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#SMX #11B @AndreasReiffen
Data Insights from Behind the Scenes
Advanced
Google Shopping
#SMX #11B @AndreasReiffen
About…
• Data-driven online advertising strategist
• Online retail expert
• Entrepreneur
• Over €3 billion in customer revenues
last year
• SaaS product for Google Shopping &
Search
• 130 true experts in their field
• Offices in Germany & UK, new office in
NYC
… me … crealytics & camato
#SMX #11B @AndreasReiffen
Topics we will cover today..
Economies of
Google shopping Role of price Image testing
Product title
testing
How does price
influence
performance?
How big a role
does price play in
product ranking?
CPCs have
decreased!
What will happen
next?
How can you test
images properly?
What is the effect
of image
changes?
Can you
manipulate titles
and get more
relevant user
queries?
#SMX #11B @AndreasReiffen
Global Shopping growth 2016 Shopping Click Share 2014 - 2016
In 2016 Shopping clicks kept increasing while CPCs decreased –
why?
Clicks CPC
-15%
36%
*Alphabet earnings report
74%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Q2Q1
2016
Q2 Q4 Q4Q4Q3 Q3 Q3Q2Q1
2015
Q1
2014
Shooping
TextAds
*Internal data US + EU
#SMX #11B @AndreasReiffen
Click Share by device YoY
Increasing mobile click share
As predicted by Google, mobile click share
in Shopping has increased massively over
the past few years, so that since 2016 the
majority of clicks is generated by mobile
rather than desktop
100
84
16
49
51
30
2016
100
70
100
62
38
100
2015
Desktop
20172014
Mobile
#SMX #11B @AndreasReiffen
Ad space pushing organic space Resulting in stronger growth
More advertising space
Paid
+78%
+16%
Organic
#SMX #11B @AndreasReiffen
Impression volume for generic terms (M)
More Shopping results for generic queries
In 2016 Google started
increasing the amount of
Shopping Impressions for
generic terms, leading to
an overhead in available
queries.
Q4
2015
Q3
2016
66
Q4
2016
Q3
2015
Q1
2015
Q2
2016
8
Q1
2016
10
9
6
7
4
Q2
2015
2
6
2
Q1
2015
5
Q4
2015
Q3
2015
3
Q2
2016
5
Q2
2015
2
Q1
2016
Q4
2016
Q3
2016
5Category termsDesigner terms
#SMX #11B @AndreasReiffen
Paid sessions per user YoY
Navigation happening on Google rather than website
46% shopping conversions have 3+
shopping clicks
29% text ads conversions have 3+ text ads
clicks
Google
Website
Purchase
1.39
1.48
1.73
2014
+17%
2016
1.41
TextAds
Shopping
#SMX #11B @AndreasReiffen
Shopping vs Text Ads CPC & RPC CR by device
Shopping more profitable despite higher overall CPCs
100100
162
121
+21%
+62%
RPCCPC
TextAds
Shopping
97%
TextAds Mobile
61%
189%
Shopping
Mobile
TextAds
Desktop
Shopping
Desktop
100%
#SMX #11B @AndreasReiffen
Your key take aways
Strong ongoing growth
of ad inventory supply is
leading to CPC deflation
Be faster than your
competition!
Move budget to
Shopping now!
CPCs still higher than
on Text Ads but due to
high CR Shopping
more efficient than
Text ads
#SMX #11B @AndreasReiffen
Pricing
#SMX #11B @AndreasReiffen
Impressions and clicks in Google Shopping are often very
sensitive to price changes
Clicks drop off after product price increase Chart Info
5% price increase coincides
with a 60% decrease in
clicks
0
20
40
60
80
100
120
0
10
20
30
40
50
60
Pricein£
+5%
clicksown price Google product category:
Apparel & Accessories >
Shoes > Sneakers
Brand:
Days
Clicks
Price
#SMX #11B @AndreasReiffen
Cheap products generate the lion‘s share of total traffic
Traffic of similar products within one shop Key insights
Cheap products generated
much more traffic despite
similar number of products
in both groups
Imps
134%
4.282.611
1.828.412
103.803
135%
Clicks
44.122
2.047
9%
# of
products
1.876
expensive products cheap products
#SMX #11B @AndreasReiffen
Despite getting more traffic, the performance of the cheaper
products is much more efficient.
Performance of similar products within one shop Key insights
Number of orders through
cheap products almost 3
times higher.
Higher CR resulting in CPO
being ~30% lower
40
28
-29%
CPO Conversions
1,042
+280%
274
61%
0.6%
CR
1.0%
expensive products cheap products
#SMX #11B @AndreasReiffen
Price is very important in terms of ranking but there are
other factors as well
$
Retailer Rating
New retailers will be rated
down, seller ratings help
Performance History
More history leads to more
impressions
Price
Users favor cheaper
products, so these achieve
better positions on google
Bid
Bid is important but can be
outweighed by product
price
According to Google, price is not an explicit factor in their algorithm,
but maybe taken into account through machine learning if users favor lower prices
#SMX #11B @AndreasReiffen
Position of cheapest offer
Product price has a massive impact on position!
Pos 1
Pos 2 14%
65%
Cheapest
Pos 5 +
Pos 4 4%
7%Pos 3
11%
* Data from price comparison provider based on > 3000 queries
Is Google shopping a price race to the bottom?
