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Retail Analytics & BI with Looker, BigQuery,
GCP and Leigha Jarett
1
Welcome to ServerlessToronto.org
2
Introduce yourself:
- Where from? Why are you here?
Fill out the Survey to win prises:
- https://bit.ly/slsto
Feb 9, 2022: “Retail Analytics & BI” starts at 6:10 pm
Serverless Evolution (since FaaS started)
3
Serverless is New Agile & Mindset
#1 We started as Back-
end FaaS (Serverless)
Developers who enjoyed
“gluing” other people’s
APIs and Managed
Services)
#3 We're obsessed by
creating business value
(meaningful MVPs,
Products), focusing on
Outcomes/Impact –
NOT Outputs
#2 We build bridges
between Serverless
Community (“Dev leg”),
and Front-end, Voice-First
& UX folks (“UX leg”)
#4 Achieve agility NOT by
“sprinting” faster (like in
Scrum) but working smarter
(by using bigger building
blocks and less Ops)
Disconnect between IT & Business needs
4
Our group became dedicated to Bridging the
Businesses & IT Gap!
Technology is not the point => We are here to create Value
Adopting Serverless Mindset allowed us to shift the focus from “pimping up our
cars” (infrastructure/code), towards “driving” (the business) forward.
≠
Upcoming ServerlessToronto.org Meetups
5
1) Gojko Adzic – AWS
Serverless Hero, Five rules
for super-responsive
Serverless Applications
2) Patrick Lecuyer – Head of
Specialist Customer
Engineering at Google
Canada, on Apache Beam &
Dataflow
YOUR “This is my Architecture” style presentations are welcome!
Regardless of how big or small your learning & sharing will be ☺
Please rate us on Meetup & tell others about #ServerlessTO UG
Knowledge Sponsor
1. Go to www.manning.com
2. Select *any* e-Book, Video course, or liveProject you want!
3. Add it to your shopping cart (no more than 1 item in the cart)
4. Raffle winners will send me the emails (used in Manning portal),
5. So the publisher can move it to your Dashboard – as if purchased.
Fill out the Survey to win: bit.ly/slsto
7
Feature Presentation
8
Thank you Leigha for those cool Healthcare dashboards:
https://github.com/looker-open-source/healthcare_demo
Proprietary + Confidential
Understand your
business better with
global-scale data
and analytics
Leigha Jarett
2/9/22
Proprietary + Confidential
Hi, I’m Leigha!
Product manager, developer and
customer advocate
@leighajarett
Proprietary + Confidential
The world of retail is rapidly shifting online, leading to an
explosion of data across multiple business functions
Manufacturing data
Advertising Data
Supply chain data
Pricing data
Online & e-commerce data
Customer loyalty data
Product assortment data
Inventory data
Social media data
Retail data is growing quickly
as digital activity rises
COVID-19 has accelerated
ecommerce growth by 4 to 6 years*
Source: *Forbes, COVID-19 Accelerated E-Commerce Growth ‘4 To 6 Years’, June 2020
Proprietary + Confidential
Data, now more than ever, is pivotal for retailers to drive digital
transformation across the value chain
Power ecommerce
hosting, AI-driven
experiences, and digital
shopping assistants
Omnichannel
Commerce
Understand inventory
allocation and evolve
dynamic assortment
planning
Merchandising &
Assortment
Personalize marketing
and provide superior
support to convert
visitors into loyal
customers
Customer
Acquisition &
Retention
Drive visibility and
efficiency into all areas
of the supply chain
Logistics,
Fulfillment &
Delivery
Reimagine customer
experiences by
enabling operations like
BOPIS and on-shelf
inventory tracking
Store Operations
Proprietary + Confidential
But legacy data solutions struggle to provide actionable, near
real-time insights in a scalable and cost-efficient manner
Increasing data volume
& fragmentation
Customer, sales,
inventory, and operational
data are growing but
siloed
Lack of analytics &
AI/ML solutions
Legacy data analytics
tools are not robust
enough to extract rich
insights from data
Limited actionable
insights
Teams cannot make
timely decisions to meet
rising customer
expectations
For more information:
Traditional Data Approach
Proprietary + Confidential
1
Capture data and break
down silos with a
serverless, highly
scalable data
warehouse
2
Create actionable
insights to become
more customer-centric
3
Manage and govern
data and insights in an
integrated platform
Build next-level business intelligence with Google Cloud
BigQuery
Google Cloud Smart Analytics Platform
Looker
Proprietary + Confidential
Capture data and break down silos
with a serverless, highly scalable data warehouse
1
Proprietary + Confidential
Predict customer attrition and loyalty
to drive preemptive actions
Leverage machine learning on massive-
scale or semi-structured data
Use familiar SQL to build and test
custom ML models
Build and operationalize solutions that power retail
use cases directly in BigQuery
Demand Forecasting Digital Marketing Personalized
Recommendations
Example use cases:
Proprietary + Confidential
Scale to meet your biggest retail needs
BigQuery
Real-time insights from
streaming data
Built-in ML for out-of-the- box
predictive insights
Encrypted, durable, and
highly available
Fully managed and serverless
for maximum agility and scale
Gigabyte- to petabyte-scale
storage and SQL queries
High-speed, in-memory BI Engine
for faster reporting and analysis
Proprietary + Confidential
Create actionable insights
to become more customer-centric
2
Proprietary + Confidential
Insights for everyone
Sales & Marketing
How do I identify
customer segments
and create loyal
customers?
