SlideShare a Scribd company logo
Cloud-Aware
Network Management
Alex Henthorn-Iwane
VP Marketing
KentikTechnologies
alex@kentik.com
The Cloud is a Digital Supply Chain
• SaaS,	PaaS,	IaaS are	major	
suppliers	for	your	users
• Enterprises	are	offering	more	
cloud-based	services
• Mobile	apps
• E-commerce
• Which	function	and	depend	on	
Web	APIs
• Maps,	Search,	Ads,	etc.
• The	Internet	is	the	global	freight	
routing	system
• Must	be	high	performing
Cloud-Aware Net Mgmt:Strategic Considerations
• Assures	delivery	of	performance	and	user	experience
• Deals	with	reality	of	Internet	security
• Particularly	DDoS	because	it	is	as	much	an	operational	
availability	issue	as	a	security	challenge
• Leverages	redundancy	via	multi-homing	and	CDN	
infrastructure
Cloud-Aware Net Mgmt:Tactics
• Collect	detailed	traffic	flow	
information
• Instrument	key	nexus	servers	with	
performance	metrics	collection
• Utilize	advanced	analytics
• Deploy	synthetic	testing	to	
understand	availability
• Limited	reliance	on	traditional	
deep	packet	capture	techniques,	
which	are	cumbersome	for	cloud	
networking
Elements of Cloud NetworkManagement
• NetFlow,	sFlow,	IPFIX	traffic	
flow	data	export
• Sampled	flows	are	fine
• Passive	BGP	peering
• Cost-effective	server-side	
network	instrumentation
• Granular,	tune-able	alerts	for	
anomalies	&	attacks
• Deep	analytical	visibility
• Automated	remediation
MonitoringConsiderations
• Global	visibility
• Top-down	visibility
• Full	details	for	drill-downs
• More	than	just	summaries
• Not	siloed
• Integrate	with	other	tools,	
dashboards,	etc.
• Data/views	easily	shared	with	many	
functional	teams
• Supports	fully	hybrid	environments
Alerting Considerations
• Network-wide
• Scalable	with	detail
• Host-level	capable
• Dynamic	anomaly	detection	
(self-learning	what	is	normal	
behavior)
• Flexible	integration	with	your	
choice	of	notification	as	well	as	
automated	remediation
• E.g.	DDoS	scrubbers,	load	
balancers,	network	orchestration
• Alerting	&	detection	needs	to	be	
complemented	by	deep	analytics
Reality of NetworkBig Data
• Network	data	is	big	data
• Commonplace	to	generate	hundreds	
of	millions	of	data	records	per	day
• Traditional	approaches	very	limited
• Only	produced	roll-up	summaries
• Okay	for	top-level	views
• Useless	for	real	action
• Compute/storage	scale	means	big	data	
analytics	are	now	relevant
• Recent	announcement	by	Cisco	on	
Tetration Analytics	is	major	signal
• Key	is	to	go	past	BI	and	have	
operational	speed
Big Data Challenges for NetworkAnalytics
• Ingest	speed
• Latency	to	query
• Time	to	query	response
• Pre-computed	cubes
• On	the	fly
Advanced (Big Data) NetworkAnalytics
• Need	to	enable	engineers	to	leverage	
their	technical	and	institutional	
knowledge	effectively
• Ad-hoc	queries	across	massive	datasets	
in	a	timely	manner
• Multi-dimensional	analytics
• Combine	and	visualize	multiple	fields
• Like	a	massive	pivot	table
• Complemented	by	automated	analyses	
that	reveal	complex	relationships
• Practically	speaking,	turning	insightful	
ad-hoc	queries	into	dashboards
Cloud-BasedAnalytics
• SaaS	network	management	is	now	becoming	more	common
• Big	data	approaches:		DIY	or	SaaS
• Very	easy	to	adopt,	fast	time	to	value,	but	not	feasible	for	all
A	Case	Study:
Advanced	Analytics	of	a	DDoS	Attack
Starting from Top-Level View
• Seemingly	Normal	Variations	over	Several	Days….?
Geo-Based Analytics
• Looking	at	only	SRC=CN	(China)
A Closer Look
• Zooming	in	time	range	on	Second	Spike
Checking AnotherDimension
• Number	of	Unique	Source	IP	Addresses
Where is the Traffic Going?
• Flip	to:		Destination	Addresses
PullingBack to Gauge the Situation
• Looking	at	all	inbound	traffic	to	the	target	victim	Dest IP
Narrowing in on the Actual Attack
• Attack	details	by	protocol
The Finding: Multi-LayerAttack
• Multiple	simultaneous	vectors	at	hand
The MitigationPlan
• Finding	the	Necessary	Details	for	Setting	Filter	
Policies
Case Example: Summary
- Unusual	traffic	patterns	from	suspect	Geo
- Turned	out	to	be	DNS	Amplification	targeting	a	specific	dest IP
- But	main	attack	was	hiding	other	attacks/exploits
- Data	harvested	for	mitigation	
- Time	required	to	complete	this	analysis:		3	minutes!
Closing Thoughts
• Cloud	isn’t	just	an	external	
resource,	it’s	a	way	of	business
• Internet	traffic	should	be	more	
top	of	mind
• Summary	level	views	are	
insufficient	and	behind	the	
curve
• Big	data	analytics	and	SaaS	
network	management	tools	are	
now
WE HAVE MET
THE CLOUD AND
HE IS US
www.kentik.com
Thank
You!