In 65% of all cases in our sample, the
product with the most competitive
price was ranked on position 1, no
matter the retailer!
#SMX #11B @AndreasReiffen
The way out: We analysed what people actually bought
when they clicked on a product ad
Same Designer Different Designer
purchaseclick
34%
16%
14%
15%
21%
36%
Different
Category
SameCategory
#SMX #11B @AndreasReiffen
Your key takeaways
Don’t overbid on
expensive
products, rather
consider price
changes
Price and bid
management will
be merged one
day
Discounting only a
few select
products could be
a killer strategy
$.47$.47-50%
#SMX #11B @AndreasReiffen
Image Testing
#SMX #11B @AndreasReiffen
Challenges to image testing
Do I have cassified
images? Time lag
SERPs vs shopping
tab
A B Shopping tab:
Products
clustered into
one offer list.
Not necessarily
your image!
Time to index new image:
• Up to 72 hours when URLs
are changed
• Up to 6 weeks if URLs
remains the same (server-
side image swap)
Know when you measure “A”. More data required. Long testing cyle.
Change images consistently fromA to B across entire category
#SMX #11B @AndreasReiffen
About the data
1
2
3
2 fashion retailers: 1800 images changed in total
> 40m impressions
Products were ignored if not available at all times
target metrics: CTR (user), impressions (Google)
#SMX #11B @AndreasReiffen
Change images in “test“, use “control“ as baseline.
Compare KPIs throughout test to eliminate seasonality.
Test
Control
Before During After
#SMX #11B @AndreasReiffen
Model image 2.6% stronger CTR Model image 27% stronger CTR
Two tests, only one has a clear positive result
100.0%
127.0%100.0% 102.6%
Images
CTR
Images
CTR *
Not significant Significant
* CTR test vs control, with original image set to 100%. First test > 5m imps, second test >40m imps.
#SMX #11B @AndreasReiffen
Image test seems to work when image sets you apart
Images
Competition
Images
Competition
Image type varies  no effect Stand out  positive effect
BA BA
#SMX #11B @AndreasReiffen
Your key take aways
Image testing can have
an effect:
Stand out when many
offer the same product
There are areas where testing
can have a more significant
impact and the return on effort
is much bigger.
Images are important
for Google to match
queries
mountain
#SMX #11B @AndreasReiffen
Feed Title Optimization
#SMX #11B @AndreasReiffen
In feed optimisation, titles are most promising.
Product titles Google CategoryProduct description
Evening dress
by TFNC…
before destroyed
100% 98%
Baseball cap
by Nike…
Shoes > …
> Athletic Shoes
118%
100%
destroyedbefore
Clothing > …
> Rain Suits
Lipsy Lace Dress
Navy blue..
Party Dresses
Navy Blue Lipsy…
title
changed
original
100%
960%
Imps Imps Imps
#SMX #11B @AndreasReiffen
Testing further strategies to determine impact of title
changes
1
2
3
4 accounts from 3 clients & 3 verticals
16.8k titles changed
5.2m Impressions generated in total
#SMX #11B @AndreasReiffen
What we found out:
Unrelated Terms
Terms with volume on google but no
relation to product - therefore don’t
show up in product titles.
Seasonal terms: Christmas/ Black Friday
General terms: gift/ fashion/ online
 Google is too smart: Unrelated terms
have no impact
Existing Queries
High share of voice existing queries,
not included in titles.
Synonyms: Laptop  Notebook
Trainers  Sneakers
 Slight impact but not worth the
effort.
Under-Represented
Queries
1. Low share of voice existing, not
included in titles.
2. High trafficText Ads terms, not
receiving Shopping Impressions
 Success: Significant increase in
volume
#SMX #11B @AndreasReiffen
Under-represented queries – Strong positive impact
100100
111
134
+34%
+11%
Account LevelQuery Level
After
Before
Impressions
This strategy has proven to be the most
successful.
As the high text ads traffic on these terms
already indicated, the impression volume
on Shopping had potential for growth.
#SMX #11B @AndreasReiffen
Low/mid-level traffic queries with market potential are the
best choice
Title change:
+Designer Trainer
Share of available
volumeImpressions on query
Reebok Z Pump Fusion Training - Men
DesignerTrainer by Reebok Z Pump
FusionTraining
across 39 products KW planner Traffic /
m before
Traffic /
m after
Example
100100 116
7.100
Query Level
+16%
+7.000%
Account Level
After
Before
#SMX #11B @AndreasReiffen
Including existing queries can be succesful
Jordan 1 Flight 4 Premium Space Jam
Jordan Kids - Jordan 1 Flight 4
Premium Space Jam
across 26 products
Example
100100
120
167
Query Level
+20%
+67%
Account Level
After
Before
KW planner Traffic /
m before
Traffic /
m after
Title change:
+Jordan Kids
Share of available
volumeImpressions on query
#SMX #11B @AndreasReiffen
Your key take aways
Title optimisation works.
Up to 30% more
Impressions!
Don’t overwrite
important terms!
(it will eat up your gains)
Focus on
product-related
and
low share of voice
#SMX #11B @AndreasReiffen
For a detailed step by step guide on how to
define which terms to add to your titles,
visit our blog at:
www.crealytics.com/blog/title-changes-