Microsoft: Building a Massively Scalable System with DataStax and Microsoft's Next Generation PaaS Infrastructure

•

1 like•6,309 views

This document discusses how to build massively scalable systems using DataStax and Microsoft's Azure Service Fabric platform. It addresses large-scale challenges like operations management, high density, deployment, updates, scalability, availability and failure recovery. It demonstrates how Service Fabric enables higher microservice density, faster deployments and upgrades, and fast scaling across clusters. Placement constraints and rolling upgrades are explored, along with handling failures and scaling services. Service Fabric provides declarative models, load balancing, and auto-scaling to simplify managing large, distributed systems.

Technology

Building a massively scalable
system with DataStax and
Microsoft's next generation
Paas infrastructure
Rob Bagby
Sr. Cloud Architect – Microsoft
www.deveducate.com / www.robbagby.com
Rob.Bagby@Microsoft.com
@RBagby
Jesus Aguilar
Sr. Cloud Architect – Microsoft
www.giventocode.com
Jesus.Aguilar@microsoft.com
@GivenToCode

How do I scale my Data linearly?
Does the VM have the required resources?
Are there any cold VMs that I shouldn't be paying for?
How do I move a service?
Is the VM running?Is the VM too hot?How do I deploy across a part of the cluster?
Does the VM have the required capacity?
How do I roll back a deployment if it is does not work?
How do I deploy across a part of the cluster?
Can I have multiple versions running side-by-side?
Where should I move it?
Does my data have a single point of failure?
Is my application running?
Can I replicate data across data centers?

Large and Distributed Challenges
Ops Management
High Density
Resource Governance
Deployment and Packaging
Rolling updates
Scalability
Hyper Scale
Load balancing
Scale Out
Maintainability
Granular versioning
In-flight testing
Microservices
Availability
Failure resilient
Rolling updates
Recovery from failures

Azure Service Fabric
VNext PaaS offering
Battle tested – internally used
by +5 years in large systems
State of the art orchestration
and management
Stateful and Stateless
programming model

Azure Service Fabric + Cassandra
Massively scalable system
Cloud powered
Modern architecture patterns
Stateless Services
Cassandra Cluster

Cassandra Deployment Options
Azure Marketplace Templates GitHub Templates

Achieving High Density with Azure Service Fabric
IaaS Approach
1 Cluster – 1 VM
Azure Service Fabric
(Stateless, stateful or Actor services)
• 1 service instance per VM with uneven workloads
• Lower compute density
• Slow in deployment & upgrades
• Slower in scaling and disaster recovery
• Many microservices per VM
• High microservices density
• Fast deployment & upgrades
• Fast scaling microservices across the cluster

Placement Constraints
You control your
topology
Web
Internal API
N1
DMZ = False
N2
DMZ = True
N4
DMZ = True
N5
DMZ = True
N6
DMZ = False
N3
DMZ = False
Constraints = “(DMZ == False)”
Constraints = “(DMZ == True)”

FD2FD1
UD2
UD1
Nodes will go down.
Fault Domains
Same physical location, HW
failures
Upgrade Domains
SW upgrades to the underlying
compute resources
Web Web
API API

Rolling Updates
UD 1
UD 2 UD 3
N1
N2 N3
N4
N5 N6
V1
V1
V1
V2V2V2

Demo 3 – Handling Failures &
Rolling Upgrade

Scaling and Balancing
• Declarative Model – “I want the topology to look like this”
• Service Fabric does the work
• Balances Resources
• Moves services when hot
• Respects constraints
• You provide guidance
• These metrics are important
• CPU
• Memory
• Etc.
• Balancing Threshold
• Activity Threshold

What's hot

SQL Server Lift & Shift on Azure - SQL Saturday 921

Marco Obinu

Azure SQL Database & Azure SQL Data Warehouse

Mohamed Tawfik

HA/DR options with SQL Server in Azure and hybrid

James Serra

The application landscape inside our data center is changing: Along with the trend of moving toward microservices and containers, there are a number of new distributed data processing frameworks such as Kafka or Cassandra being released on a weekly basis. These changes have implications for the ways we think about infrastructure. With the growing need for computing power and the rise of distributed applications comes the need for a reliable and simple-use cluster manager and programming abstraction. In this presentation, Mesosphere explains how to use DC/OS to manage microservices and fast data systems on a single platform. We will look at how container orchestration, including resource management and service management, can be streamlined to process fast data in a matter of seconds, allowing for predictive user interfaces, product recommendations, and billing charge back, among other modern app components.

Manage Microservices & Fast Data Systems on One Platform w/ DC/OS

Mesosphere Inc.

