Category: source

Powerful Open Source Customer Data Platform in use at Al-Monitor, Altola, Jahia, and Yupiik, among others. 
Wakefield, MA —21 March 2019— The Apache Software Foundation (ASF), the all-volunteer developers, stewards, and incubators of more than 350 Open Source projects and initiatives, announced today Apache® Unomi™ as a Top-Level Project (TLP).
Apache Unomi is a standards-based, Customer Data Platform (CDP) that manages online customer, leads, and visitor information to provide personalized experiences that adheres to visitor privacy rules such as GDPR and “Do Not Track” preferences. The project was originally developed at Jahia, and was submitted to the Apache Incubator in October 2015.

“I am truly thankful to our community, especially our mentors, who have helped us achieve this milestone,” said Serge Huber, Vice President of Apache Unomi. “The original vision behind Unomi was to ensure true privacy by making the technologies handling customer data completely Open Source and independent. Since it was submitted to the Apache Incubator, developing Unomi using the Apache Way will ensure the project grows its community to be more diverse and welcome new users and developers.”

Apache Unomi is versatile, and features privacy management, user/event/goal tracking, reporting, visitor profile management, segmentation, personas, A/B testing, and more. It can be used as:

  • a personalization service for a Web CMS;
  • an analytics service for  native mobile applications;
  • a centralized profile management system with segmentation capabilities; and
  • a consent management hub

Apache Unomi is the industry’s first reference implementation of the upcoming OASIS CDP specification (established by the OASIS CXS Technical Committee, which sets standards as a core technology for enabling the delivery of personalized user experiences). As a reference implementation, Apache Unomi serves as a real world example of how the standard will be stable, and is quickly gaining traction by those interested in truly open and transparent customer data privacy. Apache Unomi is in use at organizations such as Al-Monitor, Altola, Jahia, Yupiik, and many others to create and deliver consistent personalized experiences across channels, markets, and systems.

“When Serge and I announced the launch of the Apache Unomi project at the 2015 ApacheCon Budapest, Apache Unomi, at that time, was the first proposal among the rising Customer Data Platform industry’s segment, positioned as an ‘ethical data-driven marketing’ product that would respect the privacy of customers while leveraging the power of unified customers data,” said Elie Auvray, Head of Business Development at Jahia. “Jahia’s digital experience management solutions are based on Apache Unomi, and we can’t wait to see how the project will now evolve with its growing community. Seeing today Apache Unomi becoming a Top-Level Project is a great reward for us as Open Source software believers. We are proud of this milestone, grateful to the Apache Software Foundation and our mentors, and we know it’s only the beginning of a new –hopefully long and successful– journey.”

“Under development at OASIS, the Customer Data Platform specification –for which Apache Unomi aims to be the reference implementation– lies at the crossroads of many solutions providers needs such as WCM, CRM, Big Data Platforms, Machine Learning, IoT and Digital Marketing,” said Laurent Liscia, CEO of OASIS. “At a time when client data interoperability and built-in data privacy are mandatory foundations for legal, consistent, and personalized experiences across channel markets and systems, the CDP specification, together with Apache Unomi, is a clear and welcome answer to end-user concerns.”

“Apache Unomi is the perfect solution to implement a user profile platform,” said Jean-Baptiste Onofré, Fellow at Talend. “It fully addresses the user trust and privacy needs, allowing to easily create user profile and Web marketing features. As Unomi is powered by Apache Karaf, it’s also a great platform for several use cases, such as digital marketing in Web applications, managing user profiles on IoT devices, and more.”

“Apache Unomi enables Al-Monitor readers to be driven towards additional personalized content that corresponds, via content tags profiling and related automated segmentations, to what they have already accessed,” said Valerie Voci, Head of Digital Strategy and Marketing at Al-Monitor. “This data follows our customers where they go, so it’s a consistent experience whether they are getting these recommendations in their inbox or on the Website or both. And if a change takes place on one, that change is immediately reflected on the other. It helps us create a very cohesive marketing message and a great overall digital experience.”

“As we were developing a progressive web app (PWA) for a client, we were looking for a Customer Data Platform (CDP) to store customer insights, such as behavioral and explicit customer data,” said Lars Petersen, Co-Founder at Altola. “Privacy was table stake for us, along with the flexibility to customize data schema and open API. We selected Apache Unomi based on these parameters, we had it up and running on AWS in less than 30 min. and are very impressed with the maturity of the platform, its privacy by design and how easy it was to work with.”