Store Managers
How can I maximize
revenue across
channels?
Merchandising
How can I understand
inventory trends to
make better
assortment decisions?
Ops & Logistics
How do I manage
supply chain and
inventory better?
Executives
How is the business
performing?
How can I predict and
increase CLTV?
Segmentation Retention Affinity Analysis A/B Testing
Pre-developed templates (“blocks”) for retail-specific data sources & analyses
Looker
Blocks
Proprietary + Confidential
Powering custom data experiences for retailers
Understand your business in near real time
Use the out-of-the-box BI application to understand your
customers and make informed business decisions
Accelerate time to insight
Empower more people in your organization by democratizing
data insights beyond data analysts
Turn insights into results
Improve outcomes by powering custom data applications and
integrate insights into downstream workflows
Modern BI &
Analytics
Integrated
Insights
Data-driven
Workflows
Custom
Applications
BigQuery
SQL in Results back
Click here for more information
Proprietary + Confidential
3
Manage and govern data and insights
in an integrated platform
Proprietary + Confidential
Extracts and Cubes
Inflexible
Data Warehouses
Slow
Questions, Agility, Distribution
Limited
Heavyweight
Transformation
Business User
BI Team
ETL Team DBAs
What
Happened
Why it
Happened
Have a New Question?
Raw Data
Collection
Traditional Approach
Proprietary + Confidential
Better together: BigQuery + Looker powering data experiences
Data Experiences
Data-driven Workflows
Integrated Insights
Modern BI & Analytics
Custom Applications
Governance and
Control
Data silos Centralized data
Self-serve data exploration
Interactive dashboards
BigQuery Looker
Data in the tools people
already work in
Reports in your inbox
or Slack
Feed ML/AI workflows Dynamic real-time alerting
Productize analytics
Advanced developer
tools
Proprietary + Confidential
Why Looker + BigQuery for retailers
Real-time insights
Deliver trusted, near-real time
retail insights by integrating
sales data from all sources, at
petabyte scale
Time to value
Save 70% of your analysts’ time
by leveraging Looker’s modern
modeling to understand
customer behavior faster
Ease of use
Empower users to answer their
own questions without asking
an analyst, to enable
data-driven decision- making
across the business
Cymbal Direct is an apparel retailer.
