Title: Everything You Wanted to Know about DataOps
1 Everything You Wanted to Know about
DataOps
2- Data operations is a cutting-edge agile
operations methodology that assists both IT and
big data professionals. - The primary objective of it is to cultivate data
management practices and processes that enhance
the speed and precision of analytics. This
encompasses quality control, integration,
automation, data access, and model deployment
management. - In simple words, DataOps is all about aligning
the way you manage your data with the objectives
you have for that data. - For example, if you wish to reduce the customer
churn rate, it is essential to leverage your
customer data to develop a recommendation engine
that produces products that are according to the
requirements of the customers. - This would make them engaged in the buying
process for a pretty long time. However, this is
only possible if your data science team has
access to the data they require to build that
system.
3- They should also have the requisite tools to
deploy it, integrate it with your website,
continuously feed it with new data, monitor
performance, etc. These are all ongoing processes
that will require inputs from your engineering,
IT and business teams. - DataOps is beneficial to everyone. With the help
of better data management, it is possible to
gather more and more data. - More and more data results in better
scrutinisation, which ultimately leads to better
insights, business strategies and higher
profitability. - It fosters collaboration between data scientists,
engineers and technologists in such a way that
every team works in unison to leverage data more
efficiently and at quick turnaround time. - It has been observed that organisations that are
good at the prompt and thoughtful approach to
data science are four times more likely than
their less data-driven counterparts to observe
growth that exceeds the expectations of their
shareholders.
4- Hence, in present times, we see companies across
the board, making data management alterations
that support more receptiveness and innovation.
Companies like Netflix, Facebook, Stitch Fix, and
others have already tried approaches that fall
under this umbrella. - Now, lets look at the process of implementing
it. - Democratise Your Data
- It has been observed that a lack of data access
can create a significant roadblock towards
innovation. Therefore, you need to have
self-service data access and the infrastructure
to support it. Any company that strives to be
innovative needs datasets to be available at all
times. - Leverage Platforms Open Source Tools
- To become agile, it is imperative not to waste
time building things that your team is already
aware of like open-source tools. Contemplate
carefully about your data needs and then create
your tech stack accordingly.
5Automate This is the part of the DevOps world
wherein to achieve a quicker time to value on
data-intensive projects it becomes essential to
automate steps that typically require unnecessary
manual work like data analytics pipeline
monitoring and quality assurance testing. You
can even enable self-sufficiency with
microservices. A prime example is, by giving your
data scientists the acumen of deploying models as
APIs means engineers can integrate that code
where required without refactoring, which results
in productivity enhancements. Careful
Scrutinisation It is no surprise to see more and
more organisations adopting the centre of
excellence approach when it comes to data science
management. Here, the blueprint of success is
measured as per the tools, processes,
infrastructure, priorities and key performance
indicators.
6Smash Silos Collaboration is the key to executing
DataOps flawlessly. The tools and platforms you
utilise in the journey need to support the
broader objective of bringing the teams together
to use data more effectively.
7Contact Us
- Company Name Enov8
- Contact Person Ashley Hosking
- Address Level 5, 14 Martin Place, Sydney, 2000,
New South Wales, - Australia
- Email enov8australia_at_gmail.com
- Phone(s) 61 2 8916 6391
- Fax 61 2 9437 4214
- Website - https//www.enov8.com
8Thank You