More Related Content

What's hot

Kafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC Federal
Kafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC FederalKafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC Federal
Kafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC Federal
HostedbyConfluent
 
PNDA - Platform for Network Data Analytics
PNDA - Platform for Network Data AnalyticsPNDA - Platform for Network Data Analytics
PNDA - Platform for Network Data Analytics
John Evans
 
Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...
Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...
Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...
HostedbyConfluent
 
Streaming real time data with Vibe Data Stream
Streaming real time data with Vibe Data StreamStreaming real time data with Vibe Data Stream
Streaming real time data with Vibe Data Stream
InformaticaMarketplace
 
How a Data Mesh is Driving our Platform | Trey Hicks, Gloo
How a Data Mesh is Driving our Platform | Trey Hicks, GlooHow a Data Mesh is Driving our Platform | Trey Hicks, Gloo
How a Data Mesh is Driving our Platform | Trey Hicks, Gloo
HostedbyConfluent
 
Joe Witt presentation on Apache NiFi
Joe Witt presentation on Apache NiFiJoe Witt presentation on Apache NiFi
Joe Witt presentation on Apache NiFi
Mark Kerzner
 
Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...
Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...
Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...
HUJAK - Hrvatska udruga Java korisnika / Croatian Java User Association
 
Power Your Delta Lake with Streaming Transactional Changes
 Power Your Delta Lake with Streaming Transactional Changes Power Your Delta Lake with Streaming Transactional Changes
Power Your Delta Lake with Streaming Transactional Changes
Databricks
 
Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...
Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...
Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...
confluent
 
Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...
Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...
Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...
HostedbyConfluent
 
Enterprise Metadata Integration
Enterprise Metadata IntegrationEnterprise Metadata Integration
Enterprise Metadata Integration
Dr. Mirko Kämpf
 
Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...
Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...
Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...
InfluxData
 
Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...
Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...
Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...
HostedbyConfluent
 
Digital transformation: Highly resilient streaming architecture and strategie...
Digital transformation: Highly resilient streaming architecture and strategie...Digital transformation: Highly resilient streaming architecture and strategie...
Digital transformation: Highly resilient streaming architecture and strategie...
HostedbyConfluent
 
Hybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, Google
Hybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, GoogleHybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, Google
Hybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, Google
HostedbyConfluent
 
Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...
Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...
Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...
HostedbyConfluent
 