“In a digital world, customer data is very important to offer a better experience to users. However, data privacy and trust is not an option for users,” said François Papon, CTO at Yupiik. “Apache Unomi is the best solution for our clients because it’s an Open Source project managed by an independent foundation, there is no vendor lock-in. It’s also based on other solutions like Apache Karaf that made it ready for modularity, scalability, cloud, devops, and more.” 
“Apache Unomi is poised to disrupt the Customer Data Platform market,” said Thomas Sigdestad, CTO at Enonic, and co-chair, with Serge Huber, of the CDP standards work at OASIS open. “The CDP marketplace is lacking from a standard way of exchanging data, and the vendor space is over-represented by closed source and proprietary cloud offerings. This effectively limits the potential and adoption of CDP in general. Apache Unomi is not merely Open Source, but also the reference implementation of the imminent CDP standard from OASIS. Companies using Unomi will benefit from faster and simpler integrations without locking their customer data into yet another proprietary silo.” 
“Graduating as an Apache Top-Level Project is only the beginning,” added Huber. “Unomi has a lot of potential that it still to be developed, and is a perfect opportunity for those interested in Customer Data Privacy to participate through our mailing lists and Slack channel, and to learn more about the project on our Website and presentations.”
Catch Apache Unomi in action at ApacheCon North America (9-12 September 2019 in Las Vegas, Nevada), and ApacheCon Europe (22-24 October 2019 in Berlin, Germany) http://apachecon.com/ .
Availability and Oversight
Apache Unomi 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 Unomi, visit http://unomi.apache.org/
About the Apache Incubator
The Apache Incubator is the entry path for projects and codebases wishing to become part of the efforts at The Apache Software Foundation. All code donations from external organizations and existing external projects seeking to join the ASF enter through the Incubator to: 1) ensure all donations are in accordance with the ASF legal standards; and 2) develop new communities that adhere to our guiding principles. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF. For more information, visit http://incubator.apache.org/
About The Apache Software Foundation (ASF)
Established in 1999, the all-volunteer Foundation oversees more than 350 leading Open Source projects, including Apache HTTP Server –the world’s most popular Web server software. Through the ASF’s meritocratic process known as “The Apache Way,” more than 730 individual Members and 7,000 Committers across six continents successfully collaborate to develop freely available enterprise-grade software, benefiting millions of users worldwide: thousands of software solutions are distributed under the Apache License; and the community actively participates in ASF mailing lists, mentoring initiatives, and ApacheCon, the Foundation’s official user conference, trainings, and expo. The ASF is a US 501(c)(3) charitable organization, funded by individual donations and corporate sponsors including Aetna, Alibaba Cloud Computing, Anonymous, ARM, Baidu, Bloomberg, Budget Direct, Capital One, Cerner, Cloudera, Comcast, Facebook, Google, Handshake, Hortonworks, Huawei, IBM, Indeed, Inspur, Leaseweb, Microsoft, ODPi, Pineapple Fund, Pivotal, Private Internet Access, Red Hat, Target, Tencent, Union Investment, Workday, and Verizon Media. For more information, visit http://apache.org/ and https://twitter.com/TheASF
© The Apache Software Foundation. “Apache”, “Unomi”, “Apache Unomi”, and “ApacheCon” are registered trademarks or trademarks of the Apache Software Foundation in the United States and/or other countries. All other brands and trademarks are the property of their respective owners.
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As Open Source software continues to grow in importance, it seems appropriate to reflect upon the ongoing success of The Apache Software Foundation (ASF) as it approaches its 20th anniversary. The Apache Way of community-driven development continues to gain momentum despite the compounding challenges of building software in the greater Open Source ecosystem.
This approach, The Apache Way, was defined over 24 years ago by the original Apache Group, prior to the establishment of the Foundation. It has led to our success as a foundation and we believe it has been fundamental to the triumph of Open Source as a whole.
While The Apache Way has been refined over the years, it remains true to the original goals of transparent, community-driven collaboration in a vendor-neutral environment that is accessible to all.

The Apache Way defines Open Source in terms of both a legal and a social framework for collaboration. It helps others understand what makes Open Source powerful and how participants are expected to behave. In this post we will examine The Apache Way in the context of the Foundation’s mission:

“The mission of the Apache Software Foundation (ASF) is to provide software for the public good. We do this by providing services and support for many like-minded software project communities consisting of individuals who choose to participate in ASF activities.” 

Let’s dissect this mission statement. 

“Provide Software for the Public Good”

Key points in this section: 

  • We produce software that is non-excludable and non-rivalrous
  • Use of the software in any context does not reduce its availability to others
  • Users and contributors have no committed responsibility to the foundation, our projects or our communities
  • Use of a license that conforms to the Open Source Definition is necessary but not sufficient to deliver on our mission 

Investopedia defines a public good as “a product that one individual can consume without reducing its availability to another individual, and from which no one is excluded.” On the surface, this is a good definition for our use of the term. However, there is a nuance in our use. Our mission is not to produce “public goods” but to “provide software for the public good”. 

To understand why this is important, one needs to think about what motivates the ASF to produce software that is a public good.

Open Source software can be digitally copied and reused in an unlimited number of ways. Every user can modify it for their specific needs. They can combine it with other software. They can design innovative new products and services using it and can make a living from the proceeds. This is all possible without impacting other people’s use of the software. As such, the ASF produces software that can be used for the public good in many different ways.

To allow us to deliver on this part of the mission, it is critical that we adopt a license that uses the law to protect the software curated here at the Foundation. For us that license is the Apache License, Version 2. In addition, we adopt an inbound licensing policy that defines which licenses are allowable on software reused within Apache projects. This policy can be summarized as: 

  • The license must meet the Open Source Definition (OSD).
  • The license, as applied in practice, must not impose significant restrictions beyond those imposed by the Apache License 2.0.

