The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter

•Download as PPTX, PDF•

0 likes•482 views

Karthik Ramasamy's presentation was part of a panel discussion on Stream Processing Systems on January 20th, 2016 led by Ben Lorica (O'Reilly Media) with panelists: Jay Kreps (Confluent), M.C. Srivas (MapR), Nikita Shamgunov (MemSQL), Ram Sriharsha (Hortonworks)

Data & Analytics

Stream Processing Systems
Karthik Ramasamy
Twitter
@karthikz

2
Value of Real Time DataIt’s contextual
[1] Courtesy Michael Franklin, BIRTE, 2015.

3
Heron
Batching of tuples
Amortizing the cost of transferring tuples
Task isolation
Ease of debug-
ability/isolation/profiling
Fully API compatible with Storm
Directed acyclic graph
Topologies, Spouts and Bolts
Support for back pressure
Topologies should self adjusting
gUse of main stream languages
C++, Java and Python
Efficiency
Reduce resource consumptionG
Design: Goals

4
Better Storm
Twitter Heron
Container Based Architecture
Separate Monitoring and Scheduling
-
Simplified Execution Model2
Much Better Performance

6
Heron@Twitter
Storm is decommissioned
3X reduction in resource usage

Auto scaling the system in the presence of unpredictability
7
Technology Challenges
The Road Ahead
Auto tuning of real time analytics jobs/queries
Exploiting faster networks for efficiently moving data
Ä
Ü
J

What's hot

PowerStream: Propelling Energy Innovation with Predictive Analytics

SingleStore

Distributed system

MD Redaan

MACHINE LEARNING ON MAPREDUCE FRAMEWORK

Abhi Jit

Ag infra pilot_programmatic_access_jkklapp

Jaakko Lappalainen

Project Matsu: Elastic Clouds for Disaster Relief

Robert Grossman

PyConDE18

Johannes Oos

Distributed in memory processing of all k nearest neighbor queries

ieeepondy

On-the-fly Integration of Static and Dynamic Linked Data

aharth

Handson with Twitter Heron

Data Engineers Guild Meetup Group

Slide 1

butest

Bioclouds CAMDA (Robert Grossman) 09-v9p

Robert Grossman

What's hot (19)

PowerStream: Propelling Energy Innovation with Predictive Analytics

Distributed system

MACHINE LEARNING ON MAPREDUCE FRAMEWORK

Ag infra pilot_programmatic_access_jkklapp

Project Matsu: Elastic Clouds for Disaster Relief

PyConDE18

Distributed in memory processing of all k nearest neighbor queries

On-the-fly Integration of Static and Dynamic Linked Data

Handson with Twitter Heron

Slide 1

Bioclouds CAMDA (Robert Grossman) 09-v9p

Viewers also liked

Хостел

Диана Жаак

Some of the most demanding real-time big data driven platforms on the Internet today are in programmatic advertising and real-time bidding. These platforms continuously ingest, store, analyze and act on billions of events and terabytes of data to personalize interactions with every click and swipe across websites, mobile apps, emails, social media, sensors and more. But that’s not enough. In order to win at auction, capture the user’s attention and drive revenue, they must continuously extract new insights with advanced visual analytics and combine these insights with real-time data to perform real-time analytics, moment-by-moment, all the time. Brian Bulkowski, co-founder & CTO of Aerospike, an open source flash-optimized NoSQL database, will talk about the latest developments in storage and lead a discussion with Kiran about the challenges and opportunities created for analytics at platform scale.

Advanced Visual Analytics and Real-time Analytics at Platform scale by Brian ...

The Hive

Leanplum_Controlled Experimentation_Panel_The Hive

The Hive

Search is an important and integrated part of the overall LinkedIn experience, and it takes many forms - such as Instant, SERP, Recruiter Search, Job Seeker, etc. Search needs to deal with both structured and unstructured content, and be personalized. In this talk, Sriram will describe Linkedin unified infrastructure to support these different needs, and will provide some insights into our various approaches to search quality.

Search at Linkedin by Sriram Sankar and Kumaresh Pattabiraman

The Hive

San martin 2013 2014

Joserra Abarretegui

Alan Gates, Hortonworks_Hadoop&SQL

The Hive

Untethered health in a networked society by James Mathews

The Hive

Expt panel hive_data_rp_20130320_final-1

The Hive

Pre production planning

sofiamorana1

La musica

sandramucua

Susheel Patel, Pivotal_Hadoop&SQL

The Hive

Igor Canadi, Facebook Igor is a software engineer at Facebook where his job is making databases more awesome. He recently graduated from University of Wisconsin-Madison with Masters degree in Computer Science. During his time at UW-M, he worked with prof. Paul Barford in the area of internet measurement and analysis. Igor got his undergraduate degree from University of Zagreb in Croatia. During his undergraduate years, he founded and developed a local non-profit organization that focuses on educating talented high-school students.

The Hive Think Tank: Rocking the Database World with RocksDB

The Hive

Tomer Shiran, MapR_Hadoop&SQL

The Hive

Fifty years ago, a typical company on the S&P 500 stayed there for three-quarters of a century. Today, they last only fifteen years. Technological disruption has run roughshod through the boardrooms of the world. At the same time, small startups with nothing to lose have become more methodical about iteration, experimentation, and innovation. Fueled by deep investment backing and unfettered by legacy distractions like regulation, customers, and infrastructure, they're turning into Billion-dollar ventures. From lackluster jobs growth to tech speculation to the disruption of nearly every industry, the death of big companies is the elephant in the room. But can we teach the elephant to dance? Join author, entrepreneur, and Strata conference chair Alistair Croll for a look at how some large organizations are applying data-driven methods, a deliberate portfolio of innovation, and Lean approaches that help them survive—and even thrive—in a changing competitive landscape.