Successful AI/ML Projects with End-to-End Cloud Data Engineering
Successful AI/ML Projects with End-to-End Cloud Data EngineeringSuccessful AI/ML Projects with End-to-End Cloud Data Engineering
Successful AI/ML Projects with End-to-End Cloud Data Engineering
Databricks
 
Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...
Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...
Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...
HostedbyConfluent
 
Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...
Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...
Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...
HostedbyConfluent
 
Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...
Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...
Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...
confluent
 

What's hot (20)

Kafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC Federal
Kafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC FederalKafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC Federal
Kafka Migration for Satellite Event Streaming Data | Eric Velte, ASRC Federal
 
PNDA - Platform for Network Data Analytics
PNDA - Platform for Network Data AnalyticsPNDA - Platform for Network Data Analytics
PNDA - Platform for Network Data Analytics
 
Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...
Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...
Sub-Second SQL Search, Aggregations and Joins with Kafka and Rockset | Dhruba...
 
Streaming real time data with Vibe Data Stream
Streaming real time data with Vibe Data StreamStreaming real time data with Vibe Data Stream
Streaming real time data with Vibe Data Stream
 
How a Data Mesh is Driving our Platform | Trey Hicks, Gloo
How a Data Mesh is Driving our Platform | Trey Hicks, GlooHow a Data Mesh is Driving our Platform | Trey Hicks, Gloo
How a Data Mesh is Driving our Platform | Trey Hicks, Gloo
 
Joe Witt presentation on Apache NiFi
Joe Witt presentation on Apache NiFiJoe Witt presentation on Apache NiFi
Joe Witt presentation on Apache NiFi
 
Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...
Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...
Javantura v3 - Husky – (y)our tool for tracking value in data – Mladen Marovi...
 
Power Your Delta Lake with Streaming Transactional Changes
 Power Your Delta Lake with Streaming Transactional Changes Power Your Delta Lake with Streaming Transactional Changes
Power Your Delta Lake with Streaming Transactional Changes
 
Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...
Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...
Kafka in the Enterprise—A Two-Year Journey to Build a Data Streaming Platform...
 
Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...
Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...
Stream processing IoT time series data with Kafka & InfluxDB | Al Sargent, In...
 
Enterprise Metadata Integration
Enterprise Metadata IntegrationEnterprise Metadata Integration
Enterprise Metadata Integration
 
Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...
Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...
Kurt Schneider [Discover Financial] | How Discover Modernizes Observability w...
 
Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...
Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...
Nordstrom's Event-Sourced Architecture and Kafka-as-a-Service | Adam Weyant a...
 
Digital transformation: Highly resilient streaming architecture and strategie...
Digital transformation: Highly resilient streaming architecture and strategie...Digital transformation: Highly resilient streaming architecture and strategie...
Digital transformation: Highly resilient streaming architecture and strategie...
 
Hybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, Google
Hybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, GoogleHybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, Google
Hybrid Streaming Analytics for Apache Kafka Users | Firat Tekiner, Google
 
Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...
Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...
Real-time Analytics with Upsert Using Apache Kafka and Apache Pinot | Yupeng ...
 
Successful AI/ML Projects with End-to-End Cloud Data Engineering
Successful AI/ML Projects with End-to-End Cloud Data EngineeringSuccessful AI/ML Projects with End-to-End Cloud Data Engineering
Successful AI/ML Projects with End-to-End Cloud Data Engineering
 
Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...
Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...
Streaming data in the cloud with Confluent and MongoDB Atlas | Robert Waters,...
 
Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...
Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...
Money Heist - A Stream Processing Original! | Meha Pandey and Shengze Yu, Net...
 
Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...
Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...
Digital Transformation in Healthcare with Kafka—Building a Low Latency Data P...
 