DataStax Enterprise 4.6, the fastest, most scalable distributed database now integrates Apache Spark analytics on streaming data while providing enterprise-grade backup and restore capabilities to safeguard critical and distributed customer information. Join established database expert and DataStax's VP of Products, Robin Schumacher, as he explores new capabilities in DataStax Enterprise 4.6 including security enhancements, analytics on streaming data and increased performance for modern web, mobile and IoT applications. Robin will discuss how the new OpsCenter 5.1 makes backup and restore processes push-button simple with the option of restoring critical data to and from the cloud taking the burden off database administrators. Watch to learn how - Faster and easier analytics with Spark SQL and Spark Streaming and simplified search make it easy to build scalable fault-tolerant streaming applications - Enhanced server security with LDAP and Active Directory integration for easier external security management - An automated high availability option allows a secondary OpsCenter service to take over, should a failure occur so your maintenance operations are always running

Webinar | Introducing DataStax Enterprise 4.6

DataStax

In the first webinar of the series we covered the importance of caching in microservice-based application architectures—in addition to improving performance it also aids in making content available from legacy systems, promotes loose coupling and team autonomy, and provides air gaps that can limit failures from cascading through a system. To reap these benefits, though, the right caching patterns must be employed. In this webinar, we will examine various caching patterns and shed light on how they deliver the capabilities needed by our microservices. What about rapidly changing data, and concurrent updates to data? What impact do these and other factors have to various use cases and patterns? Understanding data access patterns, covered in this webinar, will help you make the right decisions for each use case. Beyond the simplest of use cases, caching can be tricky business—join us for this webinar to see how best to use them. Jagdish Mirani, Cornelia Davis, Michael Stolz, Pulkit Chandra, Pivotal

Caching for Microservices Architectures: Session II - Caching Patterns

VMware Tanzu

Spark and Couchbase– Augmenting the Operational Database with Spark

Matt Ingenthron

Preventative Maintenance of Robots in Automotive Industry

DataWorks Summit/Hadoop Summit

See webinar recording of this presentation at https://resource.alibabacloud.com/webinar/detail.htm?webinarId=33 Cloud migration is the first big step for any organization wishing to undertake modern digital transformation. For most companies, choosing the best cloud migration strategy is a complex puzzle to solve. In this webinar presentation, we will look at the high-level elements that an organization should consider as they contemplate a move to Alibaba Cloud. The presentation will also help organizations to understand the different migration scenarios, business strategies, tools and methodologies available to migrate to Alibaba Cloud. This includes how to choose the optimal migration method based on business cases and a short demo of Alibaba Cloud migration tools which can help enterprises to accelerate their cloud migration goals.

Migration to Alibaba Cloud

Alibaba Cloud

SpringCM will discuss how they achieve massive scalability and blazing performance with DataStax Enterprise and HP Moonshot Solutions; to transform enterprise document management forever. They will dive into: how they broke through their capacity to run millions of workloads per hour, why relational database technologies simply cannot handle the scalability demands of document management SaaS, and how they deliver up to 70% more energy savings than traditional rack server architecture.

Transforms Document Management at Scale with Distributed Database Solution wi...

DataStax Academy

Big data on AWS

Stylight

Intro to databricks delta lake

Mykola Zerniuk

Apache Mesos, Apache Hadoop, Apache Spark + Custom Enterprise Applications: This stack combined is greater than the sum of each of the pieces of this stack. Mesos can manage resources across an entire data center, Hadoop provides a distributed data store and scalable data processing, and Spark delivers great in-memory and disk-based performance of data processing as well as streaming capabilities. Couple all of that with custom enterprise applications, and the data center turns into a well-oiled machine. When combined, this software stack delivers unlimited flexibility for the entire data center. Jim Scott, Director of Architecture and Enterprise Strategy | Strata + Hadoop World | Barcelona, Spain, November 2014

Next Generation Enterprise Architecture

MapR Technologies

Open Innovation with Power Systems

IBM Power Systems

This presentation is for those of you who are interested in moving your on-prem SQL Server databases and servers to Azure virtual machines (VM’s) in the cloud so you can take advantage of all the benefits of being in the cloud. This is commonly referred to as a “lift and shift” as part of an Infrastructure-as-a-service (IaaS) solution. I will discuss the various Azure VM sizes and options, migration strategies, storage options, high availability (HA) and disaster recovery (DR) solutions, and best practices.

Implement SQL Server on an Azure VM

James Serra

Azure SQL DB Managed Instances Built to easily modernize application data layer

Microsoft Tech Community

Nordic infrastructure Conference 2017 - SQL Server on Linux Overview

Travis Wright

See Webinar Recording at https://resource.alibabacloud.com/webinar/detail.htm?webinarId=26 Gain an introduction to ApsaraDB for RDS, a cloud-based relational database product provided by Alibaba Cloud. In this webinar you will watch over the shoulder of a Solution Architect and Trainer, as he covers the basic concepts and features of ApsaraDB for RDS including: - HA feature (Master/Slave Architecture, Backup/Recovery, Temporary Instance), - Scalability features (Read-only Instance), and also, - Security and Monitoring features. This webinar is ideally suited for database engineers and beginners to the Alibaba Cloud product suite. ApsaraDB for RDS: www.alibabacloud.com/product/apsaradb-for-rds

How to Set Up ApsaraDB for RDS on Alibaba Cloud

Alibaba Cloud

According to a recent Harvard Business Review study, there’s only a 43% chance that customers who have a poor experience will stick with you for the next 12 months. Contrast that to the 74% that will remain your customer if they have a great experience. Learn how Macy’s, a leading American department store chain founded in 1858 with over 750 stores in North America, is transforming their customer experience with DataStax Enterprise. Webinar recording: https://youtu.be/CiUVxh6Ov_E View current and past DataStax webinars: http://www.datastax.com/resources/webinars

Webinar - Macy’s: Why Your Database Decision Directly Impacts Customer Experi...