This means that you can be assured that software curated by projects within The Apache Software Foundation is both a public good and for the public good. You can use Apache software for any purpose and you have no responsibility to the Foundation or the project to contribute back (though as addressed in the next section, it is often in your interests to do so). 

It is important to recognize that there are software projects out there that adopt our license but do not adopt our inbound licensing policy. Such projects may bring restrictions that are not covered by our license; therefore, it is important to carefully examine the licensing policies of these projects. Using the Apache License alone may not provide you with the same options a Foundation project provides. 

Apache projects are successful, in large part, because of our diligence with respect to clearly-defined licensing policies. Such diligence makes it much easier for downstream users to understand what they can and cannot do with Apache software. The Apache License is deliberately permissive to ensure that everyone has an opportunity to participate in Open Source within the ASF or elsewhere. Modifications of our license are allowed, but modified licenses are neither the Apache License nor affiliated with or endorsed by The Apache Software Foundation. No modified license can be represented as such. Modified licenses that use the Apache name are strictly disallowed, as they are both confusing to users and undermine the Apache brand.

While we recognize that there are many ways to license software, whether Open Source or otherwise, we assert that only projects that use both our license (unmodified) and our inbound licensing policy truly follow and adhere to The Apache Way. 

While an OSD-approved license and associated policies are necessary for successful Open Source production, they are not sufficient. They provide a legal framework for the production of Open Source, but they do not provide a social framework, which brings us to the second sentence of our mission:

“The mission of the Apache Software Foundation is to provide software for the public good. We do this by providing services and support for many like-minded software project communities of individuals who choose to contribute to Apache projects.”

“Like-Minded Software Project Communities of Individuals”

Key points in this section: 

  • The Apache Way provides a governance model designed to create a social framework for collaboration
  • The Apache Software Foundation develops communities, and those communities develop software
  • ASF project communities develop and reuse software components that in turn may be reused in products
  • Users of ASF software often build products and services using our software components
  • Our model, and others like it, have produced some of the largest and longest-lived Open Source projects that have literally revolutionized the industry 

There is a lot packed into these few words. It is an understanding of these words that makes the difference between software that is under an Open Source license and software that reaches sustainability through The Apache Way. These words underscore the fact that the Foundation does not directly produce software. That’s right, The Apache Software Foundation, with upwards of $8Bn of software code, does not directly produce software. Rather than focus on software, we focus on the creation of and support of collaborative communities; the software is an intentional by-product. 

Our like-minded project communities come together because they share common problems that can be addressed in software. As the saying goes, “a problem shared is a problem halved”. By bringing together individuals with their unique ideas and skills, we break down barriers to collaboration. 

The Apache Way is carefully crafted to create a social structure for collaboration, which complements the legal framework discussed above. Where the legal framework ensures an equal right to use the software, The Apache Way ensures an equal ability to contribute to the software. This is critically important to the long term sustainability of Open Source software projects. This social structure for collaboration is missing from many non-Apache projects, yet a robust social structure is invariably a key component in long-term successful projects outside of the ASF.

The Apache Way is fully inclusive, open, transparent and consensus-based. It promotes vendor neutrality to prevent undue influence (or control) from a single company. It ensures that any individual with a valuable contribution is empowered, and it seeks to assure that a project remains sustainable despite inevitable changes in community membership over time.

Apache projects typically produce software components that can be combined with other software (of any license) in different ways to solve different problems. This provides plenty of opportunity for participants to collaborate within a given software project independent of their relationship outside the Foundation. This is very different from the idea of licensing your product as a whole under an Open Source license. Our model offers more opportunities for reuse which, in turn, increase the pool of individuals likely to contribute to the project.

In addition, our merit-based system seeks to ensure that as people come and go, for whatever reason, there is always someone to take their place. As a result, some ubiquitous Apache projects have existed for over 20 years and helped commercialize the World Wide Web; while dozens of newer projects have defined industry segments such as Big Data and IoT (Internet of Things). 

A core tenet of The Apache Way is “Community Over Code”, which encapsulates our deep belief that a healthy community is a far higher priority than good code. A strong community can always rectify a problem with the code, whereas an unhealthy community will likely struggle to maintain a codebase in a sustainable manner. Healthy communities ensure the Foundation has the stability to thrive for the next 20 years and beyond. Apache projects do not have the problem of scaling that others, who focus only on the legal frameworks of Open Source, suffer from. If you look around at projects that have grown up alongside the Apache projects, you will see a similar focus on scaling the governance model. This is no accident. 

Why this is Important

Software is a critical part of any modern economy. It touches every part of every life in the developed world, and is increasingly transforming everyday life, from womb to grave, everywhere.

At The Apache Software Foundation, we believe that every developer has their personal motivations for building software. We celebrate their right to choose when and how they build their software, including their right to use a non-open license. 

We will not dictate what is best for developers or for the software industry.

We care about the provision of software that enables our users, our contributors, and the general public to decide what is best for them.

We welcome you to use our software and contribute to our projects — or not. It’s up to you. 

We ask that you leave commercial interests at the door.

