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How to Analyze & Optimize
Mobility with Geospatial Data
Follow @CARTO on Twitter
CARTO — Unlock the power of spatial analysis
Introductions
Oleksii Bielov
Product Manager at Snowflake
Tomas Ehrenfeld
Solutions Engineer at CARTO
CARTO — Unlock the power of spatial analysis
Agenda
● Snowflake introduction and overview
● CARTO Platform overview
● Working with geometries on Snowflake
● Ride Hailing use case
● CARTO Spatial Analytics Demo
● Other mobility use cases leveraged by CARTO
● Q&A
CARTO — Unlock the power of spatial analysis
Snowflake Overview
© 2022 Snowflake Inc. All Rights Reserved
CARTO — Unlock the power of spatial analysis
2022
The Snowflake
Data Cloud
PLATFORM
+
CONTENT
Applications Customer
Data
3rd Party
Data
Data
Services
SaaS
Data
Partner
Data
CARTO — Unlock the power of spatial analysis
Snowflake Platform
7
GEOGRAPHY Type
60+ native functions
Fast GEO JOINS
Join on INTERSECTS,
DWITHIN, CONTAINS ..
SNOWPARK UDFs
Python, Java, Scala ..
execution
environment
Native DATA APPS
Framework to build
data-intensive apps
Enabling Geospatial Analytics
CARTO — Unlock the power of spatial analysis
The (Geo-) Data Cloud Today
THOUSANDS OF
ORGANIZATIONS
COLLABORATING
WITH THEIR
ECOSYSTEM
A software company runs and
distributes their application to
hundreds of customers
125+ Location-aware Datasets live
on Snowflake Marketplace from data
providers, incl. demographics, traffic,
weather, addresses, POI ..
Datasets purchased and accessed
immediately without data pipelines
Collaborate with defined groups of
suppliers, partners, or other
business units
1000s of Organizations collaborating, 125+ Geo-Datasets on Marketplace
CARTO — Unlock the power of spatial analysis
What’s New?
FAST GEO SEARCH
(Preview)
GEOMETRY TYPE
(Preview)
CARTO — Unlock the power of spatial analysis
Models Earth as a Cartesian Plane
Supports many Spatial Reference Systems
In Public Preview Now
Geometry
Models Earth as a Sphere
Supports WGS84 (4326) SRS
In General Availability since 2021
Geography
SRID: 2163
“U.S. National Atlas Equal
Area”
SRID: 3395
“Mercator”
SRID: 4326
“WGS84”
SRID: 2955
“UTM Zone 11N”
GEOMETRY Data Type
CARTO — Unlock the power of spatial analysis
FAST SEARCH for GEO
Quickly find objects by their coordinates while using a bounding box or point
lookup search
SELECT coord FROM geotable g WHERE
ST_INTERSECTS(geo_boundary,g.coord)
CARTO pushed down dynamic map vector
tile rendering directly to Snowflake.
Latency of searches using geo predicates
went from 10s to ~1s
CARTO — Unlock the power of spatial analysis
Introducing cloud native CARTO
CARTO brings together
cloud connectivity,
visualization, spatial
analysis and
development
capabilities in a unified
workspace.
CARTO — Unlock the power of spatial analysis
+100 advanced functions
Our Analytics Toolbox unlocks more
than 100 advanced spatial functions
using an ever-increasing set of User
Defined Functions (UDFs).
These routines cover a broad range of
spatial use cases and include data
transformations, spatial indexing for
Quadkey, S2 and H3, and advanced
functions to carry out geocoding,
clustering, route calculations, and more.