DataStax

Webinar: Get On-Demand Education Anytime, Anywhere with Coursera and DataStax

DataStax

What's hot (20)

SQL Server Lift & Shift on Azure - SQL Saturday 921

Azure SQL Database & Azure SQL Data Warehouse

HA/DR options with SQL Server in Azure and hybrid

Manage Microservices & Fast Data Systems on One Platform w/ DC/OS

Webinar | Introducing DataStax Enterprise 4.6

Caching for Microservices Architectures: Session II - Caching Patterns

Spark and Couchbase– Augmenting the Operational Database with Spark

Preventative Maintenance of Robots in Automotive Industry

Migration to Alibaba Cloud

Transforms Document Management at Scale with Distributed Database Solution wi...

Big data on AWS

Intro to databricks delta lake

Next Generation Enterprise Architecture

Open Innovation with Power Systems

Implement SQL Server on an Azure VM

Azure SQL DB Managed Instances Built to easily modernize application data layer

Nordic infrastructure Conference 2017 - SQL Server on Linux Overview

How to Set Up ApsaraDB for RDS on Alibaba Cloud

Webinar - Macy’s: Why Your Database Decision Directly Impacts Customer Experi...

Webinar: Get On-Demand Education Anytime, Anywhere with Coursera and DataStax

Viewers also liked

Azure Service Fabric Overview

João Pedro Martins

Microsoft Azure - SQL Data Warehouse

Microsoft

Azure Microservices in Practice - Radu Vunvulea

ITCamp

Red Hat Storage Day New York - What's New in Red Hat Ceph Storage

Red_Hat_Storage

Audience: Intermediate About: Learn how cloud storage differs to traditional storage systems and how that delivers revolutionary benefits. Starting with an overview of how Ceph integrates tightly into OpenStack, you’ll see why 62% of OpenStack users choose Ceph, we’ll then take a peek into the very near future to see how rapidly Ceph is advancing and how you’ll be able to achieve all your childhood hopes and dreams in ways you never thought possible. Speaker Bio: Andrew Hatfield – Practice Lead–Cloud Storage and Big Data, Red Hat Andrew has over 20 years experience in the IT industry across APAC, specialising in Databases, Directory Systems, Groupware, Virtualisation and Storage for Enterprise and Government organisations. When not helping customers slash costs and increase agility by moving to the software-defined storage future, he’s enjoying the subtle tones of Islay Whisky and shredding pow pow on the world’s best snowboard resorts. OpenStack Australia Day - Sydney 2016 https://events.aptira.com/openstack-australia-day-sydney-2016/

The Future of Cloud Software Defined Storage with Ceph: Andrew Hatfield, Red Hat

OpenStack

Red Hat Ceph Storage: Past, Present and Future

Red_Hat_Storage

Red hat ceph storage customer presentation

Rodrigo Missiaggia

Red Hat Storage Day Boston - Why Software-defined Storage Matters

Red_Hat_Storage

Business Intelligence (BI) solutions need to move at the speed of business. Unfortunately, roadblocks related to availability of resources and deployment often present an issue. What if you could accelerate the deployment of an entire BI infrastructure to just a couple hours and start loading data into it by the end of the day. In this session, we'll demonstrate how to leverage Microsoft tools and the Azure cloud environment to build out a BI solution and begin providing analytics to your team with tools such as Power BI. By end of the session, you'll gain an understanding of the capabilities of Azure and how you can start building an end to end BI proof-of-concept today.

Accelerating Business Intelligence Solutions with Microsoft Azure pass

Jason Strate

Georgia Azure Event - Scalable cloud games using Microsoft Azure

Microsoft

Klaus Gottschalk from IBM presented this deck at the 2016 HPC Advisory Council Switzerland Conference. "Last year IBM together with partners out of the OpenPOWER foundation won two of the multi-year contacts of the US CORAL program. Within these contacts IBM develops an accelerated HPC infrastructure and software development ecosystem that will be a major step towards Exascale Computing. We believe that the CORAL roadmap will enable a massive pull for transformation of HPC codes for accelerated systems. The talk will discuss the IBM HPC strategy, explain the OpenPOWER foundation and the show IBM OpenPOWER roadmap for CORAL and beyond." Watch the video presentation: http://wp.me/p3RLHQ-f9x Learn more: http://e.huawei.com/us/solutions/business-needs/data-center/high-performance-computing See more talks from the Switzerland HPC Conference: http://insidehpc.com/2016-swiss-hpc-conference/ Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter

OpenPOWER Roadmap Toward CORAL

inside-BigData.com

Christian Kniep presented this deck at the 2016 HPC Advisory Council Switzerland Conference. "With Docker v1.9 a new networking system was introduced, which allows multi-host networking to work out-of-the-box in any Docker environment. This talk provides an introduction on what Docker networking provides, followed by a demo that spins up a full SLURM cluster across multiple machines. The demo is based on QNIBTerminal, a Consul backed set of Docker Images to spin up a broad set of software stacks." Watch the video presentation: http://wp.me/p3RLHQ-f7G See more talks in the Swiss Conference Video Gallery: http://insidehpc.com/2016-swiss-hpc-conference/ Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter

The State of Linux Containers

inside-BigData.com

Calista Redmond from IBM presented this deck at the Switzerland HPC Conference. “The OpenPOWER Foundation was founded in 2013 as an open technical membership organization that will enable data centers to rethink their approach to technology. Today, nearly 200 member companies are enabled to customize POWER CPU processors and system platforms for optimization and innovation for their business needs. These innovations include custom systems for large or warehouse scale data centers, workload acceleration through GPU, FPGA or advanced I/O, platform optimization for SW appliances, or advanced hardware technology exploitation. OpenPOWER members are actively pursing all of these innovations and more and welcome all parties to join in moving the state of the art of OpenPOWER systems design forward.” Watch the video presentation: http://insidehpc.com/2016/03/openpower-foundation/ See more talks in the Swiss Conference Video Gallery: http://insidehpc.com/2016-swiss-hpc-conference/ Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter

OpenPOWER Update

inside-BigData.com

IBM POWER8 as an HPC platform

Alexander Pozdneev

Presentacin webinar move_up_to_power8_with_scale_out_servers_final

Diego Alberto Tamayo

Bitcoin explained

Benjamin Fuentes

Blockchain

Benjamin Fuentes

Oracle Solaris Software Integration

OTN Systems Hub

IBM Power8 announce

Anna Landolfi

Puppet + Windows Nano Server

Alessandro Pilotti

Viewers also liked (20)

Azure Service Fabric Overview

Microsoft Azure - SQL Data Warehouse

Azure Microservices in Practice - Radu Vunvulea

Red Hat Storage Day New York - What's New in Red Hat Ceph Storage

The Future of Cloud Software Defined Storage with Ceph: Andrew Hatfield, Red Hat

Red Hat Ceph Storage: Past, Present and Future

Red hat ceph storage customer presentation

Red Hat Storage Day Boston - Why Software-defined Storage Matters

Accelerating Business Intelligence Solutions with Microsoft Azure pass

Georgia Azure Event - Scalable cloud games using Microsoft Azure

OpenPOWER Roadmap Toward CORAL

The State of Linux Containers

OpenPOWER Update

IBM POWER8 as an HPC platform

Presentacin webinar move_up_to_power8_with_scale_out_servers_final

Bitcoin explained

Blockchain

Oracle Solaris Software Integration

IBM Power8 announce

Puppet + Windows Nano Server

Similar to Microsoft: Building a Massively Scalable System with DataStax and Microsoft's Next Generation PaaS Infrastructure

Azure Service Fabric - Azure Global Bootcamp 2016

giventocode

Acelera la integración de tu infraestructura con Azure

Plain Concepts

AWS provides a platform that is ideally suited for deploying highly available and reliable systems that can scale with a minimal amount of human interaction. This talk describes a set of architectural patterns that support highly available services that are also scalable, low cost, low latency and allow for agile development practices. We walk through the various architectural decisions taken for each tier and explain our choices for appropriate AWS services and building blocks to ensure the security, scale, availability and reliability of the application.

AWS Summit 2013 | Auckland - Building Web Scale Applications with AWS

Amazon Web Services

Database Virtualization: The Next Wave of Big Data

exponential-inc

Planning to Fail #phpuk13

Dave Gardner

AWS Sydney Summit 2013 - Building Web Scale Applications with AWS

Amazon Web Services

Continuous Availability and Scalability with ScaleBase Lite and ScaleBase Abstract: Business are driven by data and processes. Ensuring databases availability during unexpected outages, continuous operations during maintenance and webscale scalability – are keys for major positive impact on businesses. ScaleBase and ScaleBase Lite distributed database management systems ensure business continuity during unexpected and expected outages with automated failover and failback capabilities, enabling five-nines of availability (99.999%). Additional functionalities, such as load balancing and data distribution further increase performance and throughput capacity for more users and more data management. This webinar will review and discuss: 1. The lifecycle and the challenges of webscale databases 2. Availability challenges in public, private and hybrid clouds 3. Introduction to ScaleBase Lite – instant and transparent MySQL Scale-out by intelligent load balancing (read/write splitting) and continuous availability 4. Scale further with ScaleBase – Massive scale out to distributed database containing 10s and 100s of servers (Webinar Dec 17 2014)

Continuous Availability and Scale-out for MySQL with ScaleBase Lite & Enterpr...

Vladi Vexler

RightScale Webinar: Cloud infrastructure offers a new set of building blocks for cost effectively deploying and managing applications. One of the first questions encountered is often which application workloads present the best fit? We’ll start by profiling different environments (datacenter, hosted and public/private cloud) and highlight the application characteristics that align well for each. We’ll then discuss the most common use cases we encounter and the reference architectures we’ve used to deliver them. Along the way, we’ll work to provide guidance how to evaluate company workloads for public, private and hybrid cloud deployments and when it makes sense to re-architect applications.