Countless organizations are proving that their team members who collaborate in a vendor-neutral environment often apply Open Innovation processes (such as The Apache Way) to their work. This helps create internal efficiencies and lays the groundwork for new external opportunities that may provide additional added benefits.

Bringing only your intention of contributing what best serves the greater Apache community reinforces trust in the people and projects behind the Apache brand, and helps us realize our mission of providing software for the public good. 

We learn together and work together to deliver the best software we can. 

Apache software is available for all.

The freedom to choose is what makes the Foundation and Apache projects so strong.

Summary

The software industry has changed and continues to change. The ways software is delivered to end users have changed. Some of the leaders in our industry have retired and new leaders have emerged. But some things have not changed. Our model of collaborative software development, through a combination of a licensing and social framework, remains one of the most successful models of software production.

Increasing the number of users, even those who do not contribute to code, should be seen as a benefit, not a problem, in Open Source. More users present an opportunity. At Apache, more users means more success since they are our future contributors.

As a US 501(c)(3) public charitable organization, The Apache Software Foundation helps individuals and organizations understand how Open Source at scale works in a highly competitive market. For more than two decades our focus has not been on producing software, but rather mentoring communities who produce software. The Apache Way advances sustainable Open Source communities: everything we do is Open Source so all kinds of users can benefit from our experience. Apache is for everyone.

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Open Source Big Data in-memory columnar layer adopted by dozens of Open Source and commercial technologies; exceeded 1,000,000 monthly downloads within first three years as an Apache Top-Level Project
Wakefield, MA —19 February 2019— The Apache Software Foundation (ASF), the all-volunteer developers, stewards, and incubators of more than 350 Open Source projects and initiatives, today announced momentum with Apache® Arrow™, the Open Source Big Data in-memory columnar layer.
Since the founding of the project in January 2016, Apache Arrow has quickly become the defacto standard for representing and processing analytical data in memory, accelerating analytical processing and interchange by more than 100x.
“When we became a Top-Level Project, we projected that the majority of the world’s data will be processed through Arrow within the next decade,” said Jacques Nadeau, Vice President of Apache Arrow. “In just three years time, we are proud to see Arrow’s substantial industry adoption and increased value across a wide range of analytical, machine learning, and artificial intelligence workloads.”
Highlights of Apache Arrow’s success include:
Industry Adoption —more than 20 major technologies adopted Arrow to accelerate in-memory analytics, including Apache Spark, NVIDIA RAPIDS, pandas, and Dremio, among others. A list of known Open Source and commercial implementations can be found at https://arrow.apache.org/powered_by/
Millions of Downloads —leveraging and integrating Apache Arrow into many other technologies has bolstered downloads to more than 1,000,000 each month.
New Language Support —as a cross-language development platform, supporting multiple programming languages is paramount. Apache Arrow has grown from supporting one language to eleven different languages today; they include C++, Java, Python, R, C#, Javascript, and Ruby, among others.
Seamless Data Format Support —Arrow supports different data types, both simple and nested, located in arbitrary memory such as regular system RAM, memory-mapped files or on-GPU memory. In addition, it can ingest data from popular storage formats such as Apache Parquet, CSV files, Apache ORC, JSON, and more.
Major Code Donations —Apache Arrow’s new features and expanded functionality are due in part to code and component donations that include:
  • C# Library
  • Gandiva LLVM-based Expression Compiler
  • Go Library
  • Javascript Library
  • Plasma Shared Memory Object Store
  • Ruby Libraries (Apache Arrow and Apache Parquet)
  • Rust Libraries (Parquet and DataFusion Query Engine)
Community and Contributor Growth —over the past 12 months, nearly 300 individuals have submitted more than 3,000 contributions that have grown the Apache Arrow code base by 300,000 lines of code. The Arrow community is welcoming approximately 10 new contributors each month.
In January the project announced its most recent release, Apache Arrow 0.12.0, which reflects more than 600 enhancements developed during Q4 2018. The Apache Arrow community is actively working on a number of impactful new initiatives that include solving high performance analytical problems and allowing for more efficient data distribution across entire clusters.
“Apache Arrow’s rapid industry adoption and developer community growth supports our original thesis of the importance of a language-independent open standard for columnar data,” said Wes McKinney, member of the Apache Arrow Project Management Committee, and creator of Python’s pandas project. “Additionally, we are seeing productive collaborations take place not only between programming languages but also between the database systems and data science worlds. We look forward to welcoming more data system developers into our community.”
About Apache Arrow
Apache Arrow is a cross-language development platform for in-memory data. It specifies a standardized language-independent columnar memory format for flat and hierarchical data, organized for efficient analytic operations on modern hardware. It also provides computational libraries and zero-copy streaming messaging and interprocess communication. Languages currently supported include C, C++, C#, Go, Java, JavaScript, MATLAB, Python, R, Ruby, and Rust.
Availability and Oversight
Apache 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/
About The Apache Software Foundation (ASF)
Established in 1999, the all-volunteer Foundation oversees more than 350 leading Open Source projects, including Apache HTTP Server –the world’s most popular Web server software. Through the ASF’s meritocratic process known as “The Apache Way,” more than 730 individual Members and 7,000 Committers across six continents successfully collaborate to develop freely available enterprise-grade software, benefiting millions of users worldwide: thousands of software solutions are distributed under the Apache License; and the community actively participates in ASF mailing lists, mentoring initiatives, and ApacheCon, the Foundation’s official global conference series. The ASF is a US 501(c)(3) charitable organization, funded by individual donations and corporate sponsors including Aetna, Alibaba Cloud Computing, Anonymous, ARM, Baidu, Bloomberg, Budget Direct, Capital One, Cerner, Cloudera, Comcast, Facebook, Google, Handshake, Hortonworks, Huawei, IBM, Indeed, Inspur, LeaseWeb, Microsoft, Oath, ODPi, Pineapple Fund, Pivotal, Private Internet Access, Red Hat, Target, Tencent, Union Investment, and Workday. For more information, visit http://apache.org/ and https://twitter.com/TheASF
© The Apache Software Foundation. “Apache”, “Arrow”, “Apache Arrow”, and “ApacheCon” are registered trademarks or trademarks of the Apache Software Foundation in the United States and/or other countries. All other brands and trademarks are the property of their respective owners.
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Pioneering Open Source distributed enterprise framework powers US$166B Big Data ecosystem

