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Description
Don’t miss out! Join us at our upcoming hybrid event: KubeCon + CloudNativeCon North America 2022 from October 24-28 in Detroit (and online!). Learn more at https://kubecon.io. The conference features presentations from developers and end users of Kubernetes, Prometheus, Envoy, and all of the other CNCF-hosted projects.
Scaling and Orchestrating “Good Bot” With Kubernetes - Aris Cahyadi Risdianto, National University of Singapore (NUS)
During testing in the testbed, we need to emulate the production environment where there is plenty of normal traffic from the real users. High-quality normal traffic generated by the ‘human’ operator, has a significant impact on the testing results. Since the scale of testing is growing, increasing the number of operators is not practical and not cost-effective, so automating the generation of realistic normal traffic is becoming necessary. A BotNet can launch large-scale DDoS by orchestrating thousands of "infected" clients or “bad bots”. Similarly, if we can deploy thousands of human activity agents or “good bots” and orchestrate them together, we can generate a large number of emulated normal traffic from users. This talk will show how to utilize Kubernetes to orchestrate a large number of containerized bots to execute human activities in the testbed. Each bot is customized with special logic of activity workflows and it can be scaled and controlled by the orchestrator in real-time.
A
Good
afternoon,
everyone
Hai,
my
name-
is
a
ariesyady
Risdianto
immersed
fella
from
National
University
of
Singapore
Today.
We
will
discuss
some
users
of
the
housing,
kubernetes
bitly
different
ways:
Please
try
to
use
kubernetes
A71
Orchestra
at
some
special
boat
Okay
owner
at
two
generators
emulate
the
same
ayushare
.net,
Epic,
ya,
hai,
okay,
eh
Ivo
ofm
confused
toward
Kwon
to
introduce
the
place.
Where
were
you
working
at
Okay?
A
State
can
be
used
to
do
the
experiment
in
for
the
security
and,
of
course,
a
two
in
the
implement
folder
and
Services
And
Sound
Nabi
also
have
complete
inverts,
moreover,
have
to
like
t-hunted
nutz,
Apparel
notes,
keywords,
datacenter,
n&b,
support,
multiple
activities,
lexa
thankful.
We
are
inning
testing
the
iPhone,
the
competition
lightsaber
capture,
the
flag,
competitions
and
carlife
plan
to
support
pig
events.
Call
Sabar
at
fansites.
A
A
The
slide
Okay
eating
in
the
military,
the
military
is
home
to
Have,
A,
World
Without
training
facility,
the
threat
to
mimik
dot,
Hai
Pino
in
the
real
eh
WTC
informan
read
this
one
example
in
the
Singapore
Okay,
so
They
tried
to
mimic
the
Cancel
like
the
city
of
singapore
Okay
and
then
the
world
to
do
the
medivent
things.
Inside
I
can
select
technique
facility
key
and
one
of
the
use
of
the
species
species
by
the
military
or
spf30
Force
and
then
It
Has.
A
Many
differences
that
combines
indocity,
Ican
black
hole,
motion,
shopping,
mall,
school
and
Sound
OK.
Now
Imagine
edit
convert
this
into
the
cyber
security
spheroid
orbit
colleggables
Sabrang
facility.
So
you
need
to
convert
the
soul.
The
component
in
the
interface
cycle,
into
the
something
like
Hai
smart,
menindas
Solid
in
the
IT
domain.
A
So,
you
have
domain
controller,
for
you
have
the
application
for
an
extra
extra
care
tear
through
by
night
in
the
cyber
infinity-best
klikbet.com
important
resources,
make
it
visualized
by
physical
and
then
I
can
be
like
KPA
jonpis
on
the
size
of
the
requirements
of
the
active
users.
Enden
d'usse
MNC
make
just
friends
for
the
cyber
defense
size,
hai,
okay,
So.
What
actually
Minutes
tool,
eh
definition,
outsize
ettinger
body
knows
that
some
of
the
military
will
go
to
the
exercise
Okay,
so
Amin
m
ini,
napoteng,
Cambridge,
City,
Ride,
the
wild
Ride
to
do
the
size.
A
M
tag
coming
from
the
beach
sand,
Devil
tryin'
to
figure
out
How
to
make
specific
episodes
So.
If
we
talk
about
the
edu
site
every
step
out,
so
in
the
cyber
security
you
will
have
the
white
glue,
Ting
picek
Defender
compared
to
size,
and
then
you
will
have
the
time
that
site
10.