Startup Series: Lean Analytics, Innovation, and Tilting at Windmills

The Hive

Big Data App servor by Lance Riedel, CTO, The Hive for The Hive India event

The Hive

The Hive "Data Virtualization" Introduction - Jim Green, CEO of Composite Sof...

The Hive

Redbook

ens007

Redefine healthcare with IT by Niranjan Thirumale

The Hive

Opportunites in Big Data by Sumant Mandal, Founder of The Hive for The Hive I...

The Hive

Very beautiful

asmaeazed

Viewers also liked (20)

Хостел

Advanced Visual Analytics and Real-time Analytics at Platform scale by Brian ...

Leanplum_Controlled Experimentation_Panel_The Hive

Search at Linkedin by Sriram Sankar and Kumaresh Pattabiraman

San martin 2013 2014

Alan Gates, Hortonworks_Hadoop&SQL

Untethered health in a networked society by James Mathews

Expt panel hive_data_rp_20130320_final-1

Pre production planning

La musica

Susheel Patel, Pivotal_Hadoop&SQL

The Hive Think Tank: Rocking the Database World with RocksDB

Tomer Shiran, MapR_Hadoop&SQL

Startup Series: Lean Analytics, Innovation, and Tilting at Windmills

Big Data App servor by Lance Riedel, CTO, The Hive for The Hive India event

The Hive "Data Virtualization" Introduction - Jim Green, CEO of Composite Sof...

Redbook

Redefine healthcare with IT by Niranjan Thirumale

Opportunites in Big Data by Sumant Mandal, Founder of The Hive for The Hive I...

Very beautiful

Similar to The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter

Twitter generates billions and billions of events per day. Analyzing these events in real time presents a massive challenge. In order to meet this challenge, Twitter designed an end to end real-time stack consisting of DistributedLog, the distributed and replicated messaging system system, and Heron, the streaming system for real time computation. DistributedLog is a replicated log service that is built on top of Apache BookKeeper, providing infinite, ordered, append-only streams that can be used for building robust real-time systems. It is the foundation of Twitter’s publish-subscribe system. Twitter Heron is the next generation streaming system built from ground up to address our scalability and reliability needs. Both the systems have been in production for nearly two years and is widely used at Twitter in a range of diverse applications such as search ingestion pipeline, ad analytics, image classification and more. These slides will describe Heron and DistributedLog in detail, covering a few use cases in-depth and sharing the operating experiences and challenges of running large-scale real time systems at scale.

Twitter's Real Time Stack - Processing Billions of Events Using Distributed L...

Karthik Ramasamy

Automate your Machine Learning

Ajit Ananthram

For the full video of this presentation, please visit: https://www.embedded-vision.com/platinum-members/embedded-vision-alliance/embedded-vision-training/videos/pages/may-2018-embedded-vision-summit-sze For more information about embedded vision, please visit: http://www.embedded-vision.com Vivienne Sze, Associate Professor at MIT, presents the "Approaches for Energy Efficient Implementation of Deep Neural Networks" tutorial at the May 2018 Embedded Vision Summit. Deep neural networks (DNNs) are proving very effective for a variety of challenging machine perception tasks. But these algorithms are very computationally demanding. To enable DNNs to be used in practical applications, it’s critical to find efficient ways to implement them. This talk explores how DNNs are being mapped onto today’s processor architectures, and how these algorithms are evolving to enable improved efficiency. Sze explores the energy consumption of commonly used CNNs versus their accuracy, and provides insights on "energy-aware" pruning of these networks.

"Approaches for Energy Efficient Implementation of Deep Neural Networks," a P...

Edge AI and Vision Alliance

Building a real-time monitoring service that handles millions of custom events per second while satisfying complex rules, varied throughput requirements, and numerous dimensions simultaneously is a complex endeavor. Sumeet Singh and Mridul Jain explain how Yahoo approached these challenges with Apache Storm Trident, Kafka, HBase, and OpenTSDB and discuss the lessons learned along the way. Sumeet and Mridul explain scaling patterns backed by real scenarios and data to help attendees develop their own architectures and strategies for dealing with the scale challenges that come with real-time big data systems. They also explore the tradeoffs made in catering to a diverse set of daily users and the associated usability challenges that motivated Yahoo to build a self-serve, easy-to-use platform that requires minimal programming experience. Sumeet and Mridul then discuss event-level tracking for debugging and troubleshooting problems that our users may encounter at this scale. Over the course of their talk, they also address building infrastructure and operational intelligence with anomaly detection, alert correlation, and trend analysis based on the monitoring platform.

Strata Conference + Hadoop World NY 2016: Lessons learned building a scalable...

Sumeet Singh

Twitter generates billions and billions of events per day. Analyzing these events in real time presents a massive challenge. Twitter designed and deployed a new streaming system called Heron. Heron has been in production nearly 2 years and is widely used by several teams for diverse use cases. This talk looks at Twitter's operating experiences and challenges of running Heron at scale and the approaches taken to solve those challenges.

Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...

Data Con LA

Abstract:- Today's enterprises are not only producing data in high volume but also at high velocity. With velocity comes the need to process the data in real time. To meet the real time needs, we developed and deployed Heron, the next generation streaming engine at Twitter. Heron processes billions and billions of events per day at Twitter and has been in production for nearly 3 years. Heron provides unparalleled performance at large scale and has been successfully meeting Twitter's strict performance requirements for various streaming and iOT applications. Heron is a open source project with several major contributors from various institutions. As the project, we identified and implemented several optimizations that improved throughput by additional 5x and further reduce latency by 50-60%. In this talk, we will describe Heron in detail, how the detailed profiling indicated the performance bottleneck areas such as multiple serializations/deserialization and immutable data structures. After mitigating these costs, we were able to show much higher throughput and latencies as low as 12ms.

Real Time Processing Using Twitter Heron by Karthik Ramasamy

Data Con LA

Why AIOps Matters For Kubernetes

Timothy Chen

Cloud is a complex distributed environment which has occupied the center stage in the modern-day service computing; allowing permissive resource provisioning with minimalistic conflict and enabling on-demand, pay-per-use benefits. Provisioning of resources in a dynamic environment, such that none are under-provisioned or over-provisioned is a primal challenge. The problem is analysed, and an optimal resource allocation strategy is formulated by the quantitative analysis of a biologically inspired model called Lotka-Volterra.

Application of Lotka-Volterra model to analyse Cloud behavior and optimise re...

IJSRP Journal

Twitter is powered by thousands of microservices that run on our internal Cloud platform which consists of a suite of multi-tenant platform services that offer Compute, Storage, Messaging, Monitoring, etc as a service. These platforms have thousands of tenants and run atop hundreds of thousands of servers, across on-prem & the public cloud. The scale & diversity in multi-tenant infrastructure services make it extremely difficult to effectively forecast capacity, compute resource utilization & cost and drive efficiency. In this talk, I would like to share how my team is building a system (Kite - A unified service manager) to help define, model, provision, meter & charge infrastructure resources. The infrastructure resources include primitive bare metal servers / VMs on the public cloud and abstract resources offered by multi-tenant services such as our Compute platform (powered by Apache Aurora/Mesos), Storage (Manhattan for key/val, Cache, RDBMS), Observability. Along with how we solved this problem, I also intend to share a few case-studies on how we were able to use this data to better plan capacity & drive a cultural change in engineering that helped improve overall resource utilization & drive significant savings in infrastructure spending.

[Kubecon 2017 Austin, TX] How We Built a Framework at Twitter to Solve Servic...

Vinu Charanya

Considerations for Abstracting Complexities of a Real-Time ML Platform, Zhenzhong XU | Current 2022 If you are a data scientist or a platform engineer, you probably can relate to the pains of working with the current explosive growth of Data/ML technologies and toolings. With many overlapping options and steep learning curves for each, it’s increasingly challenging for data science teams. Many platform teams started thinking about building an abstracted ML platform layer to support generalized ML use cases. But there are many complexities involved, especially as the underlying real-time data is shifting into the mainstream. In this talk, we’ll discuss why ML platforms can benefit from a simple and ""invisible"" abstraction. We’ll offer some evidence on why you should consider leveraging streaming technologies even if your use cases are not real-time yet. We’ll share learnings (combining both ML and Infra perspectives) about some of the hard complexities involved in building such simple abstractions, the design principles behind them, and some counterintuitive decisions you may come across along the way. By the end of the talk, I hope data scientists can walk away with some tips on how to evaluate ML platforms, and platform engineers learned a few architectural and design tricks.

Considerations for Abstracting Complexities of a Real-Time ML Platform, Zhenz...

HostedbyConfluent

IRJET- Cipher Text-Policy Attribute-Based Encryption and with Delegation ...

IRJET Journal

Twitter is powered by thousands of microservices running on an internal cloud platform consisting of a suite of multitenant platform services that offer compute, storage, messaging, monitoring, etc. as a service. These platforms have thousands of tenants and run atop hundreds of thousands of servers both on-premises and in the public cloud. The scale of diversity in Twitter’s multitenant infrastructure services makes it extremely difficult to effectively forecast capacity, compute resource utilization, and cost and drive efficiency. Vinu Charanya explains how she and her team are building a system that captures, defines, provisions, meters, and charges infrastructure resources, redefining how systems are built atop Twitter infrastructure. The infrastructure resources include primitive bare metal servers and VMs in the public cloud and abstract resources offered by multitenant services such as a compute platform (powered by Apache Aurora and Mesos), storage (Manhattan for key-value, cache, RDBMS), and observability. Along the way, Vinu shares how Twitter used this data to better plan capacity and drive a cultural change in engineering that helped improve overall resource utilization and led to significant savings in infrastructure spend.

[Velocity Conf 2017 NY] How Twitter built a framework to improve infrastructu...

Vinu Charanya

Learn about using a semantic layer to make data accessible and how to accelerate the business impact of AI and BI at your organization. This session will offer practical advice on how to drive AI & BI business outcomes with an effective data strategy that leverages a semantic layer. You will learn how to achieve quantifiable results by modernizing your data and analytics stack with a semantic layer that delivers an order of magnitude better query performance, increased data team productivity, lower query compute costs, and improved Speed-to-Insights. Attend this session to learn about: - Gaining business alignment and reducing data prep for your AI and BI teams. - Making a consistent set of business metrics “analytics-ready” and accessible. - Accelerating end-to-end query performance while optimizing cloud resources. - Treating “data as a product” and how to drive business value for all consumers.