Similar to Cloud Aware Network Management

Digital Transformation of LAN Infrastructure
Digital Transformation of  LAN InfrastructureDigital Transformation of  LAN Infrastructure
Digital Transformation of LAN Infrastructure
Advanced Technology Consulting (ATC)
 
Introduction to Cloud Computing
Introduction to Cloud ComputingIntroduction to Cloud Computing
Introduction to Cloud Computing
Unmesh Ballal
 
High Scalability Network Performance Management for Enterprises
High Scalability Network Performance Management for EnterprisesHigh Scalability Network Performance Management for Enterprises
High Scalability Network Performance Management for Enterprises
CA Technologies
 
Virtualization and cloud computing
Virtualization and cloud computingVirtualization and cloud computing
Virtualization and cloud computing
Deep Gupta
 
Digital Transformation of LAN Infrastructure
Digital Transformation of  LAN InfrastructureDigital Transformation of  LAN Infrastructure
Digital Transformation of LAN Infrastructure
Advanced Technology Consulting (ATC)
 
Cloud computing
Cloud computingCloud computing
Cloud computing
Ali Ben Messaoud
 
Cloud computing
Cloud computing Cloud computing
Cloud computing
ananyaakk
 
IT4651w-CC-1b-Introduction.pptx
IT4651w-CC-1b-Introduction.pptxIT4651w-CC-1b-Introduction.pptx
IT4651w-CC-1b-Introduction.pptx
nada542773
 
Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)
johndorian555
 
Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)
johndorian555
 
VTU Open Elective 6th Sem CSE - Module 2 - Cloud Computing
VTU Open Elective 6th Sem CSE - Module 2 - Cloud ComputingVTU Open Elective 6th Sem CSE - Module 2 - Cloud Computing
VTU Open Elective 6th Sem CSE - Module 2 - Cloud Computing
Sachin Gowda
 
Lovett introducing cloud computing nov 2009
Lovett introducing cloud computing nov 2009Lovett introducing cloud computing nov 2009
Lovett introducing cloud computing nov 2009Hilde Lovett
 
Cloud Managed Services: Best Practices
Cloud Managed Services: Best PracticesCloud Managed Services: Best Practices
Cloud Managed Services: Best Practices
Advanced Technology Consulting (ATC)
 
Citrix Netscaler Intro
Citrix Netscaler IntroCitrix Netscaler Intro
Citrix Netscaler Intro
Rui Lopes
 
IBM Technology Day 2013 Smarter Computing P Perdaems Salle Rome
IBM Technology Day 2013 Smarter Computing P Perdaems Salle RomeIBM Technology Day 2013 Smarter Computing P Perdaems Salle Rome
IBM Technology Day 2013 Smarter Computing P Perdaems Salle RomeIBM Switzerland
 
Presentation cisco intelligent automation for cloud
Presentation   cisco intelligent automation for cloudPresentation   cisco intelligent automation for cloud
Presentation cisco intelligent automation for cloud
xKinAnx
 
Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...
Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...
Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...
SWITCHPOINT NV/SA
 
Lisa Guess - Embracing the Cloud
Lisa Guess - Embracing the CloudLisa Guess - Embracing the Cloud
Lisa Guess - Embracing the Cloud
centralohioissa
 
IaaS Trends: Migrate Servers to Cloud
IaaS Trends: Migrate Servers to CloudIaaS Trends: Migrate Servers to Cloud
IaaS Trends: Migrate Servers to Cloud
IMC Institute
 

Similar to Cloud Aware Network Management (20)

Digital Transformation of LAN Infrastructure
Digital Transformation of  LAN InfrastructureDigital Transformation of  LAN Infrastructure
Digital Transformation of LAN Infrastructure
 
Introduction to Cloud Computing
Introduction to Cloud ComputingIntroduction to Cloud Computing
Introduction to Cloud Computing
 
High Scalability Network Performance Management for Enterprises
High Scalability Network Performance Management for EnterprisesHigh Scalability Network Performance Management for Enterprises
High Scalability Network Performance Management for Enterprises
 
Virtualization and cloud computing
Virtualization and cloud computingVirtualization and cloud computing
Virtualization and cloud computing
 
What is cloud
What is cloudWhat is cloud
What is cloud
 
Digital Transformation of LAN Infrastructure
Digital Transformation of  LAN InfrastructureDigital Transformation of  LAN Infrastructure
Digital Transformation of LAN Infrastructure
 