CARTO Analytics Toolbox
CARTO — Unlock the power of spatial analysis
Demo
DYNAMIC (SURGE) PRICING
FOR RIDE-HAILING APPS
CARTO — Unlock the power of spatial analysis
Dynamic Pricing for Ride-Hailing Apps
Adjust price to increased demand or shortage in supply
QUOTE
Proposed price for a given user route
(from, to, time)
RIDE
Completed booking
BOOKING
Driver confirms the request
REQUEST
User accepts a quote,
we send it to drivers
CARTO — Unlock the power of spatial analysis
Data Aggregation
Bucketed in H3 hexagons
CARTO — Unlock the power of spatial analysis
Data Aggregation
Bucketed in H3 hexagons
Estimated Time of Arrival (ETA)
Available Drivers
Quotes | Requests | Bookings | Tours
CARTO — Unlock the power of spatial analysis
Data Aggregation
Quotes: 10
Requests: 3
Drivers: 1
ETA: 3 min
Quotes: 10
Bookings: 1
Drivers: 0
ETA: 4 min
Quotes: 15
Requests: 6
Drivers: 1
ETA: 4 min
Quotes: 10
Requests: 3
Drivers: 1
ETA: 4 min
Quotes: 20
Requests: 3
Drivers: 1
ETA: 6 min
Quotes: 10
Requests: 3
Drivers: 1
ETA: 4 min
Stats by H3 hexagon
Bucketed in H3 hexagons
Quotes: 15
Requests: 6
Drivers: 1
ETA: 4 min
Quotes: 10
Requests: 3
Drivers: 1
ETA: 3 min
Quotes: 10
Bookings: 1
Drivers: 0
ETA: 4 min
Estimated Time of Arrival (ETA)
Available Drivers
Quotes | Requests | Bookings | Tours
CARTO — Unlock the power of spatial analysis
Data Pipeline
CARTO — Unlock the power of spatial analysis
Demo
CARTO — Unlock the power of spatial analysis
Using CARTO to…
● Learn where to expand their restaurant
offering
● Understand how to conduct true
geographic segmentation
● Explore how to create super granular
marketing campaigns for various
neighborhoods
● Optimize routes to user’s addresses
● Stack orders more efficiently
Other mobility use cases leveraged by CARTO
Hyperlocal & data-driven expansion, consumer segmentation & route optimization strategies
CARTO’s Spatial Extension for Snowflake allows Deliveroo to run advanced spatial
analytics directly in Snowflake.
Thanks for listening!
Any questions?
Request a demo at CARTO.COM
Tomas Ehrenfeld
Solutions Engineer // tehrenfeld@cartodb.com
Oleksii Bielov
Product Manager // oleksii.bielov@snowflake.com

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How to Analyze & Optimize Mobility with Geospatial Data (Snowflake).pdf

  • 1. How to Analyze & Optimize Mobility with Geospatial Data Follow @CARTO on Twitter
  • 2. CARTO — Unlock the power of spatial analysis Introductions Oleksii Bielov Product Manager at Snowflake Tomas Ehrenfeld Solutions Engineer at CARTO
  • 3. CARTO — Unlock the power of spatial analysis Agenda ● Snowflake introduction and overview ● CARTO Platform overview ● Working with geometries on Snowflake ● Ride Hailing use case ● CARTO Spatial Analytics Demo ● Other mobility use cases leveraged by CARTO ● Q&A
  • 4. CARTO — Unlock the power of spatial analysis Snowflake Overview
  • 5. © 2022 Snowflake Inc. All Rights Reserved
  • 6. CARTO — Unlock the power of spatial analysis 2022 The Snowflake Data Cloud PLATFORM + CONTENT Applications Customer Data 3rd Party Data Data Services SaaS Data Partner Data
  • 7. CARTO — Unlock the power of spatial analysis Snowflake Platform 7 GEOGRAPHY Type 60+ native functions Fast GEO JOINS Join on INTERSECTS, DWITHIN, CONTAINS .. SNOWPARK UDFs Python, Java, Scala .. execution environment Native DATA APPS Framework to build data-intensive apps Enabling Geospatial Analytics
  • 8. CARTO — Unlock the power of spatial analysis The (Geo-) Data Cloud Today THOUSANDS OF ORGANIZATIONS COLLABORATING WITH THEIR ECOSYSTEM A software company runs and distributes their application to hundreds of customers 125+ Location-aware Datasets live on Snowflake Marketplace from data providers, incl. demographics, traffic, weather, addresses, POI .. Datasets purchased and accessed immediately without data pipelines Collaborate with defined groups of suppliers, partners, or other business units 1000s of Organizations collaborating, 125+ Geo-Datasets on Marketplace
  • 9. CARTO — Unlock the power of spatial analysis What’s New? FAST GEO SEARCH (Preview) GEOMETRY TYPE (Preview)
  • 10. CARTO — Unlock the power of spatial analysis Models Earth as a Cartesian Plane Supports many Spatial Reference Systems In Public Preview Now Geometry Models Earth as a Sphere Supports WGS84 (4326) SRS In General Availability since 2021 Geography SRID: 2163 “U.S. National Atlas Equal Area” SRID: 3395 “Mercator” SRID: 4326 “WGS84” SRID: 2955 “UTM Zone 11N” GEOMETRY Data Type
  • 11. CARTO — Unlock the power of spatial analysis FAST SEARCH for GEO Quickly find objects by their coordinates while using a bounding box or point lookup search SELECT coord FROM geotable g WHERE ST_INTERSECTS(geo_boundary,g.coord) CARTO pushed down dynamic map vector tile rendering directly to Snowflake. Latency of searches using geo predicates went from 10s to ~1s
  • 12. CARTO — Unlock the power of spatial analysis Introducing cloud native CARTO CARTO brings together cloud connectivity, visualization, spatial analysis and development capabilities in a unified workspace.
