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Continuous	Delivery	with	Containers:
The	Good,	the	Bad,	and	the	Ugly
Daniel	Bryant	
@danielbryantuk
Containers:	Expectations	versus	reality
11/06/2017 @danielbryantuk
“DevOps”
Setting	the	scene…
• Continuous	delivery	is	a	large	topic
• PaaS	and	Serverless are	super	interesting…
• But	I’m	assuming	you’re	all-in	on	containers
• Focusing	today	on	the	process	and	tooling
• No	live	coding	today
• Mini-book	contains	more	details	(thanks	nginx!)
11/06/2017 @danielbryantuk
http://bit.ly/2jWDSF7
TL;DR	– Containers	and	CD
• Container	image	becomes	the	build	pipeline	‘single	binary’
• Adding	metadata	to	containers	images	is	vital,	but	challenging
• Must	validate	container	constraints	(NFRs)
• Cultivate	container	‘mechanical	sympathy’
11/06/2017 @danielbryantuk
@danielbryantuk
• Independent	Technical	Consultant,	CTO	at	SpectoLabs
• Agile,	architecture,	CI/CD,	DevOps	
• Java,	Go,	JS,	microservices,	cloud,	containers
• Leading	change	through	the	application	of	technology	and	teams
11/06/2017 @danielbryantuk
Continuous	Delivery
11/06/2017 @danielbryantuk
Continuous	Delivery
• Produce	valuable	and	robust	software	in	short	cycles
• Optimising for	feedback	and	learning
• Not (necessarily)	Continuous	Deployment
11/06/2017 @danielbryantuk
Creation	of	a	build	pipeline	is	mandatory	for	continuous	delivery
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk
The	Impact	of	containers	on	CD
11/06/2017 @danielbryantuk
Container	technology	(and	CD)
• OS-level	virtualisation
• cgroups,	namespaces,	rootfs
• Package	and	execute	software
• Container	image	==	‘single	binary’
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk
Creating	a	pipeline	for	containers
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk
Make	your	dev	environment	like	production
• Develop	locally	or	copy/code	in	container
• Must	build/test	containers	locally
• Perform	(at	least)	happy	path	tests	
11/06/2017 @danielbryantuk
Quick	Aside:	Running	*entire*	system	locally
11/06/2017 @danielbryantuk
https://news.ycombinator.com/item?id=13960107
https://opencredo.com/working-locally-with-microservices/
https://www.datawire.io/telepresence/ |	https://hoverfly.io/
Make	your	dev	environment	like	production
• Develop	locally	or	copy/code	in	container
• Must	build/test	containers	locally
• Perform	(at	least)	happy	path	tests	
• Use	identical	base	images	from	production
• With	same	configuration
11/06/2017 @danielbryantuk
Lesson	learned:	Dockerfile content	is	super important
• OS	choice
• Configuration	
• Build	artifacts
• Exposing	ports
• Java
• JDK	vs	JRE	and	Oracle	vs	OpenJDK?
• Golang
• Statically	compiled	binary	in	scratch?
• Python
• Virtualenv?
11/06/2017 @danielbryantuk
Please	talk	to	the	sysadmin	people:
Their	operational	knowledge	is	invaluable
11/06/2017 @danielbryantuk
Different	test	and	prod	containers?
• Create	“test”	version	of	container
• Full	OS	(e.g.	Ubuntu)
• Test	tools	and	data
• Easy	to	see	app/configuration	drift
• Use	test	sidecar	containers	instead
• ONTEST	proposal	by	Alexi	Ledenev
11/06/2017 @danielbryantuk
http://blog.terranillius.com/post/docker_testing/
Docker	multi-stage	builds
11/06/2017 @danielbryantuk
http://blog.alexellis.io/mutli-stage-docker-builds/
https://github.com/moby/moby/pull/31257
https://github.com/moby/moby/pull/32063
11/06/2017 @danielbryantuk
Building	images	with	Jenkins
• My	report	covers	this
• Build	as	usual…
• Build	Docker	Image
• Cloudbees	Docker	Build	and	Publish	Plugin
• Push	image	to	registry
11/06/2017 @danielbryantuk
Storing	in	an	image	registry	(DockerHub)
11/06/2017 @danielbryantuk
Metadata	– Beware	of	“latest”	Docker	Tag
• Beware	of	the	‘latest’	Docker	tag
• “Latest”	simply	means	
• the	last	build/tag	that	ran	without	
a	specific	tag/version	specified
• Ignore	“latest”	tag
• Version	your	tags,	every	time
• danielbryantuk/test:2.4.1
11/06/2017 @danielbryantuk
Lesson	learned:	Metadata	is	valuable
• Application	metadata
• Version	/	GIT	SHA
• Build	metadata
• Build	date
• Image	name
• Vendor
• Quality	metadata
• QA	control
• Security	audited	etc
11/06/2017 @danielbryantuk
Metadata	- Adding	Labels	at	build	time
• Docker	Labels	
• Add	key/value	data	to	image
11/06/2017 @danielbryantuk
Metadata	- Adding	Labels	at	build	time
• Microscaling Systems’	Makefile
• Labelling	automated	builds	on	
DockerHub (h/t	Ross	Fairbanks)
• Create	file	‘/hooks/build’
• label-schema.org	
• microbadger.com
11/06/2017 @danielbryantuk
Metadata	- Adding	Labels	at	runtime
11/06/2017 @danielbryantuk
$ docker run -d --label
uk.co.danielbryant.lbname=frontdoor nginx
• Can	’docker commit’,	but	creates	new	image
• Not	possible	to	update	running	container
• Docker	Proposal:	Update	labels #21721
11/06/2017 @danielbryantuk
Component	testing
11/06/2017 @danielbryantuk
Testing:	Jenkins	Pipeline	(as	code)
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk
Testing	individual	containers
11/06/2017 @danielbryantuk
Integration	testing
11/06/2017 @danielbryantuk
Introducing	Docker	Compose
11/06/2017 @danielbryantuk
Docker	Compose	&	Jenkins	Pipeline
11/06/2017 @danielbryantuk
Testing	NFRs	in	the	build	pipeline
• Performance	and	Load	testing	
• Gatling	/	jmeter
• Flood.io
• Security	testing	
• Findsecbugs /	OWASP	Dependency	check
• Bdd-security	(OWASP	ZAP)	/	Arachni
• Gauntlt /	Serverspec
• Docker	Bench	for	Security	/	CoreOS	Clair
11/06/2017 @danielbryantuk
Delaying	NFRs	to	the	‘Last	Responsible	Moment’
• Newsflash!