Identifying Workloads to Move to the Cloud

RightScale

A scalable server environment for your applications

GigaSpaces

Virtualising Tier 1 Apps

Iwan Rahabok

CloudCrowd gigaSpaces Presentation

Nati Shalom

Azure and cloud design patterns

Venkatesh Narayanan

Cloud computing revolutionized application design, and changed the way people think about infrastructure. The rise of cloud computing coincided with a new generation of applications and services that required scale. New architecture and design had to take into account low latency network connectivity, geographic distribution, large real-time data stores, the ability to meet demand (while not knowing exactly how much demand to handle), and so much more. We refer to this as Internet Scale. Yet most discussion of scale and cloud revolves around compute as virtualized instances, which have defined configurations and constrained options. Delivering on the promise of Internet Scale involves substantial upfront design, and a comprehensive understanding of the entire architecture - from the underlying hardware, to the operating system, the application stack, services, and deployment. And, it involves choice - choices you should make based on your requirements. Join us for a discussion on the many facets of Internet Scale, and how it can apply to your applications and services.

Internet Scale Architecture

RightScale

Empowering Amazon EC2 with GigaSpaces XAP

Uri Cohen

Dont Let Inefficient Data Access Undermine Your Virtualization Goals

Hammurobbie

Scalable Web Architecture and Distributed Systems

hyun soomyung

AWS Elasticity and Auto Scaling

Chris Williams

Oracle’s InnoDB Cluster vs. Continuent Tungsten Clusters for MySQL Building a Geo-Distributed, Multi-Region and Highly Available MySQL Cloud Back-End This is the fifth of our High Noon series covering MySQL clustering solutions for high availability (HA), disaster recovery (DR), and geographic distribution. InnoDB Cluster uses MySQL’s group replication to handle the replication. It’s also known as semi-synchronous replication. Learn about this and more in this webinar! You may use Tungsten Clustering with native MySQL, MariaDB or Percona Server for MySQL in GCP, AWS, Azure, and/or on-premises data centers for better technological capabilities, control, and flexibility. But learn about the pros and cons! AGENDA - Goals for the High Noon Webinar Series - High Noon Series: Tungsten Clustering vs Others - Oracle InnoDB Cluster - Key Characteristics - Certification-based Replication - InnoDB Cluster Multi-Site Requirements - Limitations Using InnoDB Cluster - How to do better MySQL HA / DR / Geo-Distribution? - InnoDB Cluster vs Tungsten Clustering - About Continuent & Its Solutions PRESENTER Matthew Lang - Customer Success Director – Americas, Continuent - has over 25 years of experience in database administration, database programming, and system architecture, including the creation of a database replication product that is still in use today. He has designed highly available, scaleable systems that have allowed startups to quickly become enterprise organizations, utilizing a variety of technologies including open source projects, virtualization and cloud.

Webinar Slides: MySQL HA/DR/Geo-Scale - High Noon #5: Oracle’s InnoDB Cluster

Continuent

MySQL InnoDB Cluster HA Overview & Demo

Keith Hollman

Home-grown sharding is hard - REALLY HARD! ScaleBase scales-out MySQL, delivering all the benefits of MySQL sharding, with NONE of the sharding headaches. This webinar explains: MySQL scale-out without embedding code and re-writing apps, Successful sharding on Amazon and private clouds, Single vs. multiple shards per server, Eliminating data silos, Creating a redundant, fault tolerant architecture with no single-point-of-failure, Re-balancing and splitting shards

ScaleBase Webinar: Scaling MySQL - Sharding Made Easy!

ScaleBase

Similar to Microsoft: Building a Massively Scalable System with DataStax and Microsoft's Next Generation PaaS Infrastructure (20)

Azure Service Fabric - Azure Global Bootcamp 2016

Acelera la integración de tu infraestructura con Azure

AWS Summit 2013 | Auckland - Building Web Scale Applications with AWS

Database Virtualization: The Next Wave of Big Data

Planning to Fail #phpuk13

AWS Sydney Summit 2013 - Building Web Scale Applications with AWS

Continuous Availability and Scale-out for MySQL with ScaleBase Lite & Enterpr...

Identifying Workloads to Move to the Cloud

A scalable server environment for your applications

Virtualising Tier 1 Apps

CloudCrowd gigaSpaces Presentation

Azure and cloud design patterns

Internet Scale Architecture

Empowering Amazon EC2 with GigaSpaces XAP

Dont Let Inefficient Data Access Undermine Your Virtualization Goals

Scalable Web Architecture and Distributed Systems

AWS Elasticity and Auto Scaling

Webinar Slides: MySQL HA/DR/Geo-Scale - High Noon #5: Oracle’s InnoDB Cluster

MySQL InnoDB Cluster HA Overview & Demo

ScaleBase Webinar: Scaling MySQL - Sharding Made Easy!