The
question
is
why
the
sky
I
mean
she
heard
the
mind
Somebody
Who
resetting
there
may
be
nothing
right.
The
question
is:
how
are
you
and
I
Hai
ardelyn
Fortune,
for
this,
the
successful
of
the
site?
A
Okay
so
IBC,
the
definition
of
the
safety
PNS
size,
eh
It,
should
have
a
different
Story
software
hotim
rules.
Kenzou
I
have
the
rating
SMS
before
that
site
and
the
half-blood
in
which
the
other
side
endscreen
team
Who,
are
preparing
out
__
]
for
the
size,
and
then
they
have
nothing
to
collect
waiting.
A
Ok
entender
from
the
definitions
is
very
very
clear:
dad
Hai,
except
Dedek,
controlling
all
the
exercise
in
the
incident
with
Key
today
to
the
controlling
the
exercise,
injecting
some
activities
scoring
communicating
the
different
sound
sounds
so
you
can
see
in
the
right
side
view
LCD
for
actually
waiting
are
doing.
Okay
enden
one
of
the
important
Amin
Lex
that
date
night
ubi
dan
B
Waiting,
basically
is
a
tree
to
emulate.
A
The
user
traffic
means
that,
because,
when
the
activity
will
you
will
see
the
samutella
coming
right,
but
in
the
same
time
you
have
Someone
Who
tries
to
use
the
Services
Of
Us,
The,
westside,
Zain,
facade
provider,
rutin
sode.com
to
the
world.
Hai
relay
can
do
the
other
side,
analysis,
Nella,
Eden,
analysis,
Ouch,
the
corrections,
the
students,
glider
detik
tim
rules
in
the
cdx
Okay,
so
intense
episode,
requirements
or
office
on
the
definition
slide
show
haters
some
Epic
emotions
that
we
ini,
tuh
eh
address
Okay.
A
A
Usually
does
not
reflect
issued
by
the
human
so
well.
The
settings
in
there
And
then
try
to
think
something
browsing,
something
opening
website
online,
but
it's
not
not
efficient
because
the
complex
and
then
the
exercise
science,
more
kempinski
report,
Skeleton
Okay
So.
Basically,
what
we
need.
Actually,
we
need
to
have
some
generator
for
relieving
traffic
tomorrow,
and
this
is
the
potential
like
adopting
the
user
behavior.
Okay,.
So
in
Kamp,
it's
really
useful
exercise,,
but
the
most
important
actually.
A
A
So
in
years,
The
Master
order
taker,
well-defined
until
your
text
specifications
and
then
they
have
what
we
call
a
command
control
generic
detect
to
many
difference
from
thousand
thousand
and
then
they
will
select
specific
Victim
to
be
a
tax
rate
can
be
Services,
origen,
bis-bis,
juicer,
kitchen
Bi,
Ani
Victim
dead,
The,
Master,
divine-pride,
Master,
Like,
Okay,
So.
Now
Let's
try
to
adopt
this
idea.
Okay
So.
A
Now
I
tried
to
oh
tuh
design
file
trade
or
do
the
similar
things
bad
about
Network
Okay
pot
needed,
but
we
change
the
default
is
the
intention
right
is
not
for
detecting
Okay
batismo
ronde,
generating
the
activities
of
the
service.
So
is
Totally,
simpler,
Soviet,
the
officer
officer
for
writing,
and
then
we
have
the
controller
Lex
system
make
control
the
worker
not
or
Nir
computing
resources
and
then
be
defined
until
the
second
control.
Enten
Indian
will
see
the
activities
cliff
state
to
exchange
Services
Okay,
so
you
can
also
a
Step
In
The
little.
Our
hope.
A
A
A
A
Some
of
the
website
May
need
some
javascript
browser
slide,
show
Ini
uses.
These
are
the
default
browser
Element
of
Work,
so
you
need
to
head
javascript
enabled
browsers
and
They
also
develop
our
container
etudes
akan
activity.
Nd4
founded
on
We,
also
have
several
books
or
container
that
users
with
applications.
Where
have
the
Healthcare
information
like
applications
and
then
by
makeover.
One
effort
to
do
the
options
and
then
submission
of
the
medical
information
and
then
We
also
Extended
the
default.
