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Big Data @ Zulily
By Echo Li, Data Engineer,
eli@zulily.com
Data Services, BI and Big Data Analytics, Zulily
Where we are
Powerful and Flexible
2
BIDS Data Platform
CUSTOMER INTERACTION POINTS
WEBSTORE MEMBER ENGAGEMENT
EVENT MANAGEMENT VENDOR
MANAGEMENT
SUPPLY CHAIN ERP & BACK OFFICE
Site Mobile
Orders &
Payments
Content
Mgmt.
CRM
Relevancy
(personalization)
Messaging
Offers &
Promotions
Item
Master
Catalog &
Event
Workflow
Mgmt.
Planning PortalEDI / Data
Exchange
Purchase
Orders
Workflow
& Tools
Order
Mgmt.
Fulfillment
Mgmt.
Transportation
Warehouse &
Inventory
Mgmt.
Financial
(SAP
Enterprise)
Business
Intelligence
HRIS
Warehouse
Automation
Initiatives:
• Capacity & Scale
• Data driven decision
making
– Data for Everyone
• Better customer
experience through
Personalization &
Targeting
How We Do It
…powered by Hortonworks Data Platform & Google Cloud
Tableau (Visualization & Reporting) Data Services (ZATA API)
Google BigQuery
Big Data Platform - Google Compute Engine
Hortonworks Data Platform 2.1 on Google Cloud
HDFS YARN HIVE/TEZ AMBARI
Google Cloud Storage
Platform Tools (zulily Build)
ZuSync (ETL) ZuScheduler (Scheduling) ZuMon (Data Monitoring)
Customer Data Mart Merch DataMart Supply Chain DataMart
Clickstream/Web Analytics
Data Processing Pipeline & Analytics
2014 zulily Proprietary and Confidential
4
Operational
Systems
External APIs
(Google, FB, Yahoo, Bing etc)
Hadoop Processing in Cloud
Real Time
ZuSync
Landing
Zone(LZ)
Staging(stg)
AtomicData
Store(ADS)
Aggregated
Dataset
Tier 1 ETLWF Tier 2 ETLWF
Cust ADS
Order ADS
Clickstrea
m
Big Query Tables
Our Journey…
5
Data Platform V1.0
Technology Stack:
• SQL Server
Challenges:
• Scale & Only supported
structured relational data
Advantages:
• Simple
• All data in same data store
• Makes it easy for
visualization, analytics and
reporting
Data Platform V2.0
Technology Stack:
• SQL Server, Apache Hadoop
Challenges:
• Lack of single data store
• Unable to mash up data
across structured and
unstructured data
• Difficult to scale visualization
with large scale data
Advantage:
• Ability to process
unstructured data at scale
• Tableau allows us to have
single visualization layer on
top of all data
Modern Data Platform V3.0
Technology Stack:
• Hadoop, Google Cloud Platform, Big
Query
Challenges:
• New Pricing Model which is good and
bad
• Requires new data processing
methodology(especially for structured
data)
Advantages:
• Supports Scale, high Speed
• Single Data Platform for structured and
unstructured data
• Enables scenarios which were difficult
to achieve in V1.0 or V2.0
• Enterprise Hadoop capabilities enable
management, monitoring and workflow
definition which are critical
Use Cases…
Use Case#1: Site & Event Funnel Analysis
Google
Cloud
Storage
Hadoop/GCE
Web
Servers
zulily
data
API
BigQuery
Funnel Analysis
ZATA(DATA API)
Reporting &
Analysis
(Powered by
Tableau)
Benefits
Increase Revenue
Improve marketing strategy and
targeting
Improve business decisions
Hadoop
/GCE
Use Case #3: Supply Chain Visibility
zulily
Sync
Others
Carriers
Google
Cloud
Storage
Order
Visibility
BigQuery
In Transit
Shipment
PO
zulily SCS
PO Shipment
EDI
Flat File
Vendor
Data
Exch.
Benefits
End to end
order visibility
Manage by exception
Reduce shipping costs
As our Journey Continues… we need more talents !!!
Please check out our career page:
http://www.zulily.com/careers

