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Spark Summit East Report: Enterprise Appeal Grows

Spark Summit East Report: Enterprise Appeal Grows

Spark adopters including Bloomberg, Comcast, Capital One and EBay share compelling use cases. Data processing, streaming and analytics use-case scenarios multiply.

What’s the business case for Apache Spark? After the opening (general-session) day of Spark Summit East 2016 in New York, I was thinking that Spark promoter and Summit host Databricks needed to do a better job of telling that story. Then on the final day, executives from Capital One, Synchronoss and eBay offered compelling, business-use-case focused keynotes that knocked it out of the park.

Inside Spark Summit East 2016

Chris D’Agostino, VP of Technology at Capital One, a top-ten bank and cutting-edge user of data and analytics, outlined the bank’s use of Spark to generate tabular and graph representations of data at high scale. These views of data are used in low-latency fraud-detection, anti-money-laundering and know-your-customer analyses.

Suren Nathan, senior director of Big Data Platforms and Analytics Frameworks at Synchronoss, a cloud services company, outlined four eras of data pipeline maturation. It started with the “V1” traditional ETL/data warehouse era and then moved on to the V2 appliance-assisted era (think Exadata and Netezza, with comparatively high costs yet lacking support for multi-structured data). In the V3 early Hadoop era we suffered with slow batch processing in MapReduce. In today’s V4 era, you get scale on Hadoop but also superior performance with support for both batch and streaming workloads thanks to Spark.

Seshu Adunuthula of eBay described how “the other e-commerce giant” is making use of Spark within its evolved enterprise data platform. eBay’s move into selling more new items at fixed prices (as opposed to used items through auctions) has led it to take a catalog-oriented, rather than search-oriented, approach. That has necessitated a more structured yet dynamic data modelling approach. eBay remains one of the largest users of Teradata in the world, but Adunuthula said the company is moving many workloads into Hadoop. Spark was added to support fast batch analysis and streaming-data services. “Once we introduced Spark, we saw rapid adoption, and now we’re seeing more and more use cases as adoption grows,” Adunuthula concluded.

The opening-day keynotes were offered by vendor execs who had mixed success in painting a big picture. IBM’s Anjul Bhambhri, VP, Big Data, came close, explaining that “the beauty of Spark is that all components [Spark SQL, Spark Streaming, Spark R, MLLib, etc.] work together in a seamless way. You don’t need half a dozen products; you need just one, foundational platform.”

Matai Zaharia, CTO of Databricks, stuck to detailing Apache Spark accomplishments in 2015 and reviewing new capabilities coming in Spark 2.0, set for release in late April or early May. Highlights of the coming release include whole-stage code generation aimed at improving Spark performance and throughput by as much as 10X. Spark Streaming improvements in 2.0 will support the common scenario of mixed streaming and batch workloads, as when you want to track the state of a stream while also firing off SQL queries. Finally, Spark’s DataFrame and Dataset APIs will be merged in 2.0, simplifying matters for developers by presenting fewer libraries and concepts to worry about.

Ali Ghodsi, co-founder and recently promoted to CEO of Databricks, confined his remarks to Databricks’ own services, highlighting the appeal of using Spark through the company’s cloud-based commercial offering. He also introduced a free (sandbox-scale) cloud-based Databricks Community Edition. This led to a demo by Databrick’s Michael Ambrust, who touted Databricks’ cloud offerings as a great way to avoid the pain of deploying Spark software.

MyPOV: With its cloud-based platform, Databricks competes, in a way, against the open-source software it helps to create and promote. Commercial companies behind open source software more typically support on-premises software deployments. Is it a coincidence that Spark customers and third parties including Cloudera and IBM seem to be carrying the load of making the case for enterprise Spark adoption? Plenty of Databricks execs offered technical presentations on Apache Spark software capabilities and roadmaps, but they were preaching to the choir. At Spark Summit East, Databricks missed a chance to be more of a champion of Apache Spark in the enterprise.

Thinking back, it took a partnership with O’Reilly to turn Hadoop World into Strata + Hadoop World, an event with a broader audience and a higher-level purpose. I’ll grand that much of what Databricks does to promote and contribute to a healthy Apache Spark ecosystem goes on behind the scenes. And you can’t argue with the project’s success. But it seems to me that Spark is ready for a bigger stage.

PS: Interesting tech seen at Spark Summit included h2o.ai, which supports distributed machine learning on Hadoop or Spark, and Data Robot, which automatically generates predictive models (using leading open-source algorithms in R, Python and Spark) and tests, validates and selects the most accurate ones, speeding predictive and easing the data science talent shortage.  Also interesting was SnappyData, a company recently spun out of Pivotal that has ported the open source Geode (formerly GemFire) in-memory, distributed database to run on Spark. It offers SQL querying in a persistent store that is part of/runs on Spark rather than requiring separate infrastructure.

The most talked about topic at Spark Summit NOT on the agenda or announced at the event was Apache Arrow, a new project which promises an in-memory, columnar data layer that can be shared by multiple open source projects, eliminating redundant infrastructure, cost and copies of data while enabling fast analytics across many workloads. The project launched with support from a whopping 13 open source projects, including Cassandra, Drill, Hadoop, HBase, Impala, Parquet, Pandas and Spark.


Data to Decisions Tech Optimization Chief Information Officer Chief Digital Officer

Do You Have a Digital Devil’s Advocate? You need one.

Do You Have a Digital Devil’s Advocate? You need one.

1

Digital is truly transformational to an organizational ecosystem when it works, but it is increasingly becoming a potential disaster when it fails. The failure of digital will lead to the reduction in innovation. No-one wins with that environment.

When Digital fails and the customer experience is at best sub-optimal and at worst destructive it is usually due to key factors being overlooked, typically with inputs and implications not on the radar let alone measured correctly. In some instances of digital failure that capioIT has addressed in the past 6 months, the security division of the enterprise was not in alignment with Marketing or technology, for a security based solution, in others the legacy infrastructure was leveraged which was not flexible enough to prepare for the required digital solution.

Clearly most organisations have failed to consider the unintended consequences of digital. Even within such humble business areas as car parking, capioIT has identified major flaws in the execution of so called digital innovation because of the failure to take an end to end approach and think brutally about the implications.

