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Effective Kubernetes
Development
Turbocharge Your Dev Loop
Philip Lombardi
@TheBigLombowski
datawire.io
This Talk
● Share the Cloud Native workflow we have
evolved over three years
● A journey about how we got where we are
along with some broad stroke technical and
communication insights
2@TheBigLombowski
datawire.io
$(whoami)
● Internal dev tooling and infrastructure
● Occasionally hack on product
● Very impatient… on a mission to make Cloud
Native development less cumbersome
3@TheBigLombowski
datawire.io 4
Dev-Test
Deploy Build
Code
Dev-Loop
@TheBigLombowski
datawire.io 5
Dev-Test
curl ...
e2e
“Stuff”
Deploy
kubectl <...>
Data migrations
“Stuff”
Build
Binary
Docker Image
Assets
Code
func main() { ... }
if __name__ == “main”
fun main(args: Array<String>)
Dev-Loop
@TheBigLombowski
datawire.io
Late 2015
● Not on Kubernetes yet (kube 1.0 brand new)
● Bootstrapping our backend… need to ship fast
and ship often
● Dev loop is very primitive…
6@TheBigLombowski
datawire.io 7
Dev-Test
Wild West
Deploy
Mix of: Shell, Terraform and Ansible
Build
Build + Package Binary
Build VM image
Code
fun main(args: Array<String>)
Dev-Loop
Late 2015 - Early
2016
@TheBigLombowski
datawire.io
Problems 1.0
1. VM images take forever to create (10 min)
2. Build fails… start over again (10 mins x Failures)
3. Developers hate dealing with Packer as part of
their dev loop.
4. Shell + Terraform + Ansible stuff is pretty janky
too and causes problems.
8@TheBigLombowski
datawire.io
Solutions 1.0
1. Ignore all the speed complaints!
2. Slap a fresh coat of paint on packer by hiding
it in Makefiles and Gradle scripts.
9@TheBigLombowski
datawire.io 10@TheBigLombowski
datawire.io
Reality...
11
Me CTO + Coworkers
@TheBigLombowski
datawire.io
Lessons 1.0
1. I shouldn’t ignore my developers!
2. I need to listen and understand their problems
better...
12@TheBigLombowski
datawire.io
Problems 1.1 and 1.2
Problem: Our devs do not always know
what their problem is…
Problem: I listened to our developers
and we fixed the wrong problem
13@TheBigLombowski
datawire.io 14
Dev-Test
Wild West
Build
Build JAR (Java/Kotlin)
Build VM Image
Deploy
Code
fun main(args: Array<String>)
Fix
Deploy!
Early 2016
@TheBigLombowski
datawire.io 15
Dev-Test
Wild West
Build
Build JAR (Java/Kotlin)
Build VM Image
Code
fun main(args: Array<String>)
@TheBigLombowski
- Automate
Workflow!
- Fancy
Custom
Tools!
Fix
Deploy!
Early 2016
datawire.io
swap.py
● Does all the fancy orchestration to accomplish
an automated blue-green deployment.
● Solved some pain… but it also created lots of
new pain and still didn’t address the real pain.
● We’re smart people though so we can fix this!
16@TheBigLombowski
datawire.io
Solution 2.0: Doubledown!
17@TheBigLombowski
datawire.io 18
Expected Outcome... :D
@TheBigLombowski
datawire.io 19
… Actual Reaction D:
@TheBigLombowski
datawire.io
Lessons 2.0
● Thankful my bosses are patient people ;)
● We need to do a better job identifying the real
pain.
● Don’t get too technology crazy.
20@TheBigLombowski
datawire.io
Solution 3.0
● Scrap it all(!)
● Re-evaluate where things were slow
● Finally we all realized that the inability to build
quickly was killing us as well.
21@TheBigLombowski
datawire.io 22
Dev-Test
Wild West
Build
Switch to Docker!
Code
func main() ...
