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Scaling up data access and storage without
scaling up costs
Case study
Context:
A top Indian bank was faced with a large
increase in its data warehouse volumes
because of a number of reasons: post-
acquisition, organic growth in customer base
and increasing data from online channel. Data
growth was set to double over the next few
years, and data compression within a ‘data
lake’ was an option for cost-effective archival.
However, the bank sought to ensure fast
access to active warehouse data, while
ensuring secure access to compressed data in
parallel.
Recommended configuration:
• To demonstrate the platform’s capabilities,
data was loaded to a Hive-staging table.
Vendor solution was deployed to join the
Hive-staging table with existing data
warehouse tables using sample queries.
• A sample interface was created to generate
account statements based on consuming
data from both data sources.
• The solution included advanced data
capabilities such as compression,
encryption through customized functions
and in-memory parallel processing.
Client impact:
• Migration to a data lake plus data
compression enabled an 80% reduction in
data storage.
• Data queries ranged from 2 to 30 seconds
depending on the query complexity.
• It resulted in ease of deployment, fast
performance and scalability.
Contact us
Challenges faced by institutions
Inaccurate data extraction from
legacy systems
Resource-intensive reporting
Isolated data sources Lack of data storage infrastructure
Data segregation and security
issues
Advanced analytics processing
requirements and complexities
Varun Mittal
EY Global Emerging Markets FinTech
Leader
varun.mittal@sg.ey.com
Futureproofing institutions for the big data revolution
Data unification
Real time
High-speed
processing
Storage
optimization
Minimum data
replication
Machine
learning and AI
Leading-edge tech capabilities
Transaction
system or
CRM data
Online reviews
or social media
data
Data
analytics
Regulatory
reporting
Online
applications
Vendor Solution: Single view Data visualization On cloud On premise
Data lake for
structured and
unstructured
data
Different kinds of API exposed by
vendor/organization
Real time
(non-API based
Kafka
Database
Comma-
separated
values
(CSV) files
With data
lake
Skip data lake Data
warehouse
</> REST API
Website: www.ey.com/sg/fintechhub
Email: fintech@sg.ey.com
Sahil Gupta
EY ASEAN FinTech Manager
sahil.gupta@sg.ey.com
EY | Assurance | Tax | Transactions | Advisory
About EY
EY is a global leader in assurance, tax, transaction and advisory
services. The insights and quality services we deliver help build
trust and confidence in the capital markets and in economies the
world over. We develop outstanding leaders who team to deliver
on our promises to all of our stakeholders. In so doing, we play a
critical role in building a better working world for our people, for
our clients and for our communities.
EY refers to the global organization, and may refer to one or
more, of the member firms of Ernst & Young Global Limited, each
of which is a separate legal entity. Ernst & Young Global Limited,
a UK company limited by guarantee, does not provide services to
clients. For more information about our organization, please visit
ey.com.
© 2018 EYGM Limited.
All Rights Reserved.
EYG no. 011378-18Gbl
ED None.
This material has been prepared for general informational purposes only and is not
intended to be relied upon as accounting, tax or other professional advice. Please
refer to your advisors for specific advice.
ey.com

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Scaling up data access and storage without scaling up costs

  • 1. Scaling up data access and storage without scaling up costs Case study Context: A top Indian bank was faced with a large increase in its data warehouse volumes because of a number of reasons: post- acquisition, organic growth in customer base and increasing data from online channel. Data growth was set to double over the next few years, and data compression within a ‘data lake’ was an option for cost-effective archival. However, the bank sought to ensure fast access to active warehouse data, while ensuring secure access to compressed data in parallel. Recommended configuration: • To demonstrate the platform’s capabilities, data was loaded to a Hive-staging table. Vendor solution was deployed to join the Hive-staging table with existing data warehouse tables using sample queries. • A sample interface was created to generate account statements based on consuming data from both data sources. • The solution included advanced data capabilities such as compression, encryption through customized functions and in-memory parallel processing. Client impact: • Migration to a data lake plus data compression enabled an 80% reduction in data storage. • Data queries ranged from 2 to 30 seconds depending on the query complexity. • It resulted in ease of deployment, fast performance and scalability. Contact us Challenges faced by institutions Inaccurate data extraction from legacy systems Resource-intensive reporting Isolated data sources Lack of data storage infrastructure Data segregation and security issues Advanced analytics processing requirements and complexities Varun Mittal EY Global Emerging Markets FinTech Leader varun.mittal@sg.ey.com Futureproofing institutions for the big data revolution Data unification Real time High-speed processing Storage optimization Minimum data replication Machine learning and AI Leading-edge tech capabilities Transaction system or CRM data Online reviews or social media data Data analytics Regulatory reporting Online applications Vendor Solution: Single view Data visualization On cloud On premise Data lake for structured and unstructured data Different kinds of API exposed by vendor/organization Real time (non-API based Kafka Database Comma- separated values (CSV) files With data lake Skip data lake Data warehouse </> REST API Website: www.ey.com/sg/fintechhub Email: fintech@sg.ey.com Sahil Gupta EY ASEAN FinTech Manager sahil.gupta@sg.ey.com
  • 2. EY | Assurance | Tax | Transactions | Advisory About EY EY is a global leader in assurance, tax, transaction and advisory services. The insights and quality services we deliver help build trust and confidence in the capital markets and in economies the world over. We develop outstanding leaders who team to deliver on our promises to all of our stakeholders. In so doing, we play a critical role in building a better working world for our people, for our clients and for our communities. EY refers to the global organization, and may refer to one or more, of the member firms of Ernst & Young Global Limited, each of which is a separate legal entity. Ernst & Young Global Limited, a UK company limited by guarantee, does not provide services to clients. For more information about our organization, please visit ey.com. © 2018 EYGM Limited. All Rights Reserved. EYG no. 011378-18Gbl ED None. This material has been prepared for general informational purposes only and is not intended to be relied upon as accounting, tax or other professional advice. Please refer to your advisors for specific advice. ey.com