If you or your organization believe digital is about simply enabling Cloud, or investing in Analytics, then you are seriously misguided. Digital has to be much more than that. As capioIT has regularly opined, Digital is much more than technology. Technology vendors and technology departments get too focused on defining it in technology terms, (SMAC being the worst example), and fail to identify it in regulatory, customer, or employee terms, as a result they fail to engage broader aspects of the business. (Insert link)

To avoid these negative outcomes of Digital, some of which can materially impact a share price, capioIT believes that a new role must emerge. That role is the Digital Devil’s Advocate. This role will become essential to enable it to cut through the internal issues and ensure that the unintended consequences or unknown unknowns are identified prior to flawed digital outcomes being dropped upon customers and stakeholders.

The Digital Devils Advocate will need to be across the business, optimistically cynical about all s/he is told, and not afraid to look under the hood, whilst bringing all parties together. He maybe an outsider, and in some instances will work best when s/he is an outsider to the industry. The clarity of a new perspective is critical.

Capture Point

In short, the Digital Devil’s Advocate is more than just a function of the Chief Strategy, Chief Technology or Chief Digital Officer. The role is rapidly becoming increasingly essential if organisations are going to maximize the value they create for Digital outcomes, rather than have to settle for sub-optimal and potentially negative outcomes which ultimately will denude innovation.


Digital Safety, Privacy & Cybersecurity Marketing Transformation Next-Generation Customer Experience Tech Optimization Innovation & Product-led Growth Future of Work Data to Decisions New C-Suite AI ML Machine Learning LLMs Agentic AI Generative AI Analytics Automation B2B B2C CX EX Employee Experience HR HCM business Marketing Metaverse developer SaaS PaaS IaaS Supply Chain Quantum Computing Growth Cloud Digital Transformation Disruptive Technology eCommerce Enterprise IT Enterprise Acceleration Enterprise Software Next Gen Apps IoT Blockchain CRM ERP Leadership finance Social Healthcare VR CCaaS UCaaS Customer Service Content Management Collaboration M&A Enterprise Service Chief Digital Officer Chief Information Officer Chief Technology Officer Chief Data Officer Chief Analytics Officer Chief Information Security Officer Chief Executive Officer Chief Operating Officer

Corporate Products are threated with Disaggregation by IoT enabled Smart Services offering custom Re-Aggregation.

Corporate Products are threated with Disaggregation by IoT enabled Smart Services offering custom Re-Aggregation.

The Internet of Things has moved to the stage when hype is being replaced by visible market presence as in Smart Homes, or innovative Smart Services such as Uber. There are even examples of market disruption and transformation by global leaders such as John Deere, or General Electric. Yet significant numbers of business executives take comfort that there is no need to act using one of the following six statements that are demonstratively wrong;

1. The Internet of Things, IoT, is a just another title for Online or Digital Business, and is over hyped!

The last five years have left little doubt as to the value of Social CRM, SCM, in transforming relationships with customers, or potential customers. However by definition the relationship is with people, and their perceptions, as such it is an incomplete picture of the many factors that impact an Enterprise’s market. IoT adds to SCRM the ability to access and use huge amounts of data from sensors, devices, events and markets.

As an example, in travel, supply chain, or other similar activities, the environmental factors of weather, or traffic conditions, will all have a marked impact on outcomes. IoT supplied data aids efficient operations in a wide range of IoT sensed events that improve service levels and operational efficiency. In direct sales opportunities IoT can make the difference between knowing when and what to offer to make the right sales offer at the right time.

IoT is already adding competitive advantage to current business models and its dangerous to ignore this in favor of waiting for the signs of massive disruption. When this tipping point is reached it will be too late to gain the necessary experience and installed base to catch up.

2. Digital, or Smart, Services economy describes a shift to making more products available as Cloud based Services.

The term ‘Smart’ is used to describe a device that has intelligent multi functional capabilities beyond those original associated with previous generations of the device. As in the classification that a Smart Phone is functionally different to a Mobile Phone. The term is used in the same way when applied to Services to define interactive, intelligent capabilities to dynamically adapt and optimize automated responses.

This is a hugely important point that defines the competitive advantages that IOT technology brings to the Services market. The difference between a current passive Service based on content driven Web technology versus an IoT based Smart Service is easily explained by reference to the well known UBER taxi service. Many of the latest and most popular innovative Smart Phone Apps are actually IoT enabled Smart Services using a Smart Phone as an IoT sensor for position or other data.

A passive taxi booking Service entails completing a web content ‘form’ and sending it to the taxi company for manual matching with cab availabilities with a resulting time delay. In fact by the time the taxi arrives the customer may have been able to stop a passing cab as a quicker alternative to waiting resulting in loss business. UBER is a Smart Service because it provides real time matching and optimization using the IoT sensing of the various Smart Phones involved, (customer and cab drivers). Better responsiveness as well as easy of payment and other factors have transformed competitive factors in the Taxi market.

The arrival of IoT enabled Smart Services brings the lever of new competitive driven transformation of existing passive Services and Markets disrupting current business models. UBER is one example of a consumer Smart Service, but the same principle applies to Industrial Services such as maintenance of equipment. IoT enabled early detection of failure indications provides the opportunity for preventative maintenance by using a ‘Smart Service’ that can determine the likelihood of failure and automate orchestration of actions to fix. 

3. IoT Data is yet more data and will add to the use of Big Data analytics.

It is tempting to visualize IoT sensors as adding new sources to Big Data to use analytic tools as part of historic Data Analytics capabilities. Indeed this is quite possible, even desirable for some purposes, if the data is only to be used for improving current business operations. The near real-time responsiveness of IoT Smart Services interaction relies on the near real-time collating and analyzing data ‘on the fly’. The change in technique is accomplished by a new generation of ‘Event Engines’ that provide Complex Event Processing in an entirely different manner to current analytic tools.

The example of preventative maintenance for a machine requires Complex Event Processing of the data flows from multiple sensors to reach insightful conclusions, and launch appropriate actions to complete the outcome. Sensing increasing vibration, rising heat, and increased energy consumption in a motor is indicative of wear in a bearing, an IoT trigger event would occur when the three conditions reached a certain level at the same time. If the data from each sensor was seen in isolation it would be difficult to detect this in advance, similarly if the data was analyzed historically it might be too late to be preventative.

A modern car contains over 150 sensors; more complex machines such as aircraft, trains, even farm tractors all contain hundreds, even thousands of sensors incorporated by their manufacturers. The flow of data from these IoT sensors are enabling their manufacturers to transform their products into high value Smart Services, and build new Digital Business leadership. The leaders are rapidly establishing their IoT sensors into critical places and literally gaining a ‘built in’ advantage.