More from DataStax Academy

Forrester CXNYC 2017 - Delivering great real-time cx is a true craft

DataStax Academy

DataStax Enterprise (DSE) Graph is a built to manage, analyze, and search highly connected data. DSE Graph, built on NoSQL Apache Cassandra delivers continuous uptime along with predictable performance and scales for modern systems dealing with complex and constantly changing data. Download DataStax Enterprise: Academy.DataStax.com/Download Start free training for DataStax Enterprise Graph: Academy.DataStax.com/courses/ds332-datastax-enterprise-graph

Introduction to DataStax Enterprise Graph Database

DataStax Academy

DataStax Enterprise Advanced Replication supports one-way distributed data replication from remote database clusters that might experience periods of network or internet downtime. Benefiting use cases that require a 'hub and spoke' architecture. Learn more at http://www.datastax.com/2016/07/stay-100-connected-with-dse-advanced-replication Advanced Replication docs – https://docs.datastax.com/en/latest-dse/datastax_enterprise/advRep/advRepTOC.html

Introduction to DataStax Enterprise Advanced Replication with Apache Cassandra

DataStax Academy

Cassandra on Docker @ Walmart Labs

DataStax Academy

Cassandra 3.0 Data Modeling

DataStax Academy

Cassandra Adoption on Cisco UCS & Open stack

DataStax Academy

Data Modeling is the one of the first things to sink your teeth into when trying out a new database. That's why we are going to cover this foundational topic in enough detail for you to get dangerous. Data Modeling for relational databases is more than a touch different than the way it's approached with Cassandra. We will address the quintessential query-driven methodology through a couple of different use cases, including working with time series data for IoT. We will also demo a new tool to get you bootstrapped quickly with MovieLens sample data. This talk should give you the basics you need to get serious with Apache Cassandra.

Data Modeling for Apache Cassandra

DataStax Academy

Hear about how Coursera uses Cassandra as the core of its scalable online education platform. I'll discuss the strengths of Cassandra that we leverage, as well as some limitations that you might run into as well in practice. In the second part of this talk, we'll dive into how best to effectively use the Datastax Java drivers. We'll dig into how the driver is architected, and use this understanding to develop best practices to follow. I'll also share a couple of interesting bug we've run into at Coursera.

Coursera Cassandra Driver

DataStax Academy

Production Ready Cassandra

DataStax Academy

Cassandra @ Netflix: Monitoring C* at Scale, Gossip and Tickler & Python

DataStax Academy

Cassandra @ Sony: The good, the bad, and the ugly part 1

DataStax Academy

Cassandra @ Sony: The good, the bad, and the ugly part 2

DataStax Academy

Standing Up Your First Cluster

DataStax Academy

Real Time Analytics with Dse

DataStax Academy

Introduction to Data Modeling with Apache Cassandra

DataStax Academy

Cassandra Core Concepts

DataStax Academy

Enabling Search in your Cassandra Application with DataStax Enterprise

DataStax Academy

Bad Habits Die Hard

DataStax Academy

Advanced Data Modeling with Apache Cassandra

DataStax Academy

Advanced Cassandra

DataStax Academy

More from DataStax Academy (20)

Forrester CXNYC 2017 - Delivering great real-time cx is a true craft

Introduction to DataStax Enterprise Graph Database

Introduction to DataStax Enterprise Advanced Replication with Apache Cassandra

Cassandra on Docker @ Walmart Labs

Cassandra 3.0 Data Modeling

Cassandra Adoption on Cisco UCS & Open stack

Data Modeling for Apache Cassandra

Coursera Cassandra Driver

Production Ready Cassandra

Cassandra @ Netflix: Monitoring C* at Scale, Gossip and Tickler & Python

Cassandra @ Sony: The good, the bad, and the ugly part 1

Cassandra @ Sony: The good, the bad, and the ugly part 2

Standing Up Your First Cluster

Real Time Analytics with Dse

Introduction to Data Modeling with Apache Cassandra

Cassandra Core Concepts

Enabling Search in your Cassandra Application with DataStax Enterprise

Bad Habits Die Hard

Advanced Data Modeling with Apache Cassandra

Advanced Cassandra

Recently uploaded

CNv6 Instructor Chapter 6 Quality of Service

giselly40

BooK Now Call us at +918448380779 to hire a gorgeous and seductive call girl for sex. Take a Delhi Escort Service. The help of our escort agency is mostly meant for men who want sexual Indian Escorts In Delhi NCR. It should be noted that any impersonator will get 100 attention from our Young Girls Escorts in Delhi. They will assume the position of reliable allies. VIP Call Girl With Original Photos Book Tonight +918448380779 Our Cheap Price 1 Hour not available 2 Hours 5000 Full Night 8000 TAG: Call Girls in Delhi, Noida, Gurgaon, Ghaziabad, Connaught Place, Greater Kailash Delhi, Lajpat Nagar Delhi, Mayur Vihar Delhi, Chanakyapuri Delhi, New Friends Colony Delhi, Majnu Ka Tilla, Karol Bagh, Malviya Nagar, Saket, Khan Market, Noida Sector 18, Noida Sector 76, Noida Sector 51, Gurgaon Mg Road, Iffco Chowk Gurgaon, Rajiv Chowk Gurgaon All Delhi Ncr Free Home Deliver

08448380779 Call Girls In Friends Colony Women Seeking Men

Delhi Call girls

What are drone anti-jamming systems? The drone anti-jamming systems and anti-spoof technology protect against interference, jamming, and spoofing of the UAVs. To protect their security, countries are beginning to research drone anti-jamming systems, also known as drone strike weapons. The anti-jam and anti-spoof technology protects against interference, jamming and spoofing. A drone strike weapon is a drone attack weapon that can attack and destroy enemy drones. So what is so unique about this amazing system?

