<s>
Continuous	B-General_Concept
analytics	I-General_Concept
is	O
a	O
data	O
science	O
process	O
that	O
abandons	O
ETLs	O
and	O
complex	O
batch	O
data	B-General_Concept
pipelines	I-General_Concept
in	O
favor	O
of	O
cloud-native	O
and	O
microservices	O
paradigms	O
.	O
</s>
<s>
Continuous	O
data	B-General_Concept
processing	I-General_Concept
enables	O
real	O
time	O
interactions	O
and	O
immediate	O
insights	O
with	O
fewer	O
resources	O
.	O
</s>
<s>
Analytics	O
is	O
the	O
application	O
of	O
mathematics	O
and	O
statistics	O
to	O
big	B-Application
data	I-Application
.	O
</s>
<s>
Data	O
scientists	O
,	O
dashboards	O
and	O
client	O
apps	O
all	O
access	O
the	O
same	O
raw	O
or	O
real-time	O
data	O
derivatives	O
with	O
proper	O
identity-based	O
security	O
,	O
data	B-General_Concept
masking	I-General_Concept
and	O
versioning	O
in	O
real-time	O
.	O
</s>
<s>
Traditionally	O
,	O
data	O
scientists	O
have	O
not	O
been	O
part	O
of	O
IT	O
development	O
teams	O
,	O
like	O
regular	O
Java	B-Language
programmers	O
.	O
</s>
<s>
So	O
it	O
is	O
logical	O
to	O
conclude	O
that	O
their	O
approach	O
to	O
writing	O
software	B-Application
code	I-Application
does	O
not	O
enjoy	O
the	O
same	O
efficiencies	O
as	O
the	O
traditional	O
programming	O
team	O
.	O
</s>
<s>
That	O
releases	O
software	O
in	O
a	O
continuous	O
circle	O
,	O
called	O
iterations	B-Algorithm
.	O
</s>
<s>
Continuous	B-General_Concept
analytics	I-General_Concept
then	O
is	O
the	O
extension	O
of	O
the	O
continuous	O
delivery	O
software	O
development	O
model	O
to	O
the	O
big	B-Application
data	I-Application
analytics	I-Application
development	O
team	O
.	O
</s>
<s>
The	O
goal	O
of	O
the	O
continuous	B-General_Concept
analytics	I-General_Concept
practitioner	O
then	O
is	O
to	O
find	O
ways	O
to	O
incorporate	O
writing	O
analytics	O
code	O
and	O
installing	O
big	B-Application
data	I-Application
software	O
into	O
the	O
agile	O
development	O
model	O
of	O
automatically	O
running	O
unit	O
and	O
functional	O
tests	O
and	O
building	O
the	O
environment	O
system	O
with	O
automated	O
tools	O
.	O
</s>
<s>
To	O
make	O
this	O
work	O
means	O
getting	O
data	O
scientists	O
to	O
write	O
their	O
code	O
in	O
the	O
same	O
code	B-General_Concept
repository	I-General_Concept
that	O
regular	O
programmers	O
use	O
so	O
that	O
software	O
can	O
pull	O
it	O
from	O
there	O
and	O
run	O
it	O
through	O
the	O
build	O
process	O
.	O
</s>
<s>
It	O
also	O
means	O
saving	O
the	O
configuration	O
of	O
the	O
big	B-Application
data	I-Application
cluster	O
(	O
sets	O
of	O
virtual	B-Architecture
machines	I-Architecture
)	O
in	O
some	O
kind	O
of	O
repository	B-General_Concept
as	O
well	O
.	O
</s>
<s>
That	O
facilitates	O
sending	O
out	O
analytics	O
code	O
and	O
big	B-Application
data	I-Application
software	O
and	O
objects	O
in	O
the	O
same	O
automated	O
way	O
as	O
the	O
continuous	O
integration	O
process	O
.	O
</s>
