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A Framework for Infrastructure Visibility,
Analytics & Operational Intelligence
Stephen Collins
Principal Analyst, ACG Research
Cloud	/	XaaS	
Visibility	&	
analy3cs	
So5ware-defined	
infrastructure	
Agile	/	DevOps	
Ubiquitous	
connec3vity	
IT	transforma3on	
Open	source
Visibility	 Analy3cs	
Infrastructure	monitoring	
Root	cause	analysis	
Network	monitoring	
Op3miza3on	
Traffic	engineering	
Intelligence	
Automa3on	
Digital	QoE	
Opera&onal intelligence use cases
Value	/	Return	
Cost	/	Complexity	
Sweet	spot	
Bleeding	edge	Low-hanging	fruit	
Leading	edge	
Security	
DDoS	protec3on	
Service	assurance
ONUG	Spring	2017	 5	
“The	network	is	the	computer.”
Vic&ms of our own success
	
	
	
	
	
	
Increasing	scale	
Nonstop	growth	in	users,	devices,	end	points	
Prolifera3on	of	applica3ons	and	services	
Global	enterprise	and	service	provider	nets	
Web-scale	enterprises	on	the	Internet	
Hyperscale	data	centers	
	
	
	
	
	
	
Increasing	complexity	
User/device	diversity	&	heterogeneous	networks	
Increasing	number	of	security	threats	
Cloud-based	applica3ons	and	services	
So5ware-defined,	virtualized	infrastructure	
IoT	adds	another	layer	of	complexity	
	
	
	
1970	 2020	1980	 1990	 2000	 2010	
Terminals	
Mainframes	
Minicomputers	
PCs	
Worksta3ons	
LANs	
Servers	
WANs	
Internet	
Web	2.0	
Mobile	
Apps	
XaaS	
Cloud-na3ve	
Web-scale
ONUG	Spring	2017	 7	
“Need	tools?	We	got	‘em!”
Opera&onal silos
IT	
opera3ons	
Security	
opera3ons	
Customer	
Service	
Network	
opera3ons	
DevOps	 Compliance	
Opera3onal	
applica3ons	&	tools	
Analy3cs	
Monitoring	
Control	
Config	
Opera3onal	
applica3ons	&	tools	
Analy3cs	
Monitoring	
Control	
Config	
Opera3onal	
applica3ons	&	tools	
Analy3cs	
Monitoring	
Control	
Config	
Opera3onal	
applica3ons	&	tools	
Analy3cs	
Monitoring	
Control	
Config	
Opera3onal	
applica3ons	&	tools	
Analy3cs	
Monitoring	
Control	
Config	
Ÿ Ÿ Ÿ	
Duplicate	data	&	func3ons,	inability	to	share	data,	high	costs,	proprietary	…	
Ÿ Ÿ Ÿ
Big Data is the game changer
	
Huge	volume	of	data	
Distributed	processing	model	
High	velocity	of	data	
Real-3me	streaming	analy3cs	
Wide	variety	of	data	
Structured	&	semi-structured	
Flexibility	&	performance	
Schema-on-read	analy3cs	
Rich	set	of	open	APIs	
RESTful,	publish/subscribe	pipelines	
Machine	learning	&	AI	
Predic3ve	analy3cs	
	
	
	
Thriving	open	source	community
ONUG	Spring	2017	 10	
We	need	an	open	framework
Open visibility & analy&cs framework
Applica3ons	&	tools	
Big	Data	analy3cs	&	open	APIs	
Applica3ons	&	tools	Applica3ons	&	tools	 Applica3ons	&	tools	
Visibility	
source	
Visibility	
source	
Visibility	
source	
Visibility	
source	
Ÿ Ÿ Ÿ	
Common	analy3cs	plaforms,	shared	data,	less	duplica3on,	lower	costs,	open	…		
Network	operaFons	 Security	operaFons	DevOps	IT	operaFons	
Ÿ Ÿ Ÿ	
Visibility	
source
Real-&me automa&on
ApplicaFons	
Intelligence	
OrchestraFon	
Infrastructure	
Visibility	
AnalyFcs	
	