What Are The Drone Anti-jamming Systems Technology?

Antenna Manufacturer Coco

Sara Mae O’Brien Scott and Tatiana Baquero Cakici, Senior Consultants at Enterprise Knowledge (EK), presented “AI Fast Track to Search-Focused AI Solutions” at the Information Architecture Conference (IAC24) that took place on April 11, 2024 in Seattle, WA. In their presentation, O’Brien-Scott and Cakici focused on what Enterprise AI is, why it is important, and what it takes to empower organizations to get started on a search-based AI journey and stay on track. The presentation explored the complexities of enterprise search challenges and how IA principles can be leveraged to provide AI solutions through the use of a semantic layer. O’Brien-Scott and Cakici showcased a case study where a taxonomy, an ontology, and a knowledge graph were used to structure content at a healthcare workforce solutions organization, providing personalized content recommendations and increasing content findability. In this session, participants gained insights about the following: Most common types of AI categories and use cases; Recommended steps to design and implement taxonomies and ontologies, ensuring they evolve effectively and support the organization’s search objectives; Taxonomy and ontology design considerations and best practices; Real-world AI applications that illustrated the value of taxonomies, ontologies, and knowledge graphs; and Tools, roles, and skills to design and implement AI-powered search solutions.

IAC 2024 - IA Fast Track to Search Focused AI Solutions

Enterprise Knowledge

2024: Domino Containers - The Next Step. News from the Domino Container commu...

Martijn de Jong

Discord is a free app offering voice, video, and text chat functionalities, primarily catering to the gaming community. It serves as a hub for users to create and join servers tailored to their interests. Discord’s ecosystem comprises servers, each functioning as a distinct online community with its own channels dedicated to specific topics or activities. Users can engage in text-based discussions, voice calls, or video chats within these channels. Understanding Discord Servers Discord servers are virtual spaces where users congregate to interact, share content, and build communities. Servers may revolve around gaming, hobbies, interests, or fandoms, providing a platform for like-minded individuals to connect. Communication Features Discord offers a range of communication tools, including text channels for messaging, voice channels for real-time audio conversations, and video channels for face-to-face interactions. These features facilitate seamless communication and collaboration. What Does NSFW Mean? The acronym NSFW stands for “Not Safe For Work,” indicating content that may be inappropriate for professional or public settings. NSFW Content NSFW content encompasses material that is sexually explicit, violent, or otherwise graphic in nature. It often includes nudity, profanity, or depictions of sensitive topics.

Understanding Discord NSFW Servers A Guide for Responsible Users.pdf

UK Journal

This presentations targets students or working professionals. You may know Google for search, YouTube, Android, Chrome, and Gmail, but did you know Google has many developer tools, platforms & APIs? This comprehensive yet still high-level overview outlines the most impactful tools for where to run your code, store & analyze your data. It will also inspire you as to what's possible. This talk is 50 minutes in length.

Powerful Google developer tools for immediate impact! (2023-24 C)

wesley chun

What is a good lead in your organisation? Which leads are priority? What happens to leads? When sales and marketing give different answers to these questions, or perhaps aren't sure of the answers at all, frustrations build and opportunities are left on the table. Join us for an illuminating session with Cian McLoughlin, HubSpot Principal Customer Success Manager, as we look at that crucial piece of the customer journey in which leads are transferred from marketing to sales.

04-2024-HHUG-Sales-and-Marketing-Alignment.pptx

HampshireHUG

🐬 The future of MySQL is Postgres 🐘

RTylerCroy

In an era where artificial intelligence (AI) stands at the forefront of business innovation, Information Architecture (IA) is at the core of functionality. See “There’s No AI Without IA” – (from 2016 but even more relevant today) Understanding and leveraging how Information Architecture (IA) supports AI synergies between knowledge engineering and prompt engineering is critical for senior leaders looking to successfully deploy AI for internal and externally facing knowledge processes. This webinar be a high-level overview of the methodologies that can elevate AI-driven knowledge processes supporting both employees and customers. Core Insights Include: Strategic Knowledge Engineering: Delve into how structuring AI's knowledge base is required to prevent hallucinations, enable contextual retrieval of accurate information. This will include discussion of gold standard libraries of use cases support testing various LLMs and structures and configurations of knowledge base. Precision in Prompt Engineering: Learn the art of crafting prompts that direct AI to deliver targeted, relevant responses, thereby optimizing customer experiences and business outcomes. Unified Approach for Enhanced AI Performance: Explore the intersection of knowledge and prompt engineering to develop AI systems that are not only more responsive but also aligned with overarching business strategies. Guiding Principles for Implementation: Equip yourself with best practices, ethical guidelines, and strategic considerations for embedding these technologies into your business ecosystem effectively. This webinar is designed to empower business and technology leaders with the knowledge to harness the full potential of AI, ensuring their organizations not only keep pace with digital transformation but lead the charge. Join us to map a roadmap to fully leverage Information Architecture (IA) and AI chart a course towards a future where AI is a key pillar of strategic innovation and business success.