Wakefield, MA —23 January 2019— The Apache Software Foundation (ASF), the all-volunteer developers, stewards, and incubators of more than 350 Open Source projects and initiatives, today announced Apache® Hadoop® v3.2.0, the latest version of the Open Source software framework for reliable, scalable, distributed computing.
Now in its 11th year, Apache Hadoop is the foundation of the US$166B Big Data ecosystem (source: IDC) by enabling data applications to run and be managed on large hardware clusters in a distributed computing environment. “Apache Hadoop has been at the center of this big data transformation, providing an ecosystem with tools for businesses to store and process data on a scale that was unheard of several years ago,” according to Accenture Technology Labs.
“This latest release unlocks the powerful feature set the Apache Hadoop community has been working on for more than nine months,” said Vinod Kumar Vavilapalli, Vice President of Apache Hadoop. “It further diversifies the platform by building on the cloud connector enhancements from Apache Hadoop 3.0.0 and opening it up for deep learning use-cases and long-running apps.”
Apache Hadoop 3.2.0 highlights include:
  • ABFS Filesystem connector —supports the latest Azure Datalake Gen2 Storage;
  • Enhanced S3A connector —including better resilience to throttled AWS S3 and DynamoDB IO;
  • Node Attributes Support in YARN —helps to tag multiple labels on the nodes based on its attributes and supports placing the containers based on expression of these labels;
  • Storage Policy Satisfier  —supports HDFS (Hadoop Distributed File System) applications to move the blocks between storage types as they set the storage policies on files/directories; 
  • Hadoop Submarine —enables data engineers to easily develop, train and deploy deep learning models (in TensorFlow) on very same Hadoop YARN cluster;
  • C++ HDFS client —helps to do async IO to HDFS which helps downstream projects such as Apache ORC;
  • Upgrades for long running services —supports in-place seamless upgrades of long running containers via YARN Native Service API (application program interface) and CLI (command-line interface).
“This is one of the biggest releases in Apache Hadoop 3.x line which brings many new features and over 1,000 changes,” said Sunil Govindan, Apache Hadoop 3.2.0 release manager. “We are pleased to announce that Apache Hadoop 3.2.0 is available to take your data management requirements to the next level. Thanks to all our contributors who helped to make this release happen.”
Apache Hadoop is widely deployed at numerous enterprises and institutions worldwide, such as Adobe, Alibaba, Amazon Web Services, AOL, Apple, Capital One, Cloudera, Cornell University, eBay, ESA Calvalus satellite mission, Facebook, foursquare, Google, Hortonworks, HP, Huawei, Hulu, IBM, Intel, LinkedIn, Microsoft, Netflix, The New York Times, Rackspace, Rakuten, SAP, Tencent, Teradata, Tesla Motors, Twitter, Uber, and Yahoo. The project maintains a list of educational and production users, as well as companies that offer Hadoop-related services at https://wiki.apache.org/hadoop/PoweredBy
Global Knowledge hails, “…the open-source Apache Hadoop platform changes the economics and dynamics of large-scale data analytics due to its scalability, cost effectiveness, flexibility, and built-in fault tolerance. It makes possible the massive parallel computing that today’s data analysis requires.”
Hadoop is proven at scale: Netflix captures 500+B daily events using Apache Hadoop. Twitter uses Apache Hadoop to handle 5B+ sessions a day in real time. Twitter’s 10,000+ node cluster processes and analyzes more than a zettabyte of raw data through 200B+ tweets per year. Facebook’s cluster of 4,000+ machines that store 300+ petabytes is augmented by 4 new petabytes of data generated each day. Microsoft uses Apache Hadoop YARN to run the internal Cosmos data lake, which operates over hundreds of thousands of nodes and manages billions of containers per day.
Transparency Market Research recently reported that the global Hadoop market is anticipated to rise at a staggering 29% CAGR with a market valuation of US$37.7B by the end of 2023.
Apache Hadoop remains one of the most active projects at the ASF: it ranks #1 for Apache project repositories by code commits, and is the #5 repository by size (3,881,797 lines of code).
“The Apache Hadoop community continues to go from strength to strength in further driving innovation in Big Data,” added Vavilapalli. “We hope that developers, operators and users leverage our latest release in fulfilling their data management needs.”
Catch Apache Hadoop in action at the Strata conference, 25-28 March 2019 in San Francisco, and dozens of Hadoop MeetUps held around the world, including on 30 January 2019 at LinkedIn in Sunnyvale, California.
Availability and Oversight
Apache Hadoop 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 Hadoop, visit http://hadoop.apache.org/ and https://twitter.com/hadoop
About The Apache Software Foundation (ASF)
Established in 1999, the all-volunteer Foundation oversees more than 350 leading Open Source projects, including Apache HTTP Server –the world’s most popular Web server software. Through the ASF’s meritocratic process known as “The Apache Way,” more than 730 individual Members and 7,000 Committers across six continents successfully collaborate to develop freely available enterprise-grade software, benefiting millions of users worldwide: thousands of software solutions are distributed under the Apache License; and the community actively participates in ASF mailing lists, mentoring initiatives, and ApacheCon, the Foundation’s official global conference series. The ASF is a US 501(c)(3) charitable organization, funded by individual donations and corporate sponsors including Aetna, Alibaba Cloud Computing, Anonymous, ARM, Baidu, Bloomberg, Budget Direct, Capital One, Cerner, Cloudera, Comcast, Facebook, Google, Handshake, Hortonworks, Huawei, IBM, Indeed, Inspur, LeaseWeb, Microsoft, Oath, ODPi, Pineapple Fund, Pivotal, Private Internet Access, Red Hat, Target, Tencent, and Union Investment. For more information, visit http://apache.org/ and https://twitter.com/TheASF
© The Apache Software Foundation. “Apache”, “Hadoop”, “Apache Hadoop”, and “ApacheCon” are registered trademarks or trademarks of the Apache Software Foundation in the United States and/or other countries. All other brands and trademarks are the property of their respective owners.
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Open Source Big Data workflow management system in use at Adobe, Airbnb, Etsy, Google, ING, Lyft, PayPal, Reddit, Square, Twitter, and United Airlines, among others.