A
Keep
yes,
of
course
we
Amin
Indian
known,
should
convey,
can
edit
the
traffic
Generation
Okay
or
even
by
also
the
diploid
file
transfer
activity,
because
some
of
the
experiments
minutes
the
file
transfer
to
do
to
the
activity
during
the
exercise
and
deal
to
have
a
specific
container
or
portrait
of
us
to
to
access
the
big
Thank
you
up,
Shoulders
Scarlet,
violin
di
development
and
tested
Okay
So.
Now
the
question
is
how
you
really
Make
The
Spot
is
similar
to
the
users
create
or
may
be
like
similar
to
you
mean
Aviate
Okay.
A
So
here
we
try
to
you
some
data
sheet
from
the
Hai
Sam
of
dari
search
oke.
Basically,
dataset
will
kacer
Dayu
servier
well
dear.
Do
the
web
browsers
can
be
Life,
Robert,
bierstedt,
typing
or
wearing
scrolling
or
going
there
by
selecting
the
beach
or
even
doing
something
related
to
the
application's
Okay
So.
I
can
also
be
adopted
by
the
potency
made.
A
Acenet
soda
is
a
youtube.at
smile
from
the
human
activity,
GNB
mexam
bootice
algorithm
to
to
to
fit
the
disk
Deta
into
weekend
sale,
distribution
or
of
model
Okay,
because
this
model
Amin
by
select
one
of
the
model,
can
be
okay,
dan
kamu
kaibigan
by
normal
distributions,
on
key,
of
course,
with
some
basic
parameters,
because,
depending
on
the
data
sheet
for
detail,
slide,
show
unit
have
a
different
type
of
Duty
Missions,
as
well
as
a
different
type
of
parameters.
Okay
Ndan,
Beware
The
model
is
ready
to
fit
into
the
pot
Okay.
A
So
you
take
all
the
parameters
set
by
dijerat
by
this
website
from
drops.
Okay
intense
Depot
will
take
some
of
the
value
Oke
intense
WiFi
be
worth
it
displays
the
Spot
Using
the
hottest
celebrities
and
then,
at
the
same
time
be
collected.
The
detail
Ride
by
default
is
letting
the
correct
distributions
similar
to
the
dataset
Endi
companies
to
eh
ya,
oke,
so
Endi,
Amin,
mathematically,
Ikhwan,
to
say
the
time
beta
beta
beta
is
similar
or
not.
There
is
a
very
famous
tes
body
Call.
A
A
So
we
compare
the
password
stroke
means
the
activity
when
the
user
typed
the
passwords
and
the
number
kiss
truck
When
They
use
the
users
like
typing
some
information
and
reading
the
Time
of
the
PC
and
probability
dada
WTC
Deo
opinion
speechless
ada
smoke,
squishy
opened
and
show
your
after
baby,
bbot,
bisa
atuh
distributions
means
that
our
original
hour.com
Jenner
at
the
day
that
actually
is
very
close
to
the
original
http.
You
mean
write,
wae
WTC
make
cat
even
without
limits.
The
dead
Mine
in
terms
of
the
distribution
is
very
similar.
A
Ok
cendawan
Iwan
to
What
is
the
text
we
can
be
like
Heart
of
Utara
Ibad
make
out
with
fortson
Generation
of
the
data
showed
the
Night
Like,
those
not
something,
but
only
Using
the
sound
of
The
Ride.
The
discussion
is
already
app9,
Okay
So.
This
is
the
dari
should
be
without
from
this
moment
by
Eva
potnya.
A
Now
being
the
testing
and
deployment
in
our
test.
Bed
Okay,
since
this
Raiden
container
can
be
combined
in
the
physical
and
virtual
Machines,
and
then
I
can
be
in
the
single
machine.
Second,
behind
multipurpose
mental
machine
answer:
n&a
devastated
by
cantico
exclusive
able
to
run
A,
Light
thousand
of
pots
Okay
with
very
small
Lex
image.
Okay
make
Five
Minutes
swimming
a
hai
tap
pause
activity
from
the
tens
of
use
slide,
Sriwijaya,
Within,
Five,
Minutes.
A
Tanda2
Five
whether
The
Amin
default
selecting
the
time
right
When
it
was
cut
the
future
because
the
blackest
Cute
the
activity.
In
the
same
time,
Without
You,
need
to
have
some
some
way
to
Two
Lex
academics,
the
desktop
think
of
the
activity
activity,
Of
The,
Best,
Of
Me
by
Exo
Ouch,
some
kind
of
algorithms
Ok
date-me
follow
some
mentioned.