Telemetry-driven	
Array	of	visibility	data	
Real-Fme	analyFcs	
U3lizing	Big	Data	
AcFonable	intelligence	
Delivered	via	open	APIs	
AutomaFon	
Machine	learning	&	AI	
SoLware-defined	infrastructure	
Applica3on	controlled
Analy&cs-driven opera&onal & business intelligence
Streaming	
telemetry	
Fuse,	enrich	
&	transform	
Real-3me	
analy3cs	
Batch	
analy3cs	
Opera3onal	
intelligence	
Business	
intelligence	Big	Data	
IT	
opera3ons	
Security	
opera3ons	
Customer	
Service	
Network	
opera3ons	
DevOps	
IT	Planning	
CXO	
Marke3ng	
Compliance	
Business	
opera3ons	
Data	at	rest	
Time	scale:	seconds	/	minutes		
Time	scale:	hours	/	days	
Analyze	first,	
then	store	
Opera3onal	func3ons	
Business	func3ons
Conceptual model
Opera3onal	intelligence	applica3ons	
Analy3cs	applica3ons	&	open	APIs	[output	pub/sub	pipeline]		
Streaming	
telemetry	
State	data	 NMS/EMS	Polling	data	
Ÿ Ÿ Ÿ	
Ÿ Ÿ Ÿ	
Data	aggrega3on	&	open	APIs	[input	pub/sub	pipeline]		
Disk	storage	
Consume	
Ingest	
Collect	
Transform,	fuse	&	enrich	[ETL]	
Extract	
Specialized	tools	&	general	BI	tools	
Business	applica3ons	 User	interface	 Present	
Process	
Dashboards	&	reports	
In-memory	
storage	
Analy3cs	engines
Pervasive visibility – instrument everywhere
	
Enterprise	networks	
Data	centers	&	WANs	
Service	provider	networks	
Provide	visibility	to	enterprise	customers	
Public	&	private	cloud	infrastructure	
Physical	server,	OS,	hypervisor,	containers	
Internet	infrastructure	
Topology,	DNS,	CDNs	
End	points	
Local,	remote	&	mobile	
ApplicaFons	
Correlate	applica3on	behavior	with	infrastructure
Pervasive visibility – instrument everything
	
Streaming	telemetry	
Feeds	real-3me	analy3cs	
Fine-grain,	mulF-user	controls	
Enable/disable	visibility	on-demand	
SoLware	instrumentaFon	
Mul3ple	layers	–	physical	&	virtual	
Hardware	instrumentaFon	
Network	processors	&	ASICs	
SoLware	probes	and	agents	
Both	passive	and	synthe3c	monitoring
Pervasive visibility – open data models
•  Network	&	elements	
•  Probes	&	NPBs	
•  Cloud	infrastructure	
•  Apps	&	end	points	
Many	data	
sources	
•  Packet	&	flow	data	
•  KPIs,	network	state	
•  Syslog,	server	state	
•  App	&	device	data	
Many	data	types	
•  Data	cleansing,	
filtering	&	processing	
•  Open	data	formats	
•  Modeling	languages	
Open	data	
normaliza3on	
AggregaFon	
InstrumentaFon
Big Data trends - technology
	
Publish/subscribe	pipelines	
Both	data	inges3on	&	extrac3on	
Data	normalizaFon	/	ETL	
Major	source	of	complexity	
Open	data	formats	&	schemas	
No	one-size-fits-all	data	repository	
In-memory,	flash-based,	disk-based	
HDFS,	NoSQL,	key-value,	column-oriented	
No	one-size-fits	all	analyFcs	engine	
Hadoop	MapReduce	batch	processing	
Spark	&	Storm	streaming	analy3cs	
Support	for	SQL	queries	
Machine	learning	engines
Big Data trends - business
	
Industry-wide	Big	Data	skills	gap	
Vendors,	service	providers	&	enterprises	
Complex	value	chain	
High	degree	of	custom	integra3on	
Big	Data	is	a	moving	target	
Technology	and	product	risk	
Need	for	open,	turnkey	soluFons	
Vendor-sourced,	managed	services	or	SaaS-based	
Cloud-naFve	implementaFons	(public	or	private)	
Elas3c,	hyper-scalable,	highly	resilient	
Both	private	cloud	&	public	cloud
“What	gets	measured	
gets	managed.”	
“What	gets	measured	
gets	managed.”

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A Framework for Infrastructure Visibility, Analytics & Operational Intelligence