Wakefield, MA —8 January 2019— The Apache Software Foundation (ASF), the all-volunteer developers, stewards, and incubators of more than 350 Open Source projects and initiatives, announced today Apache® Airflow™ as a Top-Level Project (TLP).

Apache Airflow is a flexible, scalable workflow automation and scheduling system for authoring and managing Big Data processing pipelines of hundreds of petabytes. Graduation from the Apache Incubator as a Top-Level Project signifies that the Apache Airflow community and products have been well-governed under the ASF’s meritocratic process and principles.

“Since its inception, Apache Airflow has quickly become the de-facto standard for workflow orchestration,” said Bolke de Bruin, Vice President of Apache Airflow. “Airflow has gained adoption among developers and data scientists alike thanks to its focus on configuration-as-code. That has gained us a community during incubation at the ASF that not only uses Apache Airflow but also contributes back. This reflects Airflow’s ease of use, scalability, and power of our diverse community; that it is embraced by enterprises and start-ups alike, allows us to now graduate to a Top-Level Project.”

Apache Airflow is used to easily orchestrate complex computational workflows. Through smart scheduling, database and dependency management, error handling and logging, Airflow automates resource management, from single servers to large-scale clusters. Written in Python, the project is highly extensible and able to run tasks written in other languages, allowing integration with commonly used architectures and projects such as AWS S3, Docker, Apache Hadoop HDFS, Apache Hive, Kubernetes, MySQL, Postgres, Apache Zeppelin, and more. Airflow originated at Airbnb in 2014 and was submitted to the Apache Incubator March 2016.

Apache Airflow is in use at more than 200 organizations, including Adobe, Airbnb, Astronomer, Etsy, Google, ING, Lyft, NYC City Planning, Paypal, Polidea, Qubole, Quizlet, Reddit, Reply, Solita, Square, Twitter, and United Airlines, among others. A list of known users can be found at https://github.com/apache/incubator-airflow#who-uses-apache-airflow

“Adobe Experience Platform is built on cloud infrastructure leveraging open source technologies such as Apache Spark, Kafka, Hadoop, Storm, and more,” said Hitesh Shah, Principal Architect of Adobe Experience Platform. “Apache Airflow is a great new addition to the ecosystem of orchestration engines for Big Data processing pipelines. We have been leveraging Airflow for various use cases in Adobe Experience Cloud and will soon be looking to share the results of our experiments of running Airflow on Kubernetes.” 

“Our clients just love Apache Airflow. Airflow has been a part of all our Data pipelines created in past 2 years acting as the ring-master and taming our Machine Learning and ETL Pipelines,” said Kaxil Naik, Data Engineer at Data Reply. “It has helped us create a Single View for our client’s entire data ecosystem. Airflow’s Data-aware scheduling and error-handling helped automate entire report generation process reliably without any human-intervention. It easily integrates with Google Cloud (and other major cloud providers) as well and allows non-technical personnel to use it without a steep learning curve because of Airflow’s configuration-as-a-code paradigm.”

