consider a strong foundation of customer data to stay relevant. Continue Reading
By- David Raab
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News
19 Jan 2021
Data privacy law is coming, big tech privacy officers say
At the digital CES 2021 event, privacy leaders at Google, Twitter and Amazon said the time is right for a data privacy law. Continue Reading
By- Makenzie Holland, Senior News Writer
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News
28 Dec 2020
SAP files for Qualtrics IPO
SAP announced plans for a Qualtrics IPO in July. On Monday, the official paperwork was filed. Continue Reading
By- Jim O'Donnell, News Writer
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Feature
23 Dec 2020
Customer data platforms dominate CX technology headlines
As the tech titans release their CDPs, it raises a question: Can this technology save itself from becoming another data silo in the marketing stack? Continue Reading
By- Don Fluckinger, Senior News Writer
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News
16 Dec 2020
Social media data practices land in FTC crosshairs
The Federal Trade Commission is seeking information on how social networking giants like Facebook, Twitter and YouTube collect and use consumer data. Continue Reading
By- Makenzie Holland, Senior News Writer
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News
15 Dec 2020
Efforts to break up big tech expected to continue under Biden
Antitrust forces expect the Biden administration to pursue federal antitrust litigation and lawmaking. But Biden and Vice President-elect Kamala Harris have strong ties to big tech. Continue Reading
By- Shaun Sutner, News Director
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Feature
10 Dec 2020
Standalone customer data platforms weather big competition
Standalone CDP vendors got a years-long head start on Microsoft, Oracle, Salesforce, SAP and Adobe. They stand firm in a year when online channels stayed open during the pandemic. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
24 Nov 2020
Adobe CDP adds B2B-friendly features
Adobe CDP customers will get new features in 2021 that create workflows for marketing teams and connect to popular B2B marketing platforms -- starting with its own Marketo Engage. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
05 Nov 2020
SAP CX application stack grows with addition of Emarsys
SAP scoops up a marketing automation platform with CDP capabilities, as well as personalization and the ability to reach customers across digital channels. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
02 Nov 2020
Twilio's Segment acquisition recasts UCaaS vendor as CX
Twilio, a contact-center-friendly UCaaS vendor, has completed the purchase of the Segment CDP for $3.2 billion in stock. Together, experts said, they could challenge Microsoft, Salesforce and Oracle. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
22 Oct 2020
CEOs discuss Twilio's Segment customer data platform buy
Twilio plans to acquire Segment's customer data platform for $3.2 billion. The CEOs for both companies discuss the deal and 'the great digital acceleration' caused by COVID-19. Continue Reading
By- Don Fluckinger, Senior News Writer
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Feature
14 Oct 2020
Channel partners help solve retail industry challenges
Retailers are exploring a range of IT strategies to overcome pressures caused by the pandemic and fierce online competition. Find out how channel partners can help. Continue Reading
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News
01 Oct 2020
Microsoft CDP adds cross-channel analytics
Microsoft Dynamics 365 Customer Insights CDP adds integrations with other CX systems that perform analytics, customer data governance and sentiment analysis. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
30 Sep 2020
Technology central to vote count in a tight election
Tech tools will be key in a close election that requires recounts. While electronic signature verification systems have advanced, many digital voting machines are flawed. Continue Reading
By- Shaun Sutner, News Director
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Answer
29 Sep 2020
CDP vs. marketing automation: What's the difference?
CDPs and marketing automation software collect customer data, automate processes and increase efficiency, but they also have features that set them apart from each other. Continue Reading
By- Demetra Edwards, TechTarget
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News
29 Sep 2020
Adobe Experience Platform, Oracle CX add CDP connections
Adobe bridges its CDP with Experience Cloud apps as well as third-party apps such as Salesforce. Oracle adds privacy compliance tools to its CDP stack and deepens hooks into Eloqua. Continue Reading
By- Don Fluckinger, Senior News Writer
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News
23 Sep 2020
Salesforce delivers CDP, DXP and sales meeting tools
Salesforce drops a customer data platform, new virtual sales meeting tools and makes the case for its own Experience Cloud to give users an Adobe alternate. Continue Reading
By- Don Fluckinger, Senior News Writer
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Feature
08 Sep 2020
Supply chain-customer service partnership is vital
A company's success depends on a supply chain that can meet customers' expectations. To do that well, supply chain leaders must partner with their customer service counterparts. Continue Reading
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Tip
14 Aug 2020
How to collect customer data to improve overall retail CX
Businesses need data to predict and adjust to customer wants and needs, but first, they need to figure out how to collect it. One option is to use a digital CX software. Continue Reading
By- Andrew Froehlich, West Gate Networks