How to Use a Semantic Layer on Big Data to Drive AI & BI Impact

DATAVERSITY

RNNs for Recommendations and Personalization

Nick Pentreath

Introduction to Apache Heron

Streamlio

Machine learning has made it possible for technologists to do amazing things with data. Its arrival coincides with the evolution of networked manufacturing systems driven by IoT. In this presentation we’ll examine the rise of IoT and ML from a practitioners perspective to better understand how applications of AI can be built in industrial settings. We'll walk through a case study that combines multiple IoT and ML technologies to monitor and optimize an industrial heating and cooling HVAC system. Through this instructive example you'll see how the following components can be put into action: 1. A StreamSets data pipeline that sources from MQTT and persists to OpenTSDB 2. A TensorFlow model that predicts anomalies in streaming sensor data 3. A Spark application that derives new event streams for real-time alerts 4. A Grafana dashboard that displays factory sensors and alerts in an interactive view By walking through this solution step-by-step, you'll learn how to build the fundamental capabilities needed in order to handle endless streams of IoT data and derive ML insights from that data: 1. How to transport IoT data through scalable publish/subscribe event streams 2. How to process data streams with transformations and filters 3. How to persist data streams with the timeliness required for interactive dashboards 4. How to collect labeled datasets for training machine learning models At the end of this presentation you will have learned how a variety of tools can be used together to build ML enhanced applications and data products for instrumented manufacturing systems. Speakers Ian Downard, Sr. Developer Evangelist, MapR William Ochandarena, Senior Director of Product Management, MapR

Designing data pipelines for analytics and machine learning in industrial set...

DataWorks Summit

Scheduling of tasks based on real time requirement is a major issue in the heterogeneous multicore systemsfor micro-grid power management . Heterogeneous multicore processor schedules the serial tasks in the high performance core and parallel tasks are executed on the low performance cores. The aim of this paper is to implement a scheduling algorithm based on fuzzy logic for heterogeneous multicore processor for effective micro-grid application. Real – time tasks generally have different execution time and dead line. The main idea is to use two fuzzy logic based scheduling algorithm, first is to assign priority based on execution time and deadline of the task. Second , the task which has assigned higher priority get allotted for execution in high performance core and remaining tasks which are assigned low priority get allotted in low performance cores. The main objective of this scheduling algorithm is to increase the throughput and to improve CPU utilization there by reducing the overall power consumption of the micro-grid power management systems. Test cases with different task execution time and deadline were generated to evaluate the algorithms using MATLAB software.

A Novel Approach in Scheduling Of the Real- Time Tasks In Heterogeneous Multi...

International Journal of Power Electronics and Drive Systems

Shikha fdp 62_14july2017

Dr. Shikha Mehta

Packet sniffing

Tanmay 'Unsinkable'

9 ijcse-01223

Shivlal Mewada

Similar to The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter (20)

Twitter's Real Time Stack - Processing Billions of Events Using Distributed L...

Automate your Machine Learning

"Approaches for Energy Efficient Implementation of Deep Neural Networks," a P...

Strata Conference + Hadoop World NY 2016: Lessons learned building a scalable...

Big Data Day LA 2016/ Big Data Track - Twitter Heron @ Scale - Karthik Ramasa...

Real Time Processing Using Twitter Heron by Karthik Ramasamy

Why AIOps Matters For Kubernetes

Application of Lotka-Volterra model to analyse Cloud behavior and optimise re...

[Kubecon 2017 Austin, TX] How We Built a Framework at Twitter to Solve Servic...

Considerations for Abstracting Complexities of a Real-Time ML Platform, Zhenz...

IRJET- Cipher Text-Policy Attribute-Based Encryption and with Delegation ...

[Velocity Conf 2017 NY] How Twitter built a framework to improve infrastructu...

How to Use a Semantic Layer on Big Data to Drive AI & BI Impact

RNNs for Recommendations and Personalization

Introduction to Apache Heron

Designing data pipelines for analytics and machine learning in industrial set...

A Novel Approach in Scheduling Of the Real- Time Tasks In Heterogeneous Multi...

Shikha fdp 62_14july2017

Packet sniffing

9 ijcse-01223

More from The Hive

"Responsible AI", by Charlie Muirhead

The Hive

Translating a Trillion Points of Data into Therapies, Diagnostics, and New In...

The Hive

Digital Transformation; Digital Twins for Delivering Business Value in IIoT

The Hive

Dr. Bob Sutor is Vice President for AI, Blockchain, and Quantum Solutions at IBM Research. In this role he is the R&D executive leading a large global group of scientists, software engineers, and designers who create and integrate leading edge science and technologies to give IBM's clients the most advanced solutions available. Our work is often mathematically-based and thus includes AI technologies like machine learning, deep learning, text and image analytics, statistics, predictive analytics, and optimization. Sutor co-leads the IBM Research effort to support IBM's commercial blockchain efforts with advanced innovations across a broad range of its embedded technologies. He leads the group developing the next generation software stack and algorithms for quantum computers. Dr. Sutor has an undergraduate degree from Harvard College and a Ph.D. from Princeton University, both in Mathematics.