Pain points & needs
01
Providing product
recommendations
02
Building a seller
analytics portal
03
Improving digital
marketing
Architecture
Collect Process Store Analyze Activate Empower
Spanner
Customers and Transactions
App Engine
E-Commerce
Federated Query
Transactional Analytics
BigQuery
Cloud Storage
Product Reviews and Images
Architecture
Collect Process Store Analyze Activate Empower
Tag Manager
Tag Integration
Spanner
Customers and Transactions
App Engine
E-Commerce
Streaming API
Streaming ingestion
Federated Query
Transactional Analytics
BigQuery
Cloud Storage
Product Reviews and Images
Dataflow
Clickstream Processing
PubSub
Clickstream Ingestion
Architecture
Collect Process Store Analyze Activate Empower
Tag Manager
Tag Integration
Spanner
Customers and Transactions
App Engine
E-Commerce
Streaming API
Streaming ingestion
Federated Query
Transactional Analytics
BigQuery
Cloud Storage
Product Reviews and Images
Dataflow
Clickstream Processing
PubSub
Clickstream Ingestion
S3
Inventory and Distribution
Management
Omni
Transfer Service
Multi-Cloud & SaaS Analytics
Architecture
Collect Process Store Analyze Activate Empower
Tag Manager
Tag Integration
Spanner
Customers and Transactions
App Engine
E-Commerce
Streaming API
Streaming ingestion
Federated Query
Transactional Analytics
BigQuery
Cloud Storage
Product Reviews and Images
Dataflow
Clickstream Processing
PubSub
Clickstream Ingestion
S3
Inventory and Distribution
Management
Omni
Transfer Service
Multi-Cloud & SaaS Analytics
SearchAds360
Search Advertisements
Architecture
Collect Process Store Analyze Activate Empower
Tag Manager
Tag Integration
Spanner
Customers and Transactions
App Engine
E-Commerce
Streaming API
Streaming ingestion
Federated Query
Transactional Analytics
BigQuery
Cloud Storage
Product Reviews and Images
Dataflow
Clickstream Processing
PubSub
Clickstream Ingestion
S3
Inventory and Distribution
Management
Omni
Transfer Service
Multi-Cloud & SaaS Analytics
SearchAds360
Search Advertisements
Dataprep
Wrangling Advertising & Sales
Architecture
Collect Process Store Analyze Activate Empower
Tag Manager
Tag Integration
Spanner
Customers and Transactions
App Engine
E-Commerce
Streaming API
Streaming ingestion
Federated Query
Transactional Analytics
BigQuery
Cloud Storage
Product Reviews and Images
Dataflow
Clickstream Processing
PubSub
Clickstream Ingestion
S3
Inventory and Distribution
Management
Omni
Transfer Service
Multi-Cloud & SaaS Analytics
SearchAds360
Search Advertisements
Dataprep
Wrangling Advertising & Sales
BigQueryML
Model Development
BI Engine
High-speed Responses Looker
Visualization and Embedding
Vertex AI
Model Deployment
App Engine
Insight Activation
Architecture
Collect Process Store Analyze Activate Empower
Tag Manager
Tag Integration
Spanner
Customers and Transactions
App Engine
E-Commerce
Streaming API
Streaming ingestion
Federated Query
Transactional Analytics
BigQuery
Cloud Storage
Product Reviews and Images
Dataflow
Clickstream Processing
PubSub
Clickstream Ingestion
S3
Inventory and Distribution
Management
Omni
Transfer Service
Multi-Cloud & SaaS Analytics
SearchAds360
Search Advertisements
Dataprep
Wrangling Advertising & Sales
BigQueryML
Model Development
BI Engine
High-speed Responses Looker
Visualization and Embedding
Vertex AI
Model Deployment
App Engine
Insight Activation
Govern
Dataplex
Unified Data Management & Security
Data Catalog
Search & Metadata Management
Architecture
Collect Process Store Analyze
Govern
Activate Empower
Tag Manager
Tag Integration
Spanner
Customers and Transactions
App Engine
E-Commerce
Streaming API
Streaming ingestion
Federated Query
Transactional Analytics
S3
Inventory and Distribution
Management
Omni
Transfer Service
Multi-Cloud & SaaS Analytics
BigQueryML
Model Development
BI Engine
High-speed Responses Looker
Visualization and Embedding
Vertex AI
Model Deployment
App Engine
Insight Activation
SearchAds360
Search Advertisements
Dataplex
Unified Data Management & Security
Data Catalog
Search & Metadata Management
BigQuery
Cloud Storage
Product Reviews and Images
Dataprep
Wrangling Advertising & Sales
Dataflow
Clickstream Processing
PubSub
Clickstream Ingestion
Key Takeaways
01
Scalable, governed data
management
BigQuery and Spanner seamlessly scale
behind the scenes to meet the
demands of customers. Fine-grained
access control, coupled with robust
metadata management and
de-identification services offer reliable
and secure data access.
02
Data where and when you
need it
Realtime access to information from a
variety of data sources including
external systems and data stored in
other clouds. You can chose between
keeping data where it is, or replicating
tables to take advantage of BigQuery’s
low latency and optimized storage.