“With over 250 PB of data under management, PayPal relies on workflow schedulers such as Apache Airflow to manage its data movement needs reliably,” said Sid Anand, Chief Data Engineer at PayPal. “Additionally, Airflow is used for a range of system orchestration needs across many of our distributed systems: needs include self-healing, autoscaling, and reliable [re-]provisioning.”

“Since our offering of Apache Airflow as a service in Sept 2016, a lot of big and small enterprises have successfully shifted all of their workflow needs to Airflow,” said Sumit Maheshwari, Engineering Manager at Qubole. “At Qubole, not only are we a provider, but also a big consumer of Airflow as well. For example, our whole Insight and Recommendations platform is built around Airflow only, where we process billions of events every month from hundreds of enterprises and generate insights for them on big data solutions like Apache Hadoop, Apache Spark, and Presto. We are very impressed by the simplicity of Airflow and ease at which it can be integrated with other solutions like clouds, monitoring systems or various data sources.”

“At ING, we use Apache Airflow to orchestrate our core processes, transforming billions of records from across the globe each day,” said Rob Keevil, Data Analytics Platform Lead at ING WB Advanced Analytics. “Its feature set, Open Source heritage and extensibility make it well suited to coordinate the wide variety of batch processes we operate, including ETL workflows, model training, integration scripting, data integrity testing, and alerting. We have played an active role in Airflow development from the onset, having submitted hundreds of pull requests to ensure that the community benefits from the Airflow improvements created at ING.  We are delighted to see Airflow graduate from the Apache Incubator, and look forward to see where this exciting project will be taken in future!”

“We saw immediately the value of Apache Airflow as an orchestrator when we started contributing and using it,” said Jarek Potiuk, Principal Software Engineer at Polidea. “Being able to develop and maintain the whole workflow by engineers is usually a challenge when you have a huge configuration to maintain. Airflow allows your DevOps to have a lot of fun and still use the standard coding tools to evolve your infrastructure. This is ‘infrastructure as a code’ at its best.”

“Workflow orchestration is essential to the (big) data era that we live in,” added de Bruin. “The field is evolving quite fast and the new data thinking is just starting to make an impact. Apache Airflow is a child of the data era and therefore very well positioned, and is also young so a lot of development can still happen. Airflow can use bright minds from scientific computing, enterprises, and start-ups to further improve it. Join the community, it is easy to hop on!”

Availability and Oversight
Apache Airflow 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 Airflow, visit http://airflow.apache.org/ and https://twitter.com/ApacheAirflow

About The Apache Software Foundation (ASF)
Established in 1999, the all-volunteer Foundation oversees more than 350 leading Open Source projects, including Apache HTTP Server –the world’s most popular Web server software. Through the ASF’s meritocratic process known as “The Apache Way,” more than 730 individual Members and 7,000 Committers across six continents successfully collaborate to develop freely available enterprise-grade software, benefiting millions of users worldwide: thousands of software solutions are distributed under the Apache License; and the community actively participates in ASF mailing lists, mentoring initiatives, and ApacheCon, the Foundation’s official user conference, trainings, and expo. The ASF is a US 501(c)(3) charitable organization, funded by individual donations and corporate sponsors including Aetna, Alibaba Cloud Computing, Anonymous, ARM, Baidu, Bloomberg, Budget Direct, Capital One, Cerner, Cloudera, Comcast, Facebook, Google, Handshake, Hortonworks, Huawei, IBM, Indeed, Inspur, LeaseWeb, Microsoft, Oath, ODPi, Pineapple Fund, Pivotal, Private Internet Access, Red Hat, Target, Tencent, and Union Investment. For more information, visit http://apache.org/ and https://twitter.com/TheASF

© The Apache Software Foundation. “Apache”, “Airflow”, “Apache Airflow”, and “ApacheCon” are registered trademarks or trademarks of the Apache Software Foundation in the United States and/or other countries. All other brands and trademarks are the property of their respective owners.

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Open Source Big Data quality solution in use at eBay, Expedia, Huawei, JD.com, Meituan, PayPal, Pingan Bank, PPDAI, VIP.com, VMWare, and more.

Wakefield, MA —12 December 2018— The Apache Software Foundation (ASF), the all-volunteer developers, stewards, and incubators of more than 350 Open Source projects and initiatives, announced today Apache® Griffin™ as a Top-Level Project (TLP).
Apache Griffin is a robust Open Source Big Data quality solution for distributed data systems at any scale. It provides a unified process to measure data quality from different perspectives, as well as building and validating trusted data assets in both streaming or batch contexts. Griffin originated at eBay and entered the Apache Incubator in December 2016.

“We are very proud of Griffin reaching this important milestone,” said William Guo, Vice President of Apache Griffin. “By actively improving Big Data quality, Griffin helps build trusted data assets, therefore boosting your confidence in your business.” 