Quantum Computing (IBM Q) - Hive Think Tank Event w/ Dr. Bob Sutor - 02.22.18

The Hive

The Hive Think Tank: Rendezvous Architecture Makes Machine Learning Logistics...

The Hive

Data Science in the Enterprise

The Hive

AI in Software for Augmenting Intelligence Across the Enterprise

The Hive

“ High Precision Analytics for Healthcare: Promises and Challenges” by Sriram...

The Hive

"The Future of Manufacturing" by Sujeet Chand, SVP&CTO, Rockwell Automation

The Hive

Social Impact & Ethics of AI by Steve Omohundro

The Hive

This The Hive Think Tank talk by Venkat Srinivasan, CEO of RAGE Frameworks, focuses on successful applications of AI in the Enterprise. We start with a broad and more inclusive definition of AI in the context of enterprise business processes. We introduce a taxonomy of AI solution methods that broaden the focus beyond a narrow focus on deep learning based on neural nets. In line with the taxonomy, we present several successful AI applications in use today at major corporations across industries including financial services, manufacturing/retail, professional services, logistics. These applications range from commercial lending, contract review, customer service intelligence, market and competitive intelligence, signals for capital markets, regulatory compliance and others.

The Hive Think Tank: AI in The Enterprise by Venkat Srinivasan

The Hive

In this The Hive Think Tank talk, Professor Jian Ma introduces machine learning methods that can be used to help tackle some of the most intriguing questions in genomics and biomedicine. He discusses the research projects in his group to study genome structure and function, including algorithms to unravel complex genomic aberrations in cancer genomes and gene regulatory principles encoded in our genome, by utilizing probabilistic graphical models and deep neural network techniques. The knowledge obtained from such computational methods can greatly enhance our ability to understand disease genomes.

The Hive Think Tank: Machine Learning Applications in Genomics by Prof. Jian ...

The Hive

The Hive Think Tank Panel Discussion moderated by Kate Leggett (Forrester) with panelists: Allan Leinwand (ServiceNow), Nitin Narkhede (Wipro), Jason Smale (Zendesk), Dan Turchin (Neva). The future of customer support is AI-driven virtual agents. Soon, we’ll interact conversationally with bots that know who we are, how we’re impacted, and what we need. Soon, the capabilities of virtual agents will far exceed those of today’s best human agents. We’ll receive support that is more reliable than friends, more accurate than social media, and less frustrating than waiting on hold.

The Hive Think Tank: The Future Of Customer Support - AI Driven Automation

The Hive

Over the next 15 years, India's growth will be fueled by its startups. Today, there are over 20,000 startups in India that have created a value of $80 billion and employ 325,000 people. Over the next ten years, by 2025, there will be 100,000 startups in the country that would have created over $500 billion of value and employ 3.2 million people. This talk is about India's growth over the next 15 years and the prominent role that entrepreneurs and startups will play in its rapid evolution.

The Hive Think Tank: Talk by Mohandas Pai - India at 2030, How Tech Entrepren...

The Hive

In this The Hive Think Tank talk Harvard Business School Professor of Strategy Prof. Bharat Anand shares his insights on the Digital innovation trends that are shaping the way organizations will act in the future. In this talk, Professor Anand presents the findings from his forthcoming book. To answer these questions, Anand examines a range of businesses around the world, from Chinese internet giant Tencent to Scandinavian digital trailblazer Schibsted, from The New York Times to The Economist, and from talent management to the future of education.

The Hive Think Tank: The Content Trap - Strategist's Guide to Digital Change

The Hive

Deep Visual Understanding from Deep Learning by Prof. Jitendra Malik

The Hive

In this The Hive Think Tank talk, Heron team provides an introduction to Heron, how it is being used at Twitter and shares an operating experiences and challenges of running Heron at scale. They recently announced the open sourcing of Heron under the permissive Apache v2.0 license. Heron has been in production nearly 2 years and is widely used by several teams for diverse use cases. Prior to Heron, Twitter used Apache Storm, which we open sourced in 2011. Heron features a wide array of architectural improvements and is backward compatible with the Storm ecosystem for seamless adoption.

The Hive Think Tank: Heron at Twitter

The Hive

The Hive Think Tank: Unpacking AI for Healthcare

The Hive

In this presentation Prith Banerjee discusses how a sustainable future must become radically more efficient with the way we use energy. He shared how the Internet of Things (IoT) and the convergence of Operational Technology (OT) and Information Technology (IT) are enabling Schneider Electric's innovation at every level, redefining power and automation for a new world of energy which is more electric, decarbonized, decentralized and digitized. Prith shared how, in this new world of energy, Schneider ensures that Life Is On everywhere, for everyone and at every moment. He also shared a set of IoT predictions for the future, based on findings of the company’s recent IoT Survey of 2,500 top business executives.

The Hive Think Tank: Translating IoT into Innovation at Every Level by Prith ...