4. Talk of Sector Disruption and Market Transformation is an exaggeration and can’t see it happening.

The question of visibility also occurs with Social CRM, where a lack of personal skills and cultural engagement has left many CXO level executives mystified as to its use and role. The transformation of some leading Industry sectors is a reality often led by leading manufacturers implanting IoT sensors in their products to support their shift from products selling to more profitable and competitive Smart Services. Much quoted examples include the GE transformation from selling, financing, or maintaining Railroad engines into the provision of ‘Smart Operations’. Integration of sensors on all aspects of the engines, trains, and track enable GE to use Complex Event Processing to provide a variety of Smart Services. Railroad operators can choose to combine these services to compliment their own skills, or even to take an entire ‘Railroad as a Service’ operational package.

Competition in the Railroad industry is being transformed from focusing on building, selling, financing and maintaining individual pieces of hardware, to Smart Services operations using IoT sensing to change increase the business value of what is sold. GE openly talks of becoming one of the ten largest global software businesses in their own transformation into a Digital Smart Services business.

In farming John Deere have led a similar revolution towards ‘Precision Farming’ where real time operational data is used to optimize the treatment and use of soil to maximize cropping profitability. John Deere farm machinery is equipped with sensors to flow real time data on cultivation conditions being experiences as the basis for farmers ability to determine when, how and with what to do with their soils and crops. In an industry transformation move Myjohndeere.com platform allows all Agri-Businesses, seed, sprays, fertilizer etc. suppliers, to add their individual Smart Services and use the data and individually improve effectiveness in the use of their products.

The John Deere strategy is insightful as it changes competitive start-ups into becoming collaborators building a transformed new market using the John Deere platform reinforcing the John Deere brand in a new way. 

In other industry sectors such as Smart Homes, and soon Smart Cars, consumers are driving the transformation by making use of being able to choose Smart Services that match exactly their personal requirements, and reject corporate product bundles.

5. Only a handful of IoT Startups will become challengers and Industry Transformation will be achieved by current market leaders collaboration to develop new market standards.

The simple answer to this complacent point of view is to point to the transformation of the Mobile Phone market into the Smart Phone market, a transformation that destroyed the then market leaders such as Nokia, etc. Consumers have led the way in demonstrating how they would prefer to assemble (aggregate) their personal profile of Services rather than accept a standardized product. The App Shop model, the use of Smart Phones or Tablets, has already proven to be the model for the Smart Home, and the competition is rising for the Smart Automobile market as the next battle.

These are very visible market places, but the same fragmentation into ‘App Shop’ style mass markets for Smart Services based on the innovation and ideas of hundreds of startups is a feature of Digital Business models. As an example, analyzing Honeywell’s product range in the Building Controls industry identifies 31 startups specifically targeting one, or more, Honeywell products as part of the overall market disruption by IoT Smart Services. The new Digital Markets favor the new entrants as backed by massive capital investments, estimated to top $3 billion, their attack uses four prongs.

  • A wholly new set of “values” overturns traditional grounds for choice of product.
  • There are many startup players creating a wave of interest within the sector.
  • Smart apps delivered through smartphones and tablets are the user interfaces.
  • Considerable venture capital investments support these disruptive players.

Recent experiences show that within a few quarters, a new innovative Smart Service from an unknown startup has been catapulted into a scale of market awareness that conventional brand-based marketers could have only dreamt about. The democracy of the Internet allows the meritocracy of a product, (a digital service), to outperform previous alternatives, to be quickly recognized and promoted globally! Thanks to Digital Disruption the number of “black swans” (industry transformers), or “unicorns,” (achievers of a $1 billion valuation in a matter of a few years), has never been higher.

6. It’s Technology and the IT department will drive the Enterprise in respect of the role and use of IoT

It is an easy, but not necessarily correct, assumption that IoT will automatically be part of the role of IT department; more likely it will be part of the role transition of CIOs, and/or Chief Digital Officers. The role, and indeed term IT, was specifically defined around the development of Client-Server Enterprise Applications to automate the functions of an Enterprise back office. A role that was, and is, clearly defined as internal, secure and transactional process oriented. Accordingly the rise of the Internet itself, web, mobility and most recently Social CRM, SCRM, have all represented significant challenges to IT operational expertise due their very different externally nature in the Enterprise front office.

SCRM in particular has much in common with IoT, a point made earlier in this blog, but even after several years SCRM still sits uncomfortably, and often separately from IT departments. Its not just about the technology, it’s the business role that matters too, as SCRM has increasingly transformed customer interactions. IoT magnifies the SCRM impact driving Business disruption and shifts in the business model towards Smart Services. IoT and Smart Services are first and foremost a business management challenge to their competitive and market strategy and position.

IT departments are struggling for visibility and understanding of IoT as it has little in common with their current mandate. In time and maturity clearly the ‘one enterprise, one environment’ approach will develop but for now IoT and SCRM are the tools that Sales and Marketing, and Operational Management, are learning to master, resulting in IT departments lagging behind in IoT engagement.

The responses to these six common statements show the extent to which IoT is already disrupting and transforming Business and Markets

IoT is simple a reality as more and more devices of all types gain both processors and Internet connectivity and are shipped into every sector and market. A new set of capabilities has arrived, and is being put to use by those who understand the new capabilities. Taking the time to research competitive trends and players in any given market will identify the disruptive impacts already taking place. New Business values and competitive advantages from Smart Services have already made enough of an impact to ensure more than $3 billion of investment capital is supporting IoT based startups in their battle to take over existing markets.

Market leaders and their IT departments have mostly failed to monitor the startups and Smart Services activities closely enough to realize the threat they are on the brink of bringing to their business. The IT department, the traditional home of technology, is badly placed to lead the business transformation in the face of this new era of challenges and opportunities. There is still, just, time to get to grips with challenge!