03
Flexible advanced analytics
BigQuery allows you to handle all
different types of data - from
unstructured information, to
geospatial data. You can join first party
data with proprietary Google-owned
datasets, and train machine learning
models without ever leaving the
console.
www.ServerlessToronto.org
Reducing the gap between IT and Business needs

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Retail Analytics and BI with Looker, BigQuery, GCP & Leigha Jarett

  • 1. Retail Analytics & BI with Looker, BigQuery, GCP and Leigha Jarett 1
  • 2. Welcome to ServerlessToronto.org 2 Introduce yourself: - Where from? Why are you here? Fill out the Survey to win prises: - https://bit.ly/slsto Feb 9, 2022: “Retail Analytics & BI” starts at 6:10 pm
  • 3. Serverless Evolution (since FaaS started) 3 Serverless is New Agile & Mindset #1 We started as Back- end FaaS (Serverless) Developers who enjoyed “gluing” other people’s APIs and Managed Services) #3 We're obsessed by creating business value (meaningful MVPs, Products), focusing on Outcomes/Impact – NOT Outputs #2 We build bridges between Serverless Community (“Dev leg”), and Front-end, Voice-First & UX folks (“UX leg”) #4 Achieve agility NOT by “sprinting” faster (like in Scrum) but working smarter (by using bigger building blocks and less Ops)
  • 4. Disconnect between IT & Business needs 4 Our group became dedicated to Bridging the Businesses & IT Gap! Technology is not the point => We are here to create Value Adopting Serverless Mindset allowed us to shift the focus from “pimping up our cars” (infrastructure/code), towards “driving” (the business) forward. ≠
  • 5. Upcoming ServerlessToronto.org Meetups 5 1) Gojko Adzic – AWS Serverless Hero, Five rules for super-responsive Serverless Applications 2) Patrick Lecuyer – Head of Specialist Customer Engineering at Google Canada, on Apache Beam & Dataflow YOUR “This is my Architecture” style presentations are welcome! Regardless of how big or small your learning & sharing will be ☺ Please rate us on Meetup & tell others about #ServerlessTO UG
  • 6. Knowledge Sponsor 1. Go to www.manning.com 2. Select *any* e-Book, Video course, or liveProject you want! 3. Add it to your shopping cart (no more than 1 item in the cart) 4. Raffle winners will send me the emails (used in Manning portal), 5. So the publisher can move it to your Dashboard – as if purchased. Fill out the Survey to win: bit.ly/slsto
  • 8. 8 Thank you Leigha for those cool Healthcare dashboards: https://github.com/looker-open-source/healthcare_demo
  • 9. Proprietary + Confidential Understand your business better with global-scale data and analytics Leigha Jarett 2/9/22
  • 10. Proprietary + Confidential Hi, I’m Leigha! Product manager, developer and customer advocate @leighajarett
  • 11. Proprietary + Confidential The world of retail is rapidly shifting online, leading to an explosion of data across multiple business functions Manufacturing data Advertising Data Supply chain data Pricing data Online & e-commerce data Customer loyalty data Product assortment data Inventory data Social media data Retail data is growing quickly as digital activity rises COVID-19 has accelerated ecommerce growth by 4 to 6 years* Source: *Forbes, COVID-19 Accelerated E-Commerce Growth ‘4 To 6 Years’, June 2020
  • 12. Proprietary + Confidential Data, now more than ever, is pivotal for retailers to drive digital transformation across the value chain Power ecommerce hosting, AI-driven experiences, and digital shopping assistants Omnichannel Commerce Understand inventory allocation and evolve dynamic assortment planning Merchandising & Assortment Personalize marketing and provide superior support to convert visitors into loyal customers Customer Acquisition & Retention Drive visibility and efficiency into all areas of the supply chain Logistics, Fulfillment & Delivery Reimagine customer experiences by enabling operations like BOPIS and on-shelf inventory tracking Store Operations