• Sometimes	the	last	responsible	
moment	is	up-front!
• Containers/microservices don’t	
make	this	easier
• Sometimes	more	difficult…
11/06/2017 @danielbryantuk
Mechanical	sympathy:	Docker	and	Java
• Watch	for	JVM	cgroup/taskset awareness
• getAvailableProcessors()	may	incorrectly	report	the	number	of	cpus in	Docker	(JDK-8140793)
• Runtime.availableProcessors()	ignores	Linux	taskset command	(JDK-6515172)
• …because	default fork/join	thread	pool	sizes	is	based	from	host	CPU	count	etc
• Set	container	memory	appropriately	
• JVM	requirements	=	Heap	size	(Xmx)	+	Metaspace +	JVM	overhead
• Account	for	native	thread	requirements	e.g.	thread	stack	size	(Xss)
• Entropy	
• Host	entropy	can	soon	be	exhausted	by	crypto	operations
11/06/2017 @danielbryantuk 41
Observability	is	core	to	continuous	delivery
11/06/2017 @danielbryantuk
www.infoq.com/articles/monitoring-containers-at-scale
Containers	are	not	a	silver	bullet
11/06/2017 @danielbryantuk
Moving	to	containers:	Going	all-in?
11/06/2017 @danielbryantuk
OR
Should	I	build	my	own	container	platform?
Probably	not
(Unless	you	are	Pivotal,	IBM	or	Deis)
Whatever	you	decide…
push	it	through	a	pipeline	ASAP!
11/06/2017 @danielbryantuk
Using	containers	does	not	obviate	the	need	for	
good	architectural	practices
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk
https://speakerdeck.com/caseywest/containercon-north-america-cloud-anti-patterns
Summary
11/06/2017 @danielbryantuk
In	summary
• Continuous	delivery	is	vitally	important	in	modern	architectures/ops
• Container	images	must	be	the	(single)	source	of	truth	within	pipeline
• And	metadata	added	as	appropriate…
• Mechanical	sympathy	is	important	(assert	properties	in	the	pipeline)
• Not	all	developers	are	operationally	aware
• The	tooling	is	now	becoming	stable/mature
• We	need	to	re-apply	existing	CD	practices	with	new	technologies/tooling
11/06/2017 @danielbryantuk
Bedtime	reading
11/06/2017 @danielbryantuk
Thanks	for	listening
• Any	questions?
• Feel	free	to	contact	me
• @danielbryantuk
• daniel.bryant@specto.io
11/06/2017 @danielbryantuk
http://bit.ly/2jWDSF7
Bonus	slides	(for	extra	context)
11/06/2017 @danielbryantuk
Containerise an	existing	(monolithic)	app?
• For
• We	know	the	monolith	well
• Allows	homogenization	of	the	
pipeline	and	deployment	platform
• Can	be	a	demonstrable	win	for	
tech	and	the	business
• Against
• Can	be	difficult	(100+	line	scripts)
• Often	not	designed	for	operation	
within	containers,	nor	cloud	native
• Putting	lipstick	on	a	pig?
11/06/2017 @danielbryantuk
Key	lessons	learned
• Conduct	an	architectural	review	
• Architecture	for	Developers,	by	Simon	Brown
• Architecture	Interview,	by	Susan	Fowler
• Look	for	data	ingress/egress
• File	system	access
• Support	resource	constraints/transience
• Optimise for	quick	startup	and	shutdown	
• Evaluate	approach	to	concurrency
• Store	configuration	(secrets)	remotely
11/06/2017 @danielbryantuk
New	design	patterns
11/06/2017 @danielbryantuk
bit.ly/2efe0TP
Microservices…
Containers	and	microservices are	
complementary
Testing	and	deployment	change
11/06/2017 @danielbryantuk
https://specto.io/blog/recipe-for-designing-building-testing-microservices.html
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk
11/06/2017 @danielbryantuk

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