New C-Suite

New Report: ROI Of Customer Service & Customer Experience

New Report: ROI Of Customer Service & Customer Experience

This report looks at how companies, using the right software, can gain ROI from Customer Service and Customer Experience. Customer Care as a cost center is an unfounded paradigm. In fact, executives have long thought of customer service or customer care as a cost center. However, this paradigm is and has always been false. Executives and managers know their businesses thrive on happy, satisfied customers and they understand the value of great customer service and customer experiences.  This paper looks at the paradigm of “customer care as a cost center” and shows that it is false. It also focuses on the areas of a business that can not only help the business reduce costs, but can generate more revenue when agile customer care solutions are used. This research is based on in-depth customer interviews and field research.
Incorrect Assumptions Lead Executives to Believe Customer Service Is a Cost Center 
There are a number of ways in which poor customer care can cost the organization. Unfortunately, executives who believe customer service is a cost center fail to understand the increase in expenses that arises from poorly implemented and costly customer service solutions. Some of the implications of poorly implemented customer care are:  
  • Deficiencies in achieving First Contact Resolution (FCR) 
  • Increases in Average Handle Time (AHT) for phone, email, chat and social media  
  • Inefficiencies in self-service, call deflection, agent-assisted related support costs and knowledge base capabilities  
  • Requirements to add staff to handle more customer calls or call spikes
  • Insufficiencies in shopping cart or in-game customer service capabilities
  • Failures in using customer feedback to improve processes or products.

Agile Customer Care Delivers High Return on Investment

If companies deploy customer care systems that are agile, then will receive many benefits. These include:

Screen Shot 2016-02-10 at 8.46.52 AM

Recommendations and the Bottom Line: Agile Customer Care Delivers ROI 
Companies looking to reduce their customer service costs should look to agile customer care solutions. Savings can be found from increasing FCR and self-service as well as decreasing average handle time. In addition, if the solution is used proactively by the organization, it can help with process improvements, product improvements and even lead to revenue generation. Companies contemplating an agile customer care solution should consider the following three steps:  Review current costs of running the contact and customer care center. Look at critical metrics like FCR, AHT, as well as the opportunity to generate revenue, improve marketing and enhance employee engagement. 
 
Compare current costs of a traditional customer care solution with the costs and benefits of an agile customer care solution. You want to write a requirements definition document that will specify what your use cases are, explain what pain points you want the software to solve and then write an RFI (request for information) and or follow up with an RFP (request for proposal). 
 Build a business case and a return on the investment model to show the value of switching to an agile customer care solution. As you interview vendors, make sure that they answer all your questions and you understand how the software will solve your business issues.
 
It’s time the paradigm that customer care is a cost-center be done with. It’s only a cost center if the software is difficult to use, poorly implemented, isn’t agile, requires a lot of training… If you are not getting the benefits and turning your contact center into a profit center, you’ll want to download the rest of the report here.
 
@DrNatalie, VP and Principal Analyst, Constellation Research
Covering Customer-Facing Applications that Deliver Awesome Customer Experiences

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News Analysis - Apache Software Foundation Announces Apache Arrow - BigData gets in-memory boost

News Analysis - Apache Software Foundation Announces Apache Arrow - BigData gets in-memory boost

This morning we learnt that the Apache Software Foundation has announced a new top level project - Apache Arrow. 

We think the announcement is important for the BigData and next gen Apps space, as it brings BigData into in memory and creates a exchange format for a large number of open source technologies that are critical for next generation applications. But let's take apart the press release in our customary style: 

Forest Hill, MD – UNDER EMBARGO UNTIL WEDNESDAY 17 Feb 2016 AT 7:00 AM ET -- The Apache Software Foundation (ASF), the all-volunteer developers, stewards, and incubators of more than 350 Open Source projects and initiatives, announced today Apache Arrow as a new Top-Level Project.

MyPOV - Good to see activity at Apache all the way to a top level project.  

A high-performance cross-system data layer for columnar in-memory analytics, Apache Arrow provides the following benefits for Big Data workloads:
?        Accelerates the performance of various analytical workloads by more than 100x
?        Enables multi-system workloads by eliminating cross-system communication overhead 

MyPOV - Good summary what Apache Arrow does - it creates an efficient in memory format accelerating queries and - even more interestingly enables cross communication in memory - the fastest way this can be done today. It also means that a variety of open source projects who could benefit from an in memory representation of their data do not have to look any further. 

Initially seeded by code from the Apache Drill project, Apache Arrow was built on top of a number of Open Source collaborations, and establishes a de-facto standard for columnar in-memory processing and interchange.

MyPOV - An ambitious statement, but Apache Arrow is off to a good start to become the de facto standard for in memory processing and data interchange.  

“The Open Source community has joined forces on Apache Arrow,” said Jacques Nadeau, Vice President of Apache Arrow and Vice President Apache Drill. “Developers from 13 major Open Source Big Data projects are already on board --by introducing a new era of columnar in-memory analytics, we anticipate the majority of the world’s data will be processed through Arrow within the next few years.”

MyPOV - 13 open source projects on board with Apache Arrow must be some kind of record, even for the very collaborative open source community. The wide support gives proof to the attractiveness of the project and the trust put into the project leaders (see also below). 

Code committers to Apache Arrow include developers from Apache Big Data projects Calcite, Cassandra, Drill, Hadoop, HBase, Impala, Kudu (incubating), Parquet, Phoenix, Spark, and Storm as well as established and emerging Open Source projects such as Pandas and Ibis.

MyPOV - This reads like a who is who of BigData projects. Good for Arrow to see such wide support, but also testament that it has hit a jack pot in terms of desirability for these other projects. 

“Arrow’s cross platform and cross system strengths will enable Python and R to become first-class languages across the entire Big Data stack,” said Wes McKinney, creator of Pandas. 

MyPOV - Well, we will see it they become first class languages, but the key aspect is that Arrow is polyglot and gives new languages as well as established languages a chance to access data.

Apache Arrow accelerates analytical processing by providing a high performance columnar in-memory representation. A number of processing algorithms benefit greatly from this memory design.

MyPOV - No surprise, but also good to see that the creators have paid special attention to make Arrow perform well on CPUs, where the 'runner hits the road' for in memory.  

“A columnar in-memory data layer enables systems and applications to process data at full hardware speeds,” said Todd Lipcon, original Apache Kudu creator and Apache Arrow PMC. “Modern CPUs are designed to exploit data-level parallelism via vectorized operations and SIMD instructions. Arrow facilitates such processing.”

MyPOV - By realigning work and data to efficiently CPU utilization, Apache Arrow positions itself well to become the de facto in memory engine for many open source initiatives that don't have in memory capabilities yet. The better Arrow can used existing hardware the less likely the rise of any competing open source projects.  

In many workloads, 70-80% of CPU cycles are spent serializing and deserializing data. Arrow solves this problem by enabling data to be shared between systems and processes with no serialization, deserialization or memory copies.

MyPOV - The open nature of Arrow is making it an attractive in memory format that can be shared by multitude open sources players, which has a number of benefits: The projects don't need to build their own engines, the projects don't need to build integration interfaces to other projects and customers don't have to buy expensive hardware for storing data multiple times in memory and will benefit from a more efficient administration. 