  • 13. Proprietary + Confidential But legacy data solutions struggle to provide actionable, near real-time insights in a scalable and cost-efficient manner Increasing data volume & fragmentation Customer, sales, inventory, and operational data are growing but siloed Lack of analytics & AI/ML solutions Legacy data analytics tools are not robust enough to extract rich insights from data Limited actionable insights Teams cannot make timely decisions to meet rising customer expectations For more information: Traditional Data Approach
  • 14. Proprietary + Confidential 1 Capture data and break down silos with a serverless, highly scalable data warehouse 2 Create actionable insights to become more customer-centric 3 Manage and govern data and insights in an integrated platform Build next-level business intelligence with Google Cloud BigQuery Google Cloud Smart Analytics Platform Looker
  • 15. Proprietary + Confidential Capture data and break down silos with a serverless, highly scalable data warehouse 1
  • 16. Proprietary + Confidential Predict customer attrition and loyalty to drive preemptive actions Leverage machine learning on massive- scale or semi-structured data Use familiar SQL to build and test custom ML models Build and operationalize solutions that power retail use cases directly in BigQuery Demand Forecasting Digital Marketing Personalized Recommendations Example use cases:
  • 17. Proprietary + Confidential Scale to meet your biggest retail needs BigQuery Real-time insights from streaming data Built-in ML for out-of-the- box predictive insights Encrypted, durable, and highly available Fully managed and serverless for maximum agility and scale Gigabyte- to petabyte-scale storage and SQL queries High-speed, in-memory BI Engine for faster reporting and analysis
  • 18. Proprietary + Confidential Create actionable insights to become more customer-centric 2
  • 19. Proprietary + Confidential Insights for everyone Sales & Marketing How do I identify customer segments and create loyal customers? Store Managers How can I maximize revenue across channels? Merchandising How can I understand inventory trends to make better assortment decisions? Ops & Logistics How do I manage supply chain and inventory better? Executives How is the business performing? How can I predict and increase CLTV? Segmentation Retention Affinity Analysis A/B Testing Pre-developed templates (“blocks”) for retail-specific data sources & analyses Looker Blocks
  • 20. Proprietary + Confidential Powering custom data experiences for retailers Understand your business in near real time Use the out-of-the-box BI application to understand your customers and make informed business decisions Accelerate time to insight Empower more people in your organization by democratizing data insights beyond data analysts Turn insights into results Improve outcomes by powering custom data applications and integrate insights into downstream workflows Modern BI & Analytics Integrated Insights Data-driven Workflows Custom Applications BigQuery SQL in Results back Click here for more information
  • 21. Proprietary + Confidential 3 Manage and govern data and insights in an integrated platform
  • 22. Proprietary + Confidential Extracts and Cubes Inflexible Data Warehouses Slow Questions, Agility, Distribution Limited Heavyweight Transformation Business User BI Team ETL Team DBAs What Happened Why it Happened Have a New Question? Raw Data Collection Traditional Approach
  • 23. Proprietary + Confidential Better together: BigQuery + Looker powering data experiences Data Experiences Data-driven Workflows Integrated Insights Modern BI & Analytics Custom Applications Governance and Control Data silos Centralized data Self-serve data exploration Interactive dashboards BigQuery Looker Data in the tools people already work in Reports in your inbox or Slack Feed ML/AI workflows Dynamic real-time alerting Productize analytics Advanced developer tools
  • 24. Proprietary + Confidential Why Looker + BigQuery for retailers Real-time insights Deliver trusted, near-real time retail insights by integrating sales data from all sources, at petabyte scale Time to value Save 70% of your analysts’ time by leveraging Looker’s modern modeling to understand customer behavior faster Ease of use Empower users to answer their own questions without asking an analyst, to enable data-driven decision- making across the business
  • 25. Cymbal Direct is an apparel retailer.
