Ecommerce search is broken. If a problem cannot be solved, enlarge - - PowerPoint PPT Presentation
Ecommerce search is broken. If a problem cannot be solved, enlarge - - PowerPoint PPT Presentation
Ecommerce search is broken. If a problem cannot be solved, enlarge it -Dwight D. Eisenhower, 34th President of US 1 Understanding users is too slow and too complicated 2 The cost of experimenta:on is too high and too manual 3 Why are you
Ecommerce search is broken.
If a problem cannot be solved, enlarge it
- Dwight D. Eisenhower, 34th President of US
Understanding users is too slow and too complicated
1
2
The cost of experimenta:on is too high and too manual
Why are you buying your own data back from your vendors?
3
The AI gap is widening
4
Based in San Francisco Offices in Bangalore, Bangkok, New York City, Raleigh, London Over 300 customers across the Fortune 1000 Fusion, a Solr-powered plaOorm for search-driven apps Lucidworks powers retail and consumer search
Next-Gen Results. No PhD Required.
- Cogni&ve: machine learning to
automa<cally tune relevancy and drive recommenda<ons out of the box.
- Rules when you need them:
Point-and-click query pipeline configura<on and rules module allow fine-grained control of results.
- Science, not guessing:
Experiment management and bandits do the heavy liEing of systema<cally tes<ng new ideas
Simplified App Dev
- Over 50 connectors and a
robust parsing framework to seamlessly ingest all your data
- Powerful pipeline stages:
Customize fields, stages, synonyms, boosts, facets, and dozens of other powerful search stages.
- Point and click Indexing
configura&on and itera<ve simula<on of results for full control over your ETL process
- Your security model
enforced end-to-end from ingest to search across your different datasources
Trusted Technologies
SQL
- Built on the most widely deployed
search engine on the planet
- Enhanced with scalable machine
learning and analyRcs
- Well understood and documented
APIs and client support designed to work with industry standard tools like SQL and Tableau
- Enriched with deep experRse and
partners and a large community
Trusted Technologies
SQL
UI should be beau&ful
- Modular library of UI components to create
prototypes in hours, not weeks.
- Stateless architecture so apps are robust, easy
to deploy, and highly scalable.
- Supports over 25 data plaIorms including Solr,
SharePoint, Elas<csearch, Cloudera, ANvio, FAST, MongoDB, and many more - and of course Lucidworks Fusion.
- Full library of visualiza&on components for
charts, pivots, graphs and more.
- Pre-tested re-usable modules include
pagina<on, face<ng, geospa<al mapping, rich snippets, heatmaps, topic pages, and more.
UI should be beau&ful
Retail Highlights
“Have a good weekend”
— Head of search at top 5 US Retailer on Black Friday to our support team
Mee'ng the Ecommerce Challenge
Conversion & Revenue Business Support Intelligence Open & Scalable
Personalization Recommendations Head/Tail Landers/Boost/Block Query Simulations Category Management Analytics Business Rules UI Proven Search Extensible Simplified DevOps Real Time Signal Processing Machine Learning Query Intent Smart Suggest
Signals: the Key to Retail Success
- Fusion has naRve support for capturing and processing a wide
variety of user feedback data, including:
- Clicks, Add To Cart, Conversions
- Easily integrates with 3rd party analyRcs systems like
Omniture/SiteCatalyst and Hadoop systems
- We ship with ready to go models for clickstream boosRng and
recommendaRons built on signals
- Deploy and access just like any other Fusion content!
Rules, Modernized The Fusion Rules Module extends Fusion with:
- Support for:
- Keyword, Tags, start/end date matching
- Boost/block, filters, promoRons/landers/
redirects, arbitrary request parameters
- UI
- Query Pipeline integraRon
- Extensible
- AudiRng and security built-in
If the Machines Ain’t Learning, You Ain’t Earning
- CapabiliRes include:
- Clickstream auto-tuning relevance and analyRcs
- Query Intent and Document ClassificaRon
- RecommendaRon and PersonalizaRon
- Synonym Discovery and Expansion via Word2Vec, Cluster Labeling, Topic DetecRon
- A/B/MulRvariate TesRng (MulR-arm bandit experimentaRon)
- Learning to rank
- Custom algorithms
- Fully integrated into Fusion index and query pipelines
BI Ready
- Out of the box search reports and dashboards
- Full SQL 2003 compliant interface
- Seamless integraRon with any SQL-based
Business Intelligence tool (e.g. Tableau)
- Numerous pre-defined jobs for common tasks
- Want to do your own math? Scala, Java and
Pyspark all supported
- Data Science Notebook support (Zeppelin,
Jupyter)
Fusion Architecture
SECURITY BUILT-IN Shards Shards
Apache Solr Apache Zookeeper
ZK 1
Leader Election LB
ZK N
Shared Config Management
Worker Worker
Apache Spark
Cluster Manager
REST API | SQL
Admin UI
HDFS (Optional)
Core Services
- • •
ETL and Query Pipelines Recommenders/Signals NLP Machine Learning Alerting and Messaging SQL and Catalog Scheduling Connectors/Federation
LOGS FILE WEB DATABASE CLOUD
ElasticSearch 3rd Party APIs Fusion App Studio Search Devs Client APIs/SQL Web App MOBILE ANALYTICS
Demo
Demo Details
- Ecommerce Data Set
- Product Catalog: ~1.3M
- Signals: 1 month of query, document logs
- Fusion 3.1 Preview showcasing:
- User-Item, Item-Item, Query-Query RecommendaRons
- Clickstream boosRng
- Query Intent classificaRon + Learn to Rank
- Rules Module
- Lucidworks App Studio UI (aka Twigkit)
Resources
- hnps:/
/lucidworks.com/online-retail/
- hnps:/
/lucidworks.com/fusion/ (3.1 very soon!)
- hnp:/
/lucidworks.com