“An industry-standard columnar in-memory data layer enables users to combine multiple systems, applications and programming languages in a single workload without the usual overhead,” said Ted Dunning, Vice President of the Apache Incubator and Apache Arrow PMC.

MyPOV - Well said by Dunning. Now we will have to see adoption becoming real in code and customer projects in the next months. 

In addition to traditional relational data, Arrow supports complex data with dynamic schemas. For example, Arrow can handle JSON data which is commonly used in IoT workloads, modern applications and log files. Implementations are also available (or underway) for a number of programming languages including Java, C++ and Python to allow greater interoperability among a number of Big Data solutions.

MyPOV - Arrow uniquely brings together in memory, columnar and support for complex eg JSON data types - a trifecta that is unusual and seldom achieved. Polyglot capabilities will make Arrow even more attractive to developers of next gen Apps.  

“Real world use cases often include complex combinations of structured and rapidly growing complex-data. Already tested with Apache Drill, the efficient in-memory columnar representation and processing in Arrow will enable users to enjoy the performance of columnar processing with the flexibility of JSON,” said Parth Chandra, Apache Drill PMC and Apache Arrow PMC.

MyPOV - Good to see Apache Drill on board.  

Catch Apache Arrow in action at Strata + Hadoop World (San Jose: 30 March 2016, and London: 1-3 June 2016), as well as upcoming MeetUps and local events http://arrow.apache.org/events

MyPOV - No surprise. Good timing.  

Availability and OversightApache Arrow software is released under the Apache License v2.0 and is overseen by a self-selected team of active contributors to the project. A Project Management Committee (PMC) guides the Project's day-to-day operations, including community development and product releases. For downloads, documentation, and ways to become involved with Apache Arrow, visit http://arrow.apache.org/

MyPOV - No surprise.

 

Overall MyPOV 

We witness a likely milestone on what can be done with BigData powering the creation of next generation Applications. In all seven universal uses cases of next generation Applications, BigData of the key underlying data technology. 

Finding a common and thus shared way to get into in memory is a major development, if successful will enable a whole new performance for modern application. While saving substantially on the hardware side, which means $s saved on machines, which can be invested into the software projects. 

As such Apache Arrow not only accelerstes next generation applications on a micro level, the project itself - but also on a macro level - funneling more investment into the projects on the software side. Apache Arrow is off to a great start, with the right charter, wide support and competent leadership in place. The latter always matters, but is even more importand in the open source community. We will be watching.  

[I typed this on a cruise ship, one of the last places where you get charged for Internet access by the minute, ol it comes over satellite. But no time for fancy formatting, will address when back on Terra Firma....].  
 
Future of Work Tech Optimization Data to Decisions Digital Safety, Privacy & Cybersecurity Innovation & Product-led Growth Next-Generation Customer Experience Hortonworks Hadoop SAP SaaS PaaS IaaS Cloud Digital Transformation Disruptive Technology Enterprise IT Enterprise Acceleration Enterprise Software Next Gen Apps IoT Blockchain CRM ERP CCaaS UCaaS Collaboration Enterprise Service Chief Information Officer Chief Experience Officer Chief Technology Officer Chief Information Security Officer Chief Data Officer

Record Calls from Remote Users, at-Home Agents and From a Mobile Device: Numonix Debuts RECITE for Allworx

Record Calls from Remote Users, at-Home Agents and From a Mobile Device: Numonix Debuts RECITE for Allworx

Numonix announced enhanced integration of its award-winning RECITE® interaction recording solution with Allworx VoIP business telephone systems.  It also announced a new Allworx distribution agreement with Vital Communications Inc., the world’s largest distributor of Allworx VoIP business telephone systems.  

“Users of Allworx business telephone solutions can now benefit from enhanced integration with Numonix’s RECITE interaction recording solution. In addition to Internal and PSTN call recording, RECITE has the unique ability to record calls from remote users and at-home agents and from a mobile device via the Allworx Reach™ client,” said Chard Johnston, VP of Product Management at Numonix.

RECITE now delivers enhanced integration with Allworx VoIP business telephone systems, including:

  • Allworx View™ and RECITE application qualified to reside on the same server, which greatly reduces infrastructure costs
  • Ability to record calls generated by Allworx Reach and Microsoft Lync® or Skype® for Business within a single RECITE deployment
  • RECITE’s active and passive integrations into both Allworx and Microsoft environments — the only interaction recording solution with this feature
  • Centralized management, storage and playback of Single, Multi-site, Regional and Geographic Allworx deployments
  •  SharePoint & Azure cloud integrations for superior archiving and storage
  • Proven software-based RECITE solution, which seamlessly integrates with Allworx at hundreds of end-user locations nationwide.

aul Friedman, VP of Global Sales at Numonix said, “We are very excited to continue working with Vital Communications to distribute the RECITE solution to the Allworx reseller community. With Vital’s 2000+ reseller base, we are able to comprehensively service Allworx customers.”

Here’s a Little About Vital Communications Inc: Vital Communications, Inc. was founded in 1996 and has been distributing IP Telecommunications and Networking Solutions to resellers for more than 18 years. It is one of the fastest-growing Value Added Distributors of IP telephony and network products in North America.  It distributes solutions from over 20 different manufacturers, and supply thousands of telecom resellers, carriers, interconnects and integrators throughout North America.  Vital Communications is the world’s largest distributor of Allworx VoIP business telephone systems.

Here’s a Little About NUMONIX Inc:  Numonix delivers award-winning interaction recording solutions that boost its customers’ business success for virtually every vertical market. Numonix’s award-winning, innovative RECITE interaction recording solutions helps enterprises gain and maintain a competitive edge by ensuring regulatory compliance, improving customer service, and helping resolve disputes. A Microsoft Partner, Numonix was one of the first companies to bring to market an interaction recording solution for Skype for Business. Compatible with virtually every cloud and on-premises business communication platform and interface available today, Numonix’s interaction recording solutions are scalable from five to 500,000 users and deliver a reliable and robust set of features at affordable price.  RECITE is available globally throughout the Americas, APAC and EMEA.

Customer experience is the number one competitive advantage in today’s marketplace. Companies need to determine what their customer experience strategies is as well as the process, people and technology to bring it to light.

@DrNatalie Petouhoff, VP and Principal Analyst, Constellation Research

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Looking Back At Some Of My Thoughts On Assisted/Intelligent Collaboration

Looking Back At Some Of My Thoughts On Assisted/Intelligent Collaboration

Below are some of the thoughts I've shared over the last few years on assisted/intelligent collaboration. (which term do you prefer and why?)