@TheBigLombowski
Reboot!
Early 2017
Deploy
Swarm? Kubernetes?
Mesos? Options!
datawire.io 23
Dev-Test
Wild West
Build
Switch to Docker!
Code
func main() ...
@TheBigLombowski
Reboot!
Early 2017
Deploy
Kubernetes!
datawire.io
Good News!
● Scrapping + Rethink a success!
● Devs Happy! Velocity increased!
24@TheBigLombowski
datawire.io 25
Dev-Test
Build
WEH! This is still too
slow!11!!
Deploy
Code
Dev-Loop
Mid-2017
@TheBigLombowski
datawire.io
They’re kind of Right...
● Compile code (30s+)
● Assembly binary / package (30s+)
● Build Container Image (15-30s+)
● Push Container Image (15-30s+)
26@TheBigLombowski
120 seconds*
@TheBigLombowski
* Not scientific… possibly higher, but most likely not lower
datawire.io
● (Java) Compile in around 30 seconds? Nope.
Maven is still downloading the world 30
seconds in.
● (Python) Native dependencies require all kinds
of build toolchain stuff to be installed.
● Slow networks…
28@TheBigLombowski
120 seconds is Optimistic
datawire.io
And it’s really 120s x # of Rebuilds
Adds up real quick! Easy to throw away an hour or
more just waiting.
29@TheBigLombowski
datawire.io 30
Dev-Test
Optimize
Dockerfile
Deploy
Code
Build Speed
Attempt 1
@TheBigLombowski
datawire.io 31
Dev-Test
Multi-Stage BuildsDeploy
Code
Build Speed
Attempt 2
@TheBigLombowski
datawire.io 32
Dev-Test
Small Base
Images
Deploy
Code
Build Speed
Attempt 3
@TheBigLombowski
datawire.io
Not Enough!
● Shaves some seconds… but not enough.
● Even the fastest builds gets stuck in time sink of
registry push, redeploy, registry pull.
33@TheBigLombowski
datawire.io
Faster Builds… Hail Mary Pass
1. Wrote a custom tool that did some crazy stuff
around managing Docker layers and
continuously rebuilding…
2. Faster builds but generated monster sized
images that took ages to push and pull… so
net gain of nothing.
34@TheBigLombowski
datawire.io 35@TheBigLombowski
datawire.io
What if...
Your dev machine ran your code and it just
worked the same as if you ran it on Kubernetes?
36@TheBigLombowski
datawire.io
What if...
37@TheBigLombowski
CNCF Sandbox!
Open Source!
datawire.io 38
Dev-Test
Build + “Deploy”
Restart local process
Code
Dev-Loop
Mid-late 2017
@TheBigLombowski
datawire.io
Telepresence Topology
39@TheBigLombowski
Proxy Connection
Telepresence Pod
replaces
pod/Foo-App
Foo App
Bar App
pod/Bar-App
LB/NodePort
svc/Foo-App svc/Bar-App
datawire.io
Kill Two Birds w/ One Stone
● “Deploy” is merged into Build because “Deploy” just means relaunching local
process.
● Drastically simplifies the problem.
40@TheBigLombowski
datawire.io
Secondary Benefit!
● Code is on YOUR machine… so...
● You can run a debugger from your local
machine easily…
● No more printf debugging and grepping
logs!
○ Connect a debugger to your local process and voila breakpoints! Stack information!
○ Debugging is an often a painful part of Dev-Test so the value of this cannot be overstated.
41@TheBigLombowski
datawire.io 42
Expected Outcome... :D
@TheBigLombowski
datawire.io 43
Actual Outcome... :D
@TheBigLombowski
datawire.io 44@TheBigLombowski
datawire.io
Not Quite...
● Devs are never satisfied!
● Build speed is great but Getting Started and
Bootstrapping are real problems.
45@TheBigLombowski
datawire.io 46
Deploy: Bootstrapping
It is a big problem!