A
So
in
the
works
is
actually
the
default
user
account
g-shop
more
there
is
a
website,
have
account,
may
be
used
to
login
and
the
detail.
Sweetim
So.
I
can
see
your
like
the
one
one
single
user,
our
single-player
Juli,
doing
the
Teddy
Fairly
Amin
until
that
the
Time
After
Sometime
desktop
and
then
again
Start
with
the
random.
A
A
A
A
The-Cloak.
com
now
Let's
try
to
have
more
difficult,
WTC,
senario,
Okay,
Imagine,
dislike
Hospital,
Okay
mate
vital
will
have
to
building
building
on
building
to
enjoy
will
have
the
hospital
infrastructure
can
be
like
web
applications
of
the
database
and
Friends
on,
and
then
you
will
also
have
the
internet
access.
L,
sowden,
Imagine
internet.
You
also
have.
The
question
is
how
you
will
find
a
scene
of
requirements
in
the
full
setup
Okay.
A
So
like
this
comment,
eh
users,
edar
the
admin
or
terror
fashions
in
the
informants
and
work
in
activity-
need
to
be
eh
dan
Okay,
so
basicly,
Jasper
type
of
activity.
61
is
May.
The
Doctor
episode
as
logging
into
the
system
for
the
antenna.
Repent
glider
some
doctor
option
will
be
science,
Pharaoh,
From,
The,
Building,
on
building
to
kenden
Fixed
one,
maybe
some
kehed321
emino
of
the
hospital
bluray.srt
internet
to
check
some
information
and
than
a
woman
episode.
A
Nama
volt
to
Cerme
also
try
to
take
your
infrastructure
so
by
Widya
Divine
soldered
requirements
into
the
skin
selector
specification
Okay
now
be
I'll,
be
with
Devi
Norway
rundes
requirements,
Using
the
British
Okay,
so
yea
This
is
the
subscribe.
Teh
Yuli.
Stop
is
not
document
transcript,
Okay,
basically,
Islam.
Our
tools
klip
day
is
WiFi
use
our
own
A
Script
our
own
command-line,
because
we
want
to
simplify
order
the
command-line
arguments,
because
the
target
of
the
user
last
episode
terror
scientists
are.
You
cannot
give
the
various
knuth
definitions
of
the
system
itself,
so
medley.
A
Sorry,
this
one
can
see
her
Widi
Boy
I
can
select
The
Fashion
retail
login,
with
your
username
and
password
and
Hymn.
Also
WTC
check
the
sweeter
DPC
Lex
Depot
Edwin,
the
corrections
Ok
enden,
This,
One,
Sweet
Day
One,
actually
be
this.
The
number
two
three
two
one
shot
only
available
in
building
on,
so
you
can
not
say
that
they
will
be
spread.
A
A
Free
show
cleans
up
simple,
so
you
need
to
Mention
the
dog
Marry
the
weekend.
Strike
Depot
will
be
in
the
ninja
OK,
so
enden
the
next
one.
We
will
create
what
we
call
a
movie
about
me
in
the
Depot
ke
will
try
to
move
from
now.
I
emulated
this
be
Bound
to
move
from
the
world
world
world.
So
please
also
try
to
the
discipline
to
develop.
A
A
A
The
site
traffic
origami
also
be
perfect,
but
our
intention
actually
want
to
use
the
Spot
foto
center
at
the
Gates
Rafiq
ya.
Oke
showed
him
so
hold
activities
like
doing
work
to
make
the
Amin
believe
if
we
develop
the
Specs
Accelerator
with.
So
you
know
from
the
application
that
your
your
your
website
for
your
application,
but
Since
You
are
making
the
activities
should
be
able
to
see
the
light
system.
Ride
is,
is
somebody
like
trying
to
the
system
and
they
try
to
take
something
or
maybe
like
uploading
Hai?
A
Should
you
want
to
make
this
Hening
Oke
enten,
yahoo.es,
Edition
things
you
want
to
do.
The
texture
is
not
our
mind
about
Shia
kesok
in
samri
actually
be
tried.
To,
deploy
these
tools,
emile
durkheim,
very
simple
object:
concubines
Sriwijaya,
studyfinder
application
image
and
comment
lightnet
Deni
to
be
eh,
sick,
By,
Day,
Depot,
Oke,
so
Days.
Essence,
the
target
of
Zurich
leader
research,
Scientist
Swag,
not
keeping
the
very
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