This is the next stage in personally productivity and team collaboration software, where the tools (software) help people work more efficiently and effectively. I have several reports coming out on these topics, and look forward to continuing my work in this area.

Scroll through the Storify collection below...

Future of Work Marketing Transformation Next-Generation Customer Experience Revenue & Growth Effectiveness Data to Decisions Innovation & Product-led Growth New C-Suite Tech Optimization Digital Safety, Privacy & Cybersecurity ML Machine Learning LLMs Agentic AI Generative AI AI Analytics Automation business Marketing SaaS PaaS IaaS Digital Transformation Disruptive Technology Enterprise IT Enterprise Acceleration Enterprise Software Next Gen Apps IoT Blockchain CRM ERP finance Healthcare Customer Service Content Management Collaboration Chief Marketing Officer Chief People Officer Chief Revenue Officer Chief Experience Officer Chief Executive Officer Chief Information Officer Chief Technology Officer Chief AI Officer Chief Data Officer Chief Analytics Officer Chief Information Security Officer Chief Product Officer

High Online Spend Expected for Valentine’s Day: Adobe Introduces Retail Innovations for Marketing Cloud and A Report on Holiday Shopping Trends

High Online Spend Expected for Valentine’s Day: Adobe Introduces Retail Innovations for Marketing Cloud and A Report on Holiday Shopping Trends

At the NRF Retail’s BIG Show, Adobe introduced several solution innovations for the Adobe Marketing Cloud that help retailers unify data, rich content, and campaign management into one platform. The new retail innovations include:

  • Data-driven remarketing: For the first time (via Adobe Analytics integration with Adobe Campaign), retailers can connect both consumers’ behavior online and contextual data to create and send a user-defined remarketing trigger such as an email, push notification or SMS to increase the likelihood of purchase.
  • Personalized push notifications: Mobile push notifications are now supported with robust analytics for delivering intuitive & personalized messages. With Adobe Mobile Core Services and Adobe Analytics, retailers can create rich audience segments and engage consumers based on factors such as shopping behavior and user preferences.
  • Shoppable media experiences for ‘you’: First introduced at last year’s NRF conference, Adobe Experience Manager’s shoppable media experiences now integrates with Adobe Target to enable retailers to test and target interactive content in real-time to drive conversions across mobile, social, and in-store.
  • Digital-meets-physical shopping: Adobe is extending its Adobe Experience Manager Screens capabilities to shoppable media, enabling retailers to reach consumers at home, on-the-go, in-store or wherever digital content proliferates.

In addition to these retail capabilities, Adobe also released a new Adobe Digital Index report, recapping holiday shopping trends:

  • A record $83B was spent online this holiday season (Nov – Dec 2015)
  • Online sales the week prior to Christmas saw tremendous growth
    • Last minute shoppers increasingly looked to e-commerce to purchase their gifts in 2015 vs shopping at local retailers, resulting in a spike of online shopping 56%+ YoY
    • The Holiday season made up 28% of annual online sales
  • Smartphones dominated online shopping, overtaking tablets
  • Highest discounts from display and social
  • High online spend expected for Valentine’s Day

The drive for the best marketing cloud continues, as vendors increase the capabilities and offerings. It’s important for a brand to evaluate what they currently have and decide what they need to reach their business goals.

@DrNatalie Petouhoff, VP and Principal Analyst, Constellation Research

Covering Customer-facing Applications That Drive Better Business Results

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Marketing Transformation Matrix Commerce Next-Generation Customer Experience Revenue & Growth Effectiveness Innovation & Product-led Growth Tech Optimization Data to Decisions Future of Work New C-Suite Digital Safety, Privacy & Cybersecurity B2B B2C CX Customer Experience EX Employee Experience business Marketing eCommerce Supply Chain Growth Cloud Digital Transformation Disruptive Technology Enterprise IT Enterprise Acceleration Enterprise Software Next Gen Apps IoT Blockchain CRM ERP Leadership finance Social Customer Service Content Management Collaboration M&A Enterprise Service AI Analytics Automation Machine Learning Generative AI ML LLMs Agentic AI SaaS PaaS IaaS Healthcare Chief Marketing Officer Chief Digital Officer Chief Customer Officer Chief Data Officer Chief Executive Officer Chief Financial Officer Chief Growth Officer Chief Information Officer Chief Product Officer Chief Revenue Officer Chief Technology Officer Chief Supply Chain Officer Chief People Officer Chief Human Resources Officer Chief Information Security Officer

Time Inc. Acquires MySpace: It’s All About the Customer Data

Time Inc. Acquires MySpace: It’s All About the Customer Data

Were you unsure MySpace still existed? Time Inc., who is the owner of Time, Fortune, and People magazines, has acquired Viant. Viant is the parent company of Myspace. So why would Time Inc do that? My sources say that it’s all about the data! News Corp bought Myspace for $580 million back in 2005. Then in 2011 an ad network Specific Media, another Viant-owned company, scooped up Myspace for $35 million in 2011. What did Viant get for that money? Viant received a database of more than 1 billion registered users. And we know that not all of those people have  the same email address from their Myspace days, but Viant felt it still has an enviable mass of first-party data.

Who Uses MySpace? MySpace may have slipped from the online ad world’s general consciousness, but it is actually doing fairly well, especially among young audiences of 17 to 25-year-olds, particularly music and entertainment fans” said Tim Vanderhook, chief executive of Viant Inc., Specific Media’s parent company. MySpace even features some original content as well as ads from brands like Jeep. Between desktop and mobile devices, MySpace reached 50.6 million unique users in the U.S. in November. That’s a massive surge of 575% versus the same month in 2013.

What Does MySpace Use it For? “MySpace was an early photo-sharing platform,” said Mr. Vanderhook. “So we still see a lot of people coming back to access old photos. They may not visit every day but they come back once a week or once a month.” There is a large return of visitors from MySpace’s mid-2000s –particularly on Thursdays. Many people have old digital photos stored on the site, which they retrieve for “Throwback Thursday.”  It’s a popular social media ritual in which people post retro photos on social media.

Why is first-party data so key? First-party data is considered the best when it comes to advertising online.  It means marketers know they are serving ads to the actual consumer they want to be targeting, rather than making probabilistic bets based on browsing behavior. What was key was the registration data that led to Viant launching its Advertising Cloud in 2014, which contains an “identity-management platform.” This platform allows marketers to connect their own databases with Viant’s data and it also contains a demand-side ad platform, an ad server, and a data-analytics platform.