Apache Griffin enables data scientists/analysts to handle data quality issues by:
  • Defining –specifying data quality requirements such as accuracy, completeness, timeliness, profiling, etc.;
  • Measuring –source data ingested into the Griffin computing cluster will apply data quality measurement based on user-defined requirements; and
  • Applying Metrics –data quality reports as metrics will be exported to designated destination.

In addition, Griffin allows users to easily onboard new requirements into the platform and write comprehensive logic to further define their data quality. 

Apache Griffin is in use in high volume, high demand environments at 163.com/Netease, eBay, Expedia, Huawei, JD.com, Meituan, PayPal, Pingan Bank, PPDAI, VIP.com, and VMWare, among others.

“eBay contributed Griffin to the Apache Incubator in December 2016 to ensure its future development in a community-driven manner. It started with the idea on how eBay could address the data quality issue across multiple systems, especially in streaming context,” said Vivian Tian, VP of eBay, GM – China Center of Excellence. “Griffin brings data quality solution to data ecosystem and ensure data applications have a solid quality foundation. We are extremely happy to see Griffin graduate as an Apache Top Level Project, and look forward to continued innovation and collaboration with the Apache community.”

“We have been using Apache Griffin for about two years, monitoring 1000+ tables with data quality metrics, and are very happy to see it graduate to a Top-Level Project,” said Chao Zhu, Senior Director at VIPshop Finance. “Apache Griffin and its data quality DSL can help us easily identify data quality issues instantly on our big data platform. In addition, Apache Griffin’s architecture is highly extensible. We are looking forward to using it in real time data quality management system. We also look forward to contribute some of our minor enhancement to Griffin back to the community.”

“We appreciate the Griffin project which really helps so much in our daily data jobs.After years of struggling with the complexity of data quality issues, we turned to Apache Griffin for a new platform that would simplify our data quality pipeline,” said Jianfeng Liu, Director of Real-time Data Department at PPDAI. “Because of Apache Griffin’s unified model for both batch and stream processing, we’ve been able to replace legacy systems with one solution that works seamlessly in our production environment. Griffin DSLs have allowed us to dramatically simplify our pipeline and to reduce our efforts a lot. I’m very proud and excited to see that the project is graduating.”

“Apache Griffin is one of the best data quality solutions which my team has been used so far. It has been an exciting journey seeing the Griffin community evolve rapidly. And many people iteratively adopting it and contributing to newer capabilities,” said Austin Sun, Senior Engineering Manager, Enterprise Service Platform at PayPal. “In PayPal risk domain, we benefit a lot from Apache Griffin to provide high quality data to make precise decision and protect our customer. In addition to PayPal risk, I knew there are several other corporates also leverages core capability from Griffin as their data quality solution. It’s my great honor to witness Griffin grows to a top level project. Way to go, Griffin.”
“Apache Griffin project is yet another showcase how community over code can work for projects coming out from internal usages of companies into the open source,” said Henry Saputra, ASF member and Incubator Mentor for Apache Griffin. “I am proud to be the part of the projects and mentors for the project when it was being contributed from eBay, in addition to several other projects already donated to ASF such as Apache Kylin and Eagle. The team has worked tremendously hard to adapt the Apache Way, and also shown great respect for the open source community in all the processes for design, development, and release processes.As a Top-Level Project I believe the PMC will help lead the project to much more success in the future.”
“Graduation is not the end, it is the beginning of another journey. We hope to take Apache Griffin to the next level with a wider set of features and users,” added Guo. “We welcome anyone to join our efforts by helping with product design, documentation, code, technical discussions or promoting Apache Griffin in The Apache Way.”
Availability and Oversight
Apache Griffin 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 Griffin, visit http://griffin.apache.org/ and https://twitter.com/apachegriffin

About The Apache Software Foundation (ASF)
Established in 1999, the all-volunteer Foundation oversees more than 350 leading Open Source projects, including Apache HTTP Server –the world’s most popular Web server software. Through the ASF’s meritocratic process known as “The Apache Way,” more than 730 individual Members and 6,800 Committers across six continents successfully collaborate to develop freely available enterprise-grade software, benefiting millions of users worldwide: thousands of software solutions are distributed under the Apache License; and the community actively participates in ASF mailing lists, mentoring initiatives, and ApacheCon, the Foundation’s official user conference, trainings, and expo. The ASF is a US 501(c)(3) charitable organization, funded by individual donations and corporate sponsors including Aetna, Alibaba Cloud Computing, Anonymous, ARM, Baidu, Bloomberg, Budget Direct, Capital One, Cerner, Cloudera, Comcast, Facebook, Google, Handshake, Hortonworks, Huawei, IBM, Indeed, Inspur, LeaseWeb, Microsoft, Oath, ODPi, Pineapple Fund, Pivotal, Private Internet Access, Red Hat, Target, Tencent, and Union Investment. For more information, visit http://apache.org/ and https://twitter.com/TheASF

© The Apache Software Foundation. “Apache”, “Griffin”, “Apache Griffin”, and “ApacheCon” are registered trademarks or trademarks of the Apache Software Foundation in the United States and/or other countries. All other brands and trademarks are the property of their respective owners.

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