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx

Earley Information Science

Data Cloud, More than a CDP by Matt Robison

Anna Loughnan Colquhoun

Advantages of Hiring UIUX Design Service Providers for Your Business

Pixlogix Infotech

Enterprise Knowledge’s Urmi Majumder, Principal Data Architecture Consultant, and Fernando Aguilar Islas, Senior Data Science Consultant, presented "Driving Behavioral Change for Information Management through Data-Driven Green Strategy" on March 27, 2024 at Enterprise Data World (EDW) in Orlando, Florida. In this presentation, Urmi and Fernando discussed a case study describing how the information management division in a large supply chain organization drove user behavior change through awareness of the carbon footprint of their duplicated and near-duplicated content, identified via advanced data analytics. Check out their presentation to gain valuable perspectives on utilizing data-driven strategies to influence positive behavioral shifts and support sustainability initiatives within your organization. In this session, participants gained answers to the following questions: - What is a Green Information Management (IM) Strategy, and why should you have one? - How can Artificial Intelligence (AI) and Machine Learning (ML) support your Green IM Strategy through content deduplication? - How can an organization use insights into their data to influence employee behavior for IM? - How can you reap additional benefits from content reduction that go beyond Green IM?

Driving Behavioral Change for Information Management through Data-Driven Gree...

Enterprise Knowledge

Building Digital Trust in a Digital Economy Veronica Tan, Director - Cyber Security Agency of Singapore Apidays Singapore 2024: Connecting Customers, Business and Technology (April 17 & 18, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...

apidays

Heather Hedden, Senior Consultant at Enterprise Knowledge, presented “The Role of Taxonomy and Ontology in Semantic Layers” at a webinar hosted by Progress Semaphore on April 16, 2024. Taxonomies at their core enable effective tagging and retrieval of content, and combined with ontologies they extend to the management and understanding of related data. There are even greater benefits of taxonomies and ontologies to enhance your enterprise information architecture when applying them to a semantic layer. A survey by DBP-Institute found that enterprises using a semantic layer see their business outcomes improve by four times, while reducing their data and analytics costs. Extending taxonomies to a semantic layer can be a game-changing solution, allowing you to connect information silos, alleviate knowledge gaps, and derive new insights. Hedden, who specializes in taxonomy design and implementation, presented how the value of taxonomies shouldn’t reside in silos but be integrated with ontologies into a semantic layer. Learn about: - The essence and purpose of taxonomies and ontologies in information and knowledge management; - Advantages of semantic layers leveraging organizational taxonomies; and - Components and approaches to creating a semantic layer, including the integration of taxonomies and ontologies

The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf

Enterprise Knowledge

Abhishek Deb(1), Mr Abdul Kalam(2) M. Des (UX) , School of Design, DIT University , Dehradun. This paper explores the future potential of AI-enabled smartphone processors, aiming to investigate the advancements, capabilities, and implications of integrating artificial intelligence (AI) into smartphone technology. The research study goals consist of evaluating the development of AI in mobile phone processors, analyzing the existing state as well as abilities of AI-enabled cpus determining future patterns as well as chances together with reviewing obstacles as well as factors to consider for more growth.

Exploring the Future Potential of AI-Enabled Smartphone Processors

debabhi2

08448380779 Call Girls In Diplomatic Enclave Women Seeking Men

Delhi Call girls

Explore 'The Codex of Business: Writing Software for Real-World Solutions,' a compelling SlideShare presentation that delves into digital transformation in healthcare. Discover through a detailed case study how Agile methodologies empower healthcare providers to develop, iterate, and refine digital solutions that address real-world challenges. Learn how strategic planning, user feedback, and continuous improvement drive success in deploying technologies that enhance patient care and operational efficiency. Ideal for healthcare professionals, IT specialists, and digital transformation advocates seeking actionable insights and practical examples of technology making a real difference.

The Codex of Business Writing Software for Real-World Solutions 2.pptx

Malak Abu Hammad

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...

Neo4j

With more memory available, system performance of three Dell devices increased, which can translate to a better user experience Conclusion When your system has plenty of RAM to meet your needs, you can efficiently access the applications and data you need to finish projects and to-do lists without sacrificing time and focus. Our test results show that with more memory available, three Dell PCs delivered better performance and took less time to complete the Procyon Office Productivity benchmark. These advantages translate to users being able to complete workflows more quickly and multitask more easily. Whether you need the mobility of the Latitude 5440, the creative capabilities of the Precision 3470, or the high performance of the OptiPlex Tower Plus 7010, configuring your system with more RAM can help keep processes running smoothly, enabling you to do more without compromising performance.

Boost PC performance: How more available memory can improve productivity

Principled Technologies

Recently uploaded (20)