So what does Time plan to do with Myspace (Viant)? Time says the acquisition of Viant will help the company by being able to target ad delivery to the optimal audiences as well as to link devices back to real people and then converting ad spending to actual sales and closing the ROI loop. They feel this data from Viant gives Time competitive advantage compared to its competitors or “rivals industry leaders Facebook and Google” when it comes to ad tech and provides a first-party data set.

Back in 2015 Viant lined up registration data from multiple online media companies to combine with the MySpace data Mr. Vanderhook wouldn’t say which companies are supplying the data, but noted it’s not Google, Facebook or Amazon). Viant takes that registration data, anonymizes it, and then connects it with advertisers’ own in-store shopping data. What Vanderhook feels is so valuable is that the combination of data, which he claims few companies outside of perhaps Facebook are capable of, which will provide advertisers with a true read on how their online advertising impacts real world sales.

Since May of 2015 the Advertising Cloud suite of products has handled $5 billion in ad transactions for a set of beta advertisers. Vanderhook said, “We’ve seen return on investment improve by a factor of 10 or 20.” Exactly what what Viant plans to do with Myspace, which still attracts tens of millions of visitors each month and counts pop star Justin Timberlake among its investors, remains to be seen. It’s very interesting though! Lesson? Never count anyone out!

@Drnatalie, VP and Principal Analyst, Constellation Research

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News Analysis - VMware unveils Workspace ONE – will the EUC adoption begin now?

News Analysis - VMware unveils Workspace ONE – will the EUC adoption begin now?

Earlier in the week VMware unveiled its new capabilities in the end user computing (EUC) space, VMware’s offerings in the space of virtual desktop integration.
 
 
So let’s take apart the press release in our customary style – it can be found here:
PALO ALTO, Calif. – Feb. 9, 2016 – VMware, Inc. (NYSE: VMW), a global leader in cloud infrastructure and business mobility, today unveiled a new platform for delivering secure digital workspaces for flexible workstyles and bring your own device (BYOD). Using the principles of consumer simple and enterprise secure, the digital workspace delivered by VMware will address the end user and enterprise IT business mobility needs by aggregating all devices, applications and services while securely managing them through unified common access and identity.

MyPOV - Good summary - mobile users are still less supported and less free to use their applications in a way that makes them productive. At the same time the need for secure and protected mobile computing is key for enterprises, so balancing the two is key for IT decision makers and VMware is trying to get there with Workspace One. Please note that ‘mobile’ includes tablets, more notably Windows based tablets (aka Surface) which is very popular in enterprises at the moment.
“In the mobile cloud era, employees, devices, applications and data increasingly live beyond the physical walls of the workplace, the datacenter, or the network,” said Sanjay Poonen, executive vice president and general manager, End-User Computing, VMware. “Digital enterprises are struggling to deliver a unified digital workspace due to disjointed technology and teams. We are proud to be the first to bring together identity, device management and application delivery on a single integrated platform so business can be conducted by mobile end-users regardless of platform, location, device or application.”
MyPOV - Good quote from Poonen - stressing the combination of identity, device management and applications. Effectively Workspace One is the product name for the ‘A Squared’ project that VMware talked about at VMworld (see my event report here), bringing together the abilities from VMware AirWatch and VMware App Volumes (hence A squared…).
A digital workspace can give IT a more efficient, simplified way of managing users, devices and applications. It can provide end users with a consumer simple way to seamlessly access all business resources regardless of device type. It also provides line of business a secure and powerful platform on which to build and rebuild business processes that enable a more effective mobile workforce to compete in the market.
MyPOV - This is the holy grail in the future of work - providing a consistent user experience, with all files and applications at hand across devices. In a secure and scalable way, good to see VMware getting closer to the holy grail of end user productivity, which is very much were the Future of Work should become reality - hopefully soon.
 
The Platform for Delivering a Digital Workspace
Organizations today are limited in their selection of solutions available to help mobile users maintain effectiveness and must choose between standalone point products for identity, device management and application delivery solutions. VMware Workspace ONE™ is designed to deliver a digital workspace that integrates device management, application delivery and identity management technologies. These combined benefits, on a single mobile platform, will enable secure management and delivery of business critical resources to employees for corporate IT, and consumer simple access for end-users. This solution will deliver options for all types of users from those with BYOD to corporate fully-managed devices.
MyPOV - Another good summary what Workspace ONE is about.
Capabilities of VMware Workspace ONE will include:
 MyPOV - Always notice the tenses in vendor statements - ‘will include’ - we are talking future here, though we are very close, I hear Q1. . 