The Hive

Until recently, data was gathered for well-defined objectives such as auditing, forensics, reporting and line-of-business operations; now, exploratory and predictive analysis is becoming ubiquitous, and the default increasingly is to capture and store any and all data, in anticipation of potential future strategic value. These differences in data heterogeneity, scale and usage are leading to a new generation of data management and analytic systems, where the emphasis is on supporting a wide range of very large datasets that are stored uniformly and analyzed seamlessly using whatever techniques are most appropriate, including traditional tools like SQL and BI and newer tools, e.g., for machine learning and stream analytics. These new systems are necessarily based on scale-out architectures for both storage and computation. Hadoop has become a key building block in the new generation of scale-out systems. On the storage side, HDFS has provided a cost-effective and scalable substrate for storing large heterogeneous datasets. However, as key customer and systems touch points are instrumented to log data, and Internet of Things applications become common, data in the enterprise is growing at a staggering pace, and the need to leverage different storage tiers (ranging from tape to main memory) is posing new challenges, leading to caching technologies, such as Spark. On the analytics side, the emergence of resource managers such as YARN has opened the door for analytics tools to bypass the Map-Reduce layer and directly exploit shared system resources while computing close to data copies. This trend is especially significant for iterative computations such as graph analytics and machine learning, for which Map-Reduce is widely recognized to be a poor fit. While Hadoop is widely recognized and used externally, Microsoft has long been at the forefront of Big Data analytics, with Cosmos and Scope supporting all internal customers. These internal services are a key part of our strategy going forward, and are enabling new state of the art external-facing services such as Azure Data Lake and more. I will examine these trends, and ground the talk by discussing the Microsoft Big Data stack.

The Hive Think Tank - The Microsoft Big Data Stack by Raghu Ramakrishnan, CTO...

The Hive

More from The Hive (20)

"Responsible AI", by Charlie Muirhead

Translating a Trillion Points of Data into Therapies, Diagnostics, and New In...

Digital Transformation; Digital Twins for Delivering Business Value in IIoT

Quantum Computing (IBM Q) - Hive Think Tank Event w/ Dr. Bob Sutor - 02.22.18

The Hive Think Tank: Rendezvous Architecture Makes Machine Learning Logistics...

Data Science in the Enterprise

AI in Software for Augmenting Intelligence Across the Enterprise

“ High Precision Analytics for Healthcare: Promises and Challenges” by Sriram...

"The Future of Manufacturing" by Sujeet Chand, SVP&CTO, Rockwell Automation

Social Impact & Ethics of AI by Steve Omohundro

The Hive Think Tank: AI in The Enterprise by Venkat Srinivasan

The Hive Think Tank: Machine Learning Applications in Genomics by Prof. Jian ...

The Hive Think Tank: The Future Of Customer Support - AI Driven Automation

The Hive Think Tank: Talk by Mohandas Pai - India at 2030, How Tech Entrepren...

The Hive Think Tank: The Content Trap - Strategist's Guide to Digital Change

Deep Visual Understanding from Deep Learning by Prof. Jitendra Malik

The Hive Think Tank: Heron at Twitter

The Hive Think Tank: Unpacking AI for Healthcare

The Hive Think Tank: Translating IoT into Innovation at Every Level by Prith ...

The Hive Think Tank - The Microsoft Big Data Stack by Raghu Ramakrishnan, CTO...

Recently uploaded

April 2024 - Crypto Market Report's Analysis

manisha194592

Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand

amitlee9823

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-9155563397 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-9155563397 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-9155563397 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9155563397 We are available 24*7 all days of the year.

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...

only4webmaster01

Ashok Vihar Call Girls in Delhi (–9953330565) Escort Service In Delhi NCR PROVIDE 100% REAL GIRLS ALL ARE GIRLS LOOKING MODELS AND RAM MODELS ALL GIRLS” INDIAN , RUSSIAN ,KASMARI ,PUNJABI HOT GIRLS AND MATURED HOUSE WIFE BOOKING ONLY DECENT GUYS AND GENTLEMAN NO FAKE PERSON FREE HOME SERVICE IN CALL FULL AC ROOM SERVICE IN SOUTH DELHI Ultimate Destination for finding a High Profile Independent Escorts in Delhi.Gurgaon.Noida..!.Like You Feel 100% Real Girl Friend Experience. We are High Class Delhi Escort Agency offering quality services with discretion. We only offer services to gentlemen people. We have lots of girls working with us like students, Russian, models, house wife, and much More We Provide Short Time and Full Night Service Call ☎☎+91–9953330565 ❤꧂ • In Call and Out Call Service in Delhi NCR • 3* 5* 7* Hotels Service in Delhi NCR • 24 Hours Available in Delhi NCR • Indian, Russian, Punjabi, Kashmiri Escorts • Real Models, College Girls, House Wife, Also Available • Short Time and Full Time Service Available • Hygienic Full AC Neat and Clean Rooms Avail. In Hotel 24 hours • Daily New Escorts Staff Available • Minimum to Maximum Range Available. Location;- Delhi, Gurgaon, NCR, Noida, and All Over in Delhi Hotel and Home Services HOTEL SERVICE AVAILABLE :-REDDISSON BLU,ITC WELCOM DWARKA,HOTEL-JW MERRIOTT,HOLIDAY INN MAHIPALPUR AIROCTY,CROWNE PLAZA OKHALA,EROSH NEHRU PLACE,SURYAA KALKAJI,CROWEN PLAZA ROHINI,SHERATON PAHARGANJ,THE AMBIENC,VIVANTA,SURAJKUND,ASHOKA CONTINENTAL , LEELA CHANKYAPURI,_ALL 3* 5* 7* STARTS HOTEL SERVICE BOOKING CALL Call WHATSAPP Call ☎+91–9953330565❤꧂ NIGHT SHORT TIME BOTH ARE AVAILABLE

Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service

9953056974 Low Rate Call Girls In Saket, Delhi NCR

➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...

amitlee9823

Digital advertising, or paid media, encompasses the strategic deployment of online advertisements to reach target audiences efficiently and effectively. This includes any digital platform that supports advertising to deliver unique messages for any objective. Understanding the mechanics of digital advertising platforms, along with insights into audience behaviors and preferences, allows marketers to optimize their ad spend and achieve significant engagement and conversion rates. This lecture is for Advanced Digital & Social Media Strategy (MGMTX 466.05) at UCLA Extension.

Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...

Valters Lauzums

Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (Bangalore) Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...

amitlee9823

Discover Why Less is More in B2B Research

michael115558

Saudi Arabia [ Abortion pills) Jeddah/riaydh/dammam/+966572737505☎️] cytotec tablets uses abortion pills 💊💊 How effective is the abortion pill? 💊💊 +966572737505) "Abortion pills in Jeddah" how to get cytotec tablets in Riyadh " Abortion pills in dammam*💊💊 The abortion pill is very effective. If you’re taking mifepristone and misoprostol, it depends on how far along the pregnancy is, and how many doses of medicine you take:💊💊 +966572737505) how to buy cytotec pills At 8 weeks pregnant or less, it works about 94-98% of the time. +966572737505[ 💊💊💊 At 8-9 weeks pregnant, it works about 94-96% of the time. +966572737505) At 9-10 weeks pregnant, it works about 91-93% of the time. +966572737505)💊💊 If you take an extra dose of misoprostol, it works about 99% of the time. At 10-11 weeks pregnant, it works about 87% of the time. +966572737505) If you take an extra dose of misoprostol, it works about 98% of the time. In general, taking both mifepristone and+966572737505 misoprostol works a bit better than taking misoprostol only. +966572737505 Taking misoprostol alone works to end the+966572737505 pregnancy about 85-95% of the time — depending on how far along the+966572737505 pregnancy is and how you take the medicine. +966572737505 The abortion pill usually works, but if it doesn’t, you can take more medicine or have an in-clinic abortion. +966572737505 When can I take the abortion pill?+966572737505 In general, you can have a medication abortion up to 77 days (11 weeks)+966572737505 after the first day of your last period. If it’s been 78 days or more since the first day of your last+966572737505 period, you can have an in-clinic abortion to end your pregnancy.+966572737505 Why do people choose the abortion pill? Which kind of abortion you choose all depends on your personal+966572737505 preference and situation. With+966572737505 medication+966572737505 abortion, some people like that you don’t need to have a procedure in a doctor’s office. You can have your medication abortion on your own+966572737505 schedule, at home or in another comfortable place that you choose.+966572737505 You get to decide who you want to be with during your abortion, or you can go it alone. Because+966572737505 medication abortion is similar to a miscarriage, many people feel like it’s more “natural” and less invasive. And some+966572737505 people may not have an in-clinic abortion provider close by, so abortion pills are more available to+966572737505 them. +966572737505 Your doctor, nurse, or health center staff can help you decide which kind of abortion is best for you. +966572737505 More questions from patients: Saudi Arabia+966572737505 CYTOTEC Misoprostol Tablets. Misoprostol is a medication that can prevent stomach ulcers if you also take NSAID medications. It reduces the amount of acid in your stomach, which protects your stomach lining. The brand name of this medication is Cytotec®.+966573737505) Unwanted Kit is a combination of two medici

Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec

Abortion pills in Riyadh +966572737505 get cytotec

Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -

Pooja Nehwal

5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed

amy56318795

👉 Amritsar Call Girl 👉📞 6367187148 👉📞 Just📲 Call Ruhi Call Girl Phone No Amritsar No💰Advance Cash On Delivery Service Escorts Service Available Whatsapp Chaya ☎️ : [+91-6367187148] Escorts Service Amritsar are always ready to make their clients happy. Their exotic looks and sexy personalities are sure to turn heads. You can enjoy with them, including massages and erotic encounters.#P12Our area Escorts are young and sexy, so you can expect to have an exotic time with them. They are trained to satiate your naughty nerves and they can handle anything that you want. They are also intelligent, so they know how to make you feel comfortable and relaxed SERVICE ✅ ❣️ ⭐➡️HOT & SEXY MODELS // COLLEGE GIRLS HOUSE WIFE RUSSIAN , AIR HOSTES ,VIP MODELS . AVAILABLE FOR COMPLETE ENJOYMENT WITH HIGH PROFILE INDIAN MODEL AVAILABLE HOTEL & HOME ★ SAFE AND SECURE HIGH CLASS SERVICE AFFORDABLE RATE ★ SATISFACTION,UNLIMITED ENJOYMENT. ★ All Meetings are confidential and no information is provided to any one at any cost. ★ EXCLUSIVE PROFILes Are Safe and Consensual with Most Limits Respected ★ Service Available In: - HOME & HOTEL Star Hotel Service .In Call & Out call SeRvIcEs : ★ A-Level (star escort) ★ Strip-tease ★ BBBJ (Bareback Blowjob)Receive advanced sexual techniques in different mode make their life more pleasurable. ★ Spending time in hotel rooms ★ BJ (Blowjob Without a Condom) ★ Completion (Oral to completion) ★ Covered (Covered blowjob Without condom ★ANAL SERVICES.

👉 Amritsar Call Girl 👉📞 6367187148 👉📞 Just📲 Call Ruhi Call Girl Phone No Amri...

karishmasinghjnh

Call Girl In Dwarka ☎92055#41914 ¶¶ Indian,Russian Best Quality full Educated And Full Cooperative Independent Call Girls Escort Services In New Delhi- I Have Extremely Beautiful Broad Minded Cute Sexy & Hot Call Girls and Escorts, We Are Located in 3* 4* 5* Hotels in Delhi. Safe & Secure High Class Services Affordable Rate 100% Satisfaction, Unlimited Enjoyment. Any Time for Model/Teens Escort in Delhi High class luxury and premium escorts agency Indian Russian Call Girls In Delhi Booking Good High Profile Escorts (Call Girls) In Delhi 5 Star Hotel ,Incall Service,OutCall Service, We provide services by Call Girls,College Girls,Modals Get High Profile queens,Well Educated,Good Looking,Full Cooperative Model, Russian Models,Punjabi Girls Kashmeri Girls Services etc… We Provide Hottest Female With Safe And Consensual With Most Limits Respected Complete Satisfaction Guaranteed…Service. Call Me Spacial For Including Incall//outcall Service In New Delhi Indian Russian Escorts Service

Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...

Delhi Call girls

Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage with sex Booking Contact Details :- WhatsApp Chat :- +91-9920725232 4-May-2024(SMW) Call Girls In Model Towh +91-9920725232 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-9920725232 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9920725232 We are available 24*7 all days of the year. Call us — 9920725232 Thank you for Visiting.

Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...

amitlee9823

Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...

amitlee9823

Building Real-Time Pipelines With FLaNK Timothy Spann, Principal Developer Advocate, Streaming - Cloudera Future of Data meetup, startup grind, AI Camp The combination of Apache Flink, Apache NiFi, and Apache Kafka for building real-time data processing pipelines is extremely powerful, as demonstrated by this case study using the FLaNK-MTA project. The project leverages these technologies to process and analyze real-time data from the New York City Metropolitan Transportation Authority (MTA). FLaNK-MTA demonstrates how to efficiently collect, transform, and analyze high-volume data streams, enabling timely insights and decision-making. Apache NiFi Apache Kafka Apache Flink Apache Iceberg LLM Generative AI Slack Postgresql

DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK

Timothy Spann

Model Call Girl Services in Delhi reach out to us at 🔝 9953056974 🔝✔️✔️ Our agency presents a selection of young, charming call girls available for bookings at Oyo Hotels. Experience high-class escort services at pocket-friendly rates, with our female escorts exuding both beauty and a delightful personality, ready to meet your desires. Whether it's Housewives, College girls, Russian girls, Muslim girls, or any other preference, we offer a diverse range of options to cater to your tastes. We provide both in-call and out-call services for your convenience. Our in-call location in Delhi ensures cleanliness, hygiene, and 100% safety, while our out-call services offer doorstep delivery for added ease. We value your time and money, hence we kindly request pic collectors, time-passers, and bargain hunters to refrain from contacting us. Our services feature various packages at competitive rates: One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Full night for more than 1 person: Contact us at 🔝 9953056974 🔝. for details Operating 24/7, we serve various locations in Delhi, including Green Park, Lajpat Nagar, Saket, and Hauz Khas near metro stations. For premium call girl services in Delhi 🔝 9953056974 🔝. Thank you for considering us!

CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

9953056974 Low Rate Call Girls In Saket, Delhi NCR

Probability Grade 10 Third Quarter Lessons

JoseMangaJr1

Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand

amitlee9823

➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...

amitlee9823

Recently uploaded (20)

April 2024 - Crypto Market Report's Analysis

Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...

Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service

➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...

Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...

Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...

Discover Why Less is More in B2B Research

Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec

Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -

5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed

👉 Amritsar Call Girl 👉📞 6367187148 👉📞 Just📲 Call Ruhi Call Girl Phone No Amri...

Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...

Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...

Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...

DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK

CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

Probability Grade 10 Third Quarter Lessons

Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand

➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...

The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter

1. Stream Processing Systems Karthik Ramasamy Twitter @karthikz

2. 2 Value of Real Time DataIt’s contextual [1] Courtesy Michael Franklin, BIRTE, 2015.

3. 3 Heron Batching of tuples Amortizing the cost of transferring tuples Task isolation Ease of debug- ability/isolation/profiling Fully API compatible with Storm Directed acyclic graph Topologies, Spouts and Bolts Support for back pressure Topologies should self adjusting gUse of main stream languages C++, Java and Python Efficiency Reduce resource consumptionG Design: Goals

4. 4 Better Storm Twitter Heron Container Based Architecture Separate Monitoring and Scheduling - Simplified Execution Model2 Much Better Performance

5. 5 Heron Sample Topologies

6. 6 Heron@Twitter Storm is decommissioned 3X reduction in resource usage

7. Auto scaling the system in the presence of unpredictability 7 Technology Challenges The Road Ahead Auto tuning of real time analytics jobs/queries Exploiting faster networks for efficiently moving data Ä Ü J

8. 8 @karthikz Get in Touch

The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter

Recommended

Recommended

More Related Content

What's hot

What's hot (19)

Viewers also liked

Viewers also liked (20)

Similar to The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter

Similar to The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter (20)

More from The Hive

More from The Hive (20)

Recently uploaded

Recently uploaded (20)

The Hive Think Tank: "Stream Processing Systems" by Karthik Ramasamy of Twitter