Dev-Loop
Late 2017
@TheBigLombowski
datawire.io
Attempt #1
● Use Minikube on local machine
● Apply manifests of stuff
● It should all just work out right?
47@TheBigLombowski
datawire.io
Outcome...
● Minikube is fragile and tends to break in mysterious ways…
● Our deployment logic for stuff is not as clean as we would hope. Tends to also
make assumptions about running from a well-configured CI env and not a dev
machine.
● Developers banging their heads against their desks because of bootstrapping
pain.
48@TheBigLombowski
datawire.io
Minikube is for Unicorns
49@TheBigLombowski
datawire.io
For the rest of us… remote shared environments
● If you have any cloud services you likely already have a deploy pipeline for
production.
● Leverage the deploy tools to spin remote dev-test environments for individuals or
teams.
50@TheBigLombowski
datawire.io 51
Attempt #2: Kubernaut
● Remote clusters that take <5 seconds to access.
● Runs a pool of clusters in the cloud.
● Developers claim (start exclusive lock) or discard
(end exclusive lock) a cluster.
● Pluggable to support a range of cluster configs
and backends
● Going Open Source in 2019
@TheBigLombowski
datawire.io 52
Dev-Test
Dev-Loop
Late 2017-2018
@TheBigLombowski
How we (almost) do it now kubernaut claim
datawire.io 53
Dev-Test Code
Dev-Loop
Late 2017-2018
@TheBigLombowski
How we (almost) do it now kubernaut claim
datawire.io 54
Dev-Test
Dev-Loop
Late 2017-2018
@TheBigLombowski
How we (almost) do it now kubernaut claim
Start telepresence
Code
datawire.io 55
Dev-Test
Dev-Loop
Late 2017-2018
@TheBigLombowski
How we (almost) do it now kubernaut claim
Start telepresence
Code
More Code
datawire.io
The Ugly: Dev Testing
● Dev-Testing is painful without shared remote
infrastructure
● Recommended way of doing it
○ Nested API Gateways and some combination of HTTP
Host/Header/Path based routing.
● Your API Gateway needs to be self-service for
developers and easy to safely reconfigure.
56@TheBigLombowski
datawire.io 57
Dev-Test
Build + “Deploy”
1. Claim Cluster
2. Start Telepresence
3. Code
Code
Dev-Loop
Late 2018
Dev Routing
@TheBigLombowski
datawire.io 58
0.0.0.0/0
Load Balancer
Ambassador
foo-serv bar-serv
Ambassador
foo-serv bar-serv
“Prod”
Kube
“Dev” Kube
@TheBigLombowski
Our Topology
datawire.io 59
0.0.0.0/0
Load Balancer
Ambassador
foo-serv bar-serv
Ambassador
foo-serv bar-serv
Telepresence
Proxy
Prod Kube Phils Kube
@TheBigLombowski
Our Topology
HTTP Header “Dev = Phil”
Proxy Connector
bar-serv
Phils Laptop
datawire.io
That’s where we are
● Still plenty of work to do
● Devs are way more productive than when we
started: minimal waiting for things to happen
● Keep evolving this as we scale out our team.
60@TheBigLombowski
datawire.io
Takeaways
● Rome was not built in a day
● Identify and fix the right problems!
● Identify your loops slow points… tackle low
hanging fruit first. Repeat…!
● You’re most likely going to need remote
development clusters for your projects.
61@TheBigLombowski
datawire.io
I will be at the Datawire.io booth
Come and chat :)
Check out Ambassador and Telepresence!
Tweet me! @TheBigLombowski
62@TheBigLombowski
Thanks!
datawire.io
I will be at the Datawire.io booth
Come and chat :)
Check out Ambassador and Telepresence!
Tweet me! @TheBigLombowski
63@TheBigLombowski
Thanks!
datawire.io 64
datawire.io 65

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