 
· Consumer Grade Self-Service Access to Cloud, Mobile, Windows Applications – Will offer simple onboarding of new applications and employees. Employees will enjoy industry-first, one-touch mobile Single-Sign On access leveraging patent-pending Secure App Token Systems (SATS) that establishes trust between the user, device, enterprise and cloud. Once authenticated, employees will gain instant access to a personalized enterprise application store where they can subscribe to virtually any mobile, cloud or Windows application.
MyPOV - Good to start with the security aspect and good to see VMware IP in the space with SATS.
· Flexible Choice of Device: BYOD or Corporate Owned – Self-service, shrink-wrapped device provisioning through the new unified management platform will leverage mobile operating system (iOS, Android and Windows 10) management interfaces to self-configure laptops, smartphones and tablets for immediate enterprise use. Employees will be put in control of their BYO devices with the capability to choose the level of services and IT restrictions they are comfortable to use, increasing adoption of BYO programs, productivity, and reducing the risk of data loss.
MyPOV - Key takeaways are the cross platform capabilities - across iOS, Android and Windows 10. Maybe bad news for the few remaining Blackberry users - but this covers 98%+ of platforms. And good to see the flexibility between corporate owned and BYOD devices. It will be key to see the performance and usability on the BYOD devices, which in the past have not been at par and disappointing for users - across the industry.
· Secure Applications: Mail, Calendar, Content, and Chat – Employees want to use corporate mobile applications that work like consumer applications. VMware Workspace ONE will include email, calendar, contacts, content and chat applications that are consumer simple while invisible security measures protect the organization from data leakage. Workspace ONE will also build-in powerful swipe and touch integrations with web applications such as Evernote, Gmail and Yahoo! Mail, among others and third-party SaaS applications such as Atlassian Jira, GitHub and Jenkins for developer operations teams to act and respond from anywhere.
MyPOV - Application access has always been an issue for virtual desktops. It is good to see the extensive list of applications supported in a V1. The provisioning of web applications will be an interesting architecture piece to understand down the road. The support of Atlassian, Jira, GitHub and Jenkins in a V1 product allows for the interpretation that VMware is going after developers and DevOps professionals. Definitively an attractive area - but a massive cultural shift of ‘my machine’ vs a corporate desktop - will be very interesting to watch.
· Data Security and Endpoint Compliance with Conditional Access ­– To protect the most sensitive information, VMware Workspace ONE will combine identity and device management with industry-first ComplianceCheck Conditional Access to enforce access decisions across any application or device. This approach is based on conditions that include traditional identity policies such as strength of authentication, network scope and add device compliance policies including GPS location, application whitelist/blacklist and third party plug-ins from AirWatch® Mobile Security Alliance partners. Meanwhile the AirWatch compliance engine can remediate compliance issues through a series of customizable, automated workflows for both scale and enhanced security.
MyPOV - Bringing the very mature AirWatch capabilities to Workspace ONE is a good move and will offer enterprises a wide range of access control options. On a high level this is becoming a more and more crucial area - if you follow the recent E.U. / USA privacy challenges (more here).
· Real-Time App Delivery and Automation – As the industry is seeing convergence between desktops, laptops and tablets, operating systems such as Windows 10 are also converging to use mobile-style, application management. VMware Workspace ONE™ will modernize application lifecycle management by simplifying application packaging, delivery and ongoing management. Administrators can automate application delivery and provide updates on the fly, and users can gain access to Windows applications on all devices. Workspace ONE will leverage industry-leading VMware AirWatch mobile management and VMware Horizon®, along with VMware App Volumes application delivery technology.
MyPOV - Very correct, devices are getting more similar and managing them consistently is key for enterprises. And VMware got lucky to a certain point, as VMware AirWatch supported Windows Mobile. With Microsoft making Windows the same platform across devices with Windows 10 - the former mobile device management (MDM) capabilities of VMware AirWatch are now available to manage Windows 10 based tablets - and PCs. This gives VMware a very mature device management product. Bringing together the VMware App Volumes capabilities was part of project ‘A Squared’ see above (announced at VMworld 2015). And no surprise, VMware Horizon is part of the mix.
 
“Cloud and mobile technologies are fundamentally changing the way companies run their businesses,” said Keith Lippiatt, senior managing director, Accenture Infrastructure Services. “Our Workplace-as-a-Service offering, working with VMware’s Workspace ONE, enables us to deliver unified data and application access and identity management capabilities to enterprise users regardless of their device or location. For example, for a large communications company, Accenture is enabling an agile, secure and flexible workplace accessible from any device, anywhere using VMware Horizon Air.”
MyPOV - Good customer quote, always good to see customer endorsement on a version 1 product, but Accenture is a both a customer and (likely) a partner, taking away some of the genuine aspects of the reference. But professional services companies are prime candidates for VDI - with the number of parallel engagements going dramatically up, system integrators need to provide secure and separated work environments for their consultants.
Availability and Pricing
VMware Workspace ONE is expected to be generally available this quarter. The solution will be offered in standard, advanced and enterprise editions with prices starting at $8 per user per month for cloud subscriptions and $150 per user for on-premises perpetual licenses. 
MyPOV - Good to see the availability date and good it is this quarter, in the very near future. And good to see an entry price that is aggressive with 8$ - if the high end with 150$ will work in the markets remains to be seen, and of course we talk list prices here, before discounts.
 

Overall MyPOV

As I keep mentioning on VDI, I keep waiting for the bubble to burst. By now it is clear that only (public) cloud backends can provide the scale, performance and cost savings needed to make virtual desktops work across devices. A (public) cloud backend can address both the uptime, maintenance (as operated by the vendor) and functionality (across device, to other web properties) – that on premises deployments of VDI instances always have struggled with. 
 
Workspace ONE also poses a challenge for the ‘other side’ of VMware – can VMware cloud offerings provide the scale and low cost needed to make the EUC products price and cost competitive. If this works it will be very compelling, it if does not it will not be good news. What matters is, that the executive in charge, Sanjay Poonen, understands the cost equation all too well (remember he moved SAP’s MDM product to Amazon’s AWSCloud), so we can take that as a comfort level that cost should have been a key part of launching the offering. But let’s not forget that there is another heavyweight with Citrix, and new entries like Google for Work and Amazon Workspaces want to grab a share of the market. 
 
What works for VMware is the ‘magical’ capabilities of VMware App Volumes (here the synergies for the overall VMware are obvious – ‘slice’ in apps from already running hypervisors into an end user desktop) and the strong MDM and Identify capabilities for VMware AirWatch. All that coupled with VMware Horizon makes it overall an interesting offering for enterprises. We are not yet in the ‘cover your ears’ phase before the VDI bubble bursts – but getting closer. People will be the winner, as they move further to a key pillar of the Future of Work – information at their fingertips (wait who said that?) and on all their devices.
 
 
 
Find more coverage on the Constellation Research website here and checkout my magazine on Flipboard and my YouTube channel here.

More on VMWare
  • Market Move - Dell plans to acquire EMC, VMware, Virtustream, Pivotal and more - read here
  • Event Report - VMware VMworld 2015 - VMware stays the course - executes - progresses on fight for long term relevance - read here
  • Musings – What will it be this year at VMWorld - read here
  • Market Move - EMC to acquire Virtustream - More paths to the cloud - read here
  • News Analysis - Pivotal makes CloudFoundry more about multi-cloud - read here
  • News Analysis - Pivotal pivots to Open Source and Hortonworks - or: Open Source keeps winning - read here
  • News Analysis - VMware makes progress towards the (hybrid) cloud - now let's watch the adoption - read here
  • Speed Briefings at VMworld - read here
  • Event Report - VMware makes a lot of progress - but the holy grail is still missing - read here.
  • First Take - VMware's VMworld Day 1 Keynote - Top 3 Takeaways - read here.
  • Progress Report - Good start for VMware EUC - time for 2nd inning - read here.
  • Speed Briefings at VMworld - inside and outside the VMware ecosystem - read here.
  • VMware defies conventional destiny - SDDC to the rescue - read here
Future of Work Tech Optimization Innovation & Product-led Growth Next-Generation Customer Experience New C-Suite Data to Decisions vmware Google Chief People Officer Chief Information Officer Chief Experience Officer