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What is ChefsFeed?
Snowplow is the Solution!
For Real?
What is
ChefsFe
ed?
CHEFS ARE
THE
NEW ROCK
STARS
TRUST THE HAND THAT FEEDS YOU.
VIDEO PRE-
ROLL
ONLINE ADS EMAIL & PUSH
MOBILE NATIVE
INDUSTRY
SOCIAL
BRAND SOCIAL
“MILLENIALS” “INFLUENCERS”
What’s the
Problem?
Lots of Sources!
Marketing Data
• Marketing systems are focused on conversions
• App installed
• User registration
• Purchase
• Why?
• Attribution!
• In other words, they want to get credit!
Focus on
Conversions
✔ $✔
Install Registrati
on
Purcha
se
Wrong!
✔ $✔
Install Registrati
on
Purcha
se
User Behavior
✔ $✔
Fried
Chicke
n Ad
WTF
Video
Pizza
Restaur
ant
Search
Lots of Data!
✔ $✔
Fried
Chicke
n Ad
WTF
Video
Pizza
Restaur
ant
Search
Billions of
events
Millions of
events
Snowplow is
the Solution
Lots of Data!
✔ $✔
Fried
Chicke
n Ad
WTF
Video
Pizza
Restaur
ant
Search
Billions of
events
Use Case
Snowplow Event
Data
• Consistent conversion event types between
systems
• App.start (structured event)
• App.resume (structured event)
• Save.dish (com_chefsfeed_dish_saved_1)
• Reserve.OT (com_chefsfeed_open_table_booked_2)
• A whole lot of screen.view in between!
User Event Stream
✔ $✔
source screen.view screen.vie
w
Billions of
events
App.start Save.dish Reserve.OT
Mobile_Events
Table
select
fk.source_name,
se_action,
regexp_substr(regexp_substr(unstruct_event, '/[^/]+/jsonschema[^{]+{[^{]+$'),
'[^/]+') as unstruct_event_name,
app_id,
rank() OVER (partition by apple_idfa, ORDER BY collector_tstamp)
from atomic.events ae
left join atomic.com_snowplowanalytics_snowplow_mobile_context_1 mc on
ae.event_id=mc.root_id
left join atomic.com_snowplowanalytics_snowplow_screen_view_1 as sv on
ae.event_id=sv.root_id
left join data.fiksu fk on fk.ios_advertising_identifier = mc.apple_idfa
Mobile Events by
Source
Tips/Tricks
• Persistent Derived Tables are the bomb!
• Unstructured events can be tricky to set up correctly
• Miscoding on iOS, shredding fails
• json_extract_path_text(unstruct_event, 'data',
'data', 'filter_string') digs out an attribute
• Redshift Python UDF
• Implemented Haversine function to geocode users
For Real!

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Chefsfeed presentation to Snowplow Meetup San Francisco, Oct 2015

Editor's Notes

  1. VOICEOVER: Introductions.
  2. VOICEOVER: I want to cover: 1. About us 2. Our approach 3. Our products 4. Our model & financials 6. Your opportunity
  3. VOICEOVER: Chefs are the new rock stars – food is the new rock & roll. - Food IS entertainment. It’s the new social currency. - Food is the #1 topic on Pinterest and the #2 across all social media. - Food itself is a $3 trillion market. $700B spent in restaurants, a good portion of that are people under the age of 40. - Food affects everything. Everybody needs to eat. Most do at least 3 times a day.
  4. VOICEOVER: Trust the hand the feed you. Watch this. - We exist to fix a broken system. - People have called us “The Antithesis of Yelp” or “Houzz for Food”.