  • 26. Pain points & needs 01 Providing product recommendations 02 Building a seller analytics portal 03 Improving digital marketing
  • 27. Architecture Collect Process Store Analyze Activate Empower Spanner Customers and Transactions App Engine E-Commerce Federated Query Transactional Analytics BigQuery Cloud Storage Product Reviews and Images
  • 28. Architecture Collect Process Store Analyze Activate Empower Tag Manager Tag Integration Spanner Customers and Transactions App Engine E-Commerce Streaming API Streaming ingestion Federated Query Transactional Analytics BigQuery Cloud Storage Product Reviews and Images Dataflow Clickstream Processing PubSub Clickstream Ingestion
  • 29. Architecture Collect Process Store Analyze Activate Empower Tag Manager Tag Integration Spanner Customers and Transactions App Engine E-Commerce Streaming API Streaming ingestion Federated Query Transactional Analytics BigQuery Cloud Storage Product Reviews and Images Dataflow Clickstream Processing PubSub Clickstream Ingestion S3 Inventory and Distribution Management Omni Transfer Service Multi-Cloud & SaaS Analytics
  • 30. Architecture Collect Process Store Analyze Activate Empower Tag Manager Tag Integration Spanner Customers and Transactions App Engine E-Commerce Streaming API Streaming ingestion Federated Query Transactional Analytics BigQuery Cloud Storage Product Reviews and Images Dataflow Clickstream Processing PubSub Clickstream Ingestion S3 Inventory and Distribution Management Omni Transfer Service Multi-Cloud & SaaS Analytics SearchAds360 Search Advertisements
  • 31. Architecture Collect Process Store Analyze Activate Empower Tag Manager Tag Integration Spanner Customers and Transactions App Engine E-Commerce Streaming API Streaming ingestion Federated Query Transactional Analytics BigQuery Cloud Storage Product Reviews and Images Dataflow Clickstream Processing PubSub Clickstream Ingestion S3 Inventory and Distribution Management Omni Transfer Service Multi-Cloud & SaaS Analytics SearchAds360 Search Advertisements Dataprep Wrangling Advertising & Sales
  • 32. Architecture Collect Process Store Analyze Activate Empower Tag Manager Tag Integration Spanner Customers and Transactions App Engine E-Commerce Streaming API Streaming ingestion Federated Query Transactional Analytics BigQuery Cloud Storage Product Reviews and Images Dataflow Clickstream Processing PubSub Clickstream Ingestion S3 Inventory and Distribution Management Omni Transfer Service Multi-Cloud & SaaS Analytics SearchAds360 Search Advertisements Dataprep Wrangling Advertising & Sales BigQueryML Model Development BI Engine High-speed Responses Looker Visualization and Embedding Vertex AI Model Deployment App Engine Insight Activation
  • 33. Architecture Collect Process Store Analyze Activate Empower Tag Manager Tag Integration Spanner Customers and Transactions App Engine E-Commerce Streaming API Streaming ingestion Federated Query Transactional Analytics BigQuery Cloud Storage Product Reviews and Images Dataflow Clickstream Processing PubSub Clickstream Ingestion S3 Inventory and Distribution Management Omni Transfer Service Multi-Cloud & SaaS Analytics SearchAds360 Search Advertisements Dataprep Wrangling Advertising & Sales BigQueryML Model Development BI Engine High-speed Responses Looker Visualization and Embedding Vertex AI Model Deployment App Engine Insight Activation Govern Dataplex Unified Data Management & Security Data Catalog Search & Metadata Management
  • 34. Architecture Collect Process Store Analyze Govern Activate Empower Tag Manager Tag Integration Spanner Customers and Transactions App Engine E-Commerce Streaming API Streaming ingestion Federated Query Transactional Analytics S3 Inventory and Distribution Management Omni Transfer Service Multi-Cloud & SaaS Analytics BigQueryML Model Development BI Engine High-speed Responses Looker Visualization and Embedding Vertex AI Model Deployment App Engine Insight Activation SearchAds360 Search Advertisements Dataplex Unified Data Management & Security Data Catalog Search & Metadata Management BigQuery Cloud Storage Product Reviews and Images Dataprep Wrangling Advertising & Sales Dataflow Clickstream Processing PubSub Clickstream Ingestion
  • 35. Key Takeaways 01 Scalable, governed data management BigQuery and Spanner seamlessly scale behind the scenes to meet the demands of customers. Fine-grained access control, coupled with robust metadata management and de-identification services offer reliable and secure data access. 02 Data where and when you need it Realtime access to information from a variety of data sources including external systems and data stored in other clouds. You can chose between keeping data where it is, or replicating tables to take advantage of BigQuery’s low latency and optimized storage. 03 Flexible advanced analytics BigQuery allows you to handle all different types of data - from unstructured information, to geospatial data. You can join first party data with proprietary Google-owned datasets, and train machine learning models without ever leaving the console.
  • 36. www.ServerlessToronto.org Reducing the gap between IT and Business needs