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Big data at zulily

  • 1. Big Data @ Zulily By Echo Li, Data Engineer, eli@zulily.com Data Services, BI and Big Data Analytics, Zulily
  • 2. Where we are Powerful and Flexible 2 BIDS Data Platform CUSTOMER INTERACTION POINTS WEBSTORE MEMBER ENGAGEMENT EVENT MANAGEMENT VENDOR MANAGEMENT SUPPLY CHAIN ERP & BACK OFFICE Site Mobile Orders & Payments Content Mgmt. CRM Relevancy (personalization) Messaging Offers & Promotions Item Master Catalog & Event Workflow Mgmt. Planning PortalEDI / Data Exchange Purchase Orders Workflow & Tools Order Mgmt. Fulfillment Mgmt. Transportation Warehouse & Inventory Mgmt. Financial (SAP Enterprise) Business Intelligence HRIS Warehouse Automation Initiatives: • Capacity & Scale • Data driven decision making – Data for Everyone • Better customer experience through Personalization & Targeting
  • 3. How We Do It …powered by Hortonworks Data Platform & Google Cloud Tableau (Visualization & Reporting) Data Services (ZATA API) Google BigQuery Big Data Platform - Google Compute Engine Hortonworks Data Platform 2.1 on Google Cloud HDFS YARN HIVE/TEZ AMBARI Google Cloud Storage Platform Tools (zulily Build) ZuSync (ETL) ZuScheduler (Scheduling) ZuMon (Data Monitoring) Customer Data Mart Merch DataMart Supply Chain DataMart Clickstream/Web Analytics
  • 4. Data Processing Pipeline & Analytics 2014 zulily Proprietary and Confidential 4 Operational Systems External APIs (Google, FB, Yahoo, Bing etc) Hadoop Processing in Cloud Real Time ZuSync Landing Zone(LZ) Staging(stg) AtomicData Store(ADS) Aggregated Dataset Tier 1 ETLWF Tier 2 ETLWF Cust ADS Order ADS Clickstrea m Big Query Tables
  • 5. Our Journey… 5 Data Platform V1.0 Technology Stack: • SQL Server Challenges: • Scale & Only supported structured relational data Advantages: • Simple • All data in same data store • Makes it easy for visualization, analytics and reporting Data Platform V2.0 Technology Stack: • SQL Server, Apache Hadoop Challenges: • Lack of single data store • Unable to mash up data across structured and unstructured data • Difficult to scale visualization with large scale data Advantage: • Ability to process unstructured data at scale • Tableau allows us to have single visualization layer on top of all data Modern Data Platform V3.0 Technology Stack: • Hadoop, Google Cloud Platform, Big Query Challenges: • New Pricing Model which is good and bad • Requires new data processing methodology(especially for structured data) Advantages: • Supports Scale, high Speed • Single Data Platform for structured and unstructured data • Enables scenarios which were difficult to achieve in V1.0 or V2.0 • Enterprise Hadoop capabilities enable management, monitoring and workflow definition which are critical
  • 6. Use Cases… Use Case#1: Site & Event Funnel Analysis Google Cloud Storage Hadoop/GCE Web Servers zulily data API BigQuery Funnel Analysis ZATA(DATA API) Reporting & Analysis (Powered by Tableau) Benefits Increase Revenue Improve marketing strategy and targeting Improve business decisions
  • 7. Hadoop /GCE Use Case #3: Supply Chain Visibility zulily Sync Others Carriers Google Cloud Storage Order Visibility BigQuery In Transit Shipment PO zulily SCS PO Shipment EDI Flat File Vendor Data Exch. Benefits End to end order visibility Manage by exception Reduce shipping costs
  • 8. As our Journey Continues… we need more talents !!! Please check out our career page: http://www.zulily.com/careers

Editor's Notes

  1. Relational data is doubling every few months Non relational data is growing even faster It’s not about clicks its about impressions It’s not about who visited the site but who did not Data was fragmented across different stores limiting analytics More people more need for faster data