  • 13. CARTO — Unlock the power of spatial analysis +100 advanced functions Our Analytics Toolbox unlocks more than 100 advanced spatial functions using an ever-increasing set of User Defined Functions (UDFs). These routines cover a broad range of spatial use cases and include data transformations, spatial indexing for Quadkey, S2 and H3, and advanced functions to carry out geocoding, clustering, route calculations, and more. CARTO Analytics Toolbox
  • 14. CARTO — Unlock the power of spatial analysis Demo DYNAMIC (SURGE) PRICING FOR RIDE-HAILING APPS
  • 15. CARTO — Unlock the power of spatial analysis Dynamic Pricing for Ride-Hailing Apps Adjust price to increased demand or shortage in supply QUOTE Proposed price for a given user route (from, to, time) RIDE Completed booking BOOKING Driver confirms the request REQUEST User accepts a quote, we send it to drivers
  • 16. CARTO — Unlock the power of spatial analysis Data Aggregation Bucketed in H3 hexagons
  • 17. CARTO — Unlock the power of spatial analysis Data Aggregation Bucketed in H3 hexagons Estimated Time of Arrival (ETA) Available Drivers Quotes | Requests | Bookings | Tours
  • 18. CARTO — Unlock the power of spatial analysis Data Aggregation Quotes: 10 Requests: 3 Drivers: 1 ETA: 3 min Quotes: 10 Bookings: 1 Drivers: 0 ETA: 4 min Quotes: 15 Requests: 6 Drivers: 1 ETA: 4 min Quotes: 10 Requests: 3 Drivers: 1 ETA: 4 min Quotes: 20 Requests: 3 Drivers: 1 ETA: 6 min Quotes: 10 Requests: 3 Drivers: 1 ETA: 4 min Stats by H3 hexagon Bucketed in H3 hexagons Quotes: 15 Requests: 6 Drivers: 1 ETA: 4 min Quotes: 10 Requests: 3 Drivers: 1 ETA: 3 min Quotes: 10 Bookings: 1 Drivers: 0 ETA: 4 min Estimated Time of Arrival (ETA) Available Drivers Quotes | Requests | Bookings | Tours
  • 19. CARTO — Unlock the power of spatial analysis Data Pipeline
  • 20. CARTO — Unlock the power of spatial analysis Demo
  • 21. CARTO — Unlock the power of spatial analysis Using CARTO to… ● Learn where to expand their restaurant offering ● Understand how to conduct true geographic segmentation ● Explore how to create super granular marketing campaigns for various neighborhoods ● Optimize routes to user’s addresses ● Stack orders more efficiently Other mobility use cases leveraged by CARTO Hyperlocal & data-driven expansion, consumer segmentation & route optimization strategies CARTO’s Spatial Extension for Snowflake allows Deliveroo to run advanced spatial analytics directly in Snowflake.
  • 22. Thanks for listening! Any questions? Request a demo at CARTO.COM Tomas Ehrenfeld Solutions Engineer // tehrenfeld@cartodb.com Oleksii Bielov Product Manager // oleksii.bielov@snowflake.com