Cloud computing
Cloud computingCloud computing
Cloud computing
 
Cloud computing
Cloud computing Cloud computing
Cloud computing
 
IT4651w-CC-1b-Introduction.pptx
IT4651w-CC-1b-Introduction.pptxIT4651w-CC-1b-Introduction.pptx
IT4651w-CC-1b-Introduction.pptx
 
Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)
 
Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)Infrastructure as a service (iaa s)
Infrastructure as a service (iaa s)
 
VTU Open Elective 6th Sem CSE - Module 2 - Cloud Computing
VTU Open Elective 6th Sem CSE - Module 2 - Cloud ComputingVTU Open Elective 6th Sem CSE - Module 2 - Cloud Computing
VTU Open Elective 6th Sem CSE - Module 2 - Cloud Computing
 
Lovett introducing cloud computing nov 2009
Lovett introducing cloud computing nov 2009Lovett introducing cloud computing nov 2009
Lovett introducing cloud computing nov 2009
 
Cloud Managed Services: Best Practices
Cloud Managed Services: Best PracticesCloud Managed Services: Best Practices
Cloud Managed Services: Best Practices
 
Citrix Netscaler Intro
Citrix Netscaler IntroCitrix Netscaler Intro
Citrix Netscaler Intro
 
IBM Technology Day 2013 Smarter Computing P Perdaems Salle Rome
IBM Technology Day 2013 Smarter Computing P Perdaems Salle RomeIBM Technology Day 2013 Smarter Computing P Perdaems Salle Rome
IBM Technology Day 2013 Smarter Computing P Perdaems Salle Rome
 
Presentation cisco intelligent automation for cloud
Presentation   cisco intelligent automation for cloudPresentation   cisco intelligent automation for cloud
Presentation cisco intelligent automation for cloud
 
Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...
Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...
Silver Peak presentation used during the SWITCHPOINT NV/SA Quarterly Experien...
 
Lisa Guess - Embracing the Cloud
Lisa Guess - Embracing the CloudLisa Guess - Embracing the Cloud
Lisa Guess - Embracing the Cloud
 
IaaS Trends: Migrate Servers to Cloud
IaaS Trends: Migrate Servers to CloudIaaS Trends: Migrate Servers to Cloud
IaaS Trends: Migrate Servers to Cloud
 

Recently uploaded

UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4
DianaGray10
 
JMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and GrafanaJMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and Grafana
RTTS
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
91mobiles
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
KatiaHIMEUR1
 
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
Product School
 
Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
Frank van Harmelen
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
Guy Korland
 
Elevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object CalisthenicsElevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object Calisthenics
Dorra BARTAGUIZ
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
Ana-Maria Mihalceanu
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
ControlCase
 
Key Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdfKey Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdf
Cheryl Hung
 
Knowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and backKnowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and back
Elena Simperl
 
Leading Change strategies and insights for effective change management pdf 1.pdf
Leading Change strategies and insights for effective change management pdf 1.pdfLeading Change strategies and insights for effective change management pdf 1.pdf
Leading Change strategies and insights for effective change management pdf 1.pdf
OnBoard
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
Alan Dix
 
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Ramesh Iyer
 
When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...
Elena Simperl
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
Alison B. Lowndes
 
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Product School
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
Paul Groth
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Inflectra
 

Recently uploaded (20)

UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4
 
JMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and GrafanaJMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and Grafana
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
 
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
 
Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
 
Elevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object CalisthenicsElevating Tactical DDD Patterns Through Object Calisthenics
Elevating Tactical DDD Patterns Through Object Calisthenics
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
 
Key Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdfKey Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdf
 
Knowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and backKnowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and back
 
Leading Change strategies and insights for effective change management pdf 1.pdf
Leading Change strategies and insights for effective change management pdf 1.pdfLeading Change strategies and insights for effective change management pdf 1.pdf
Leading Change strategies and insights for effective change management pdf 1.pdf
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
 
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
 
When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
 
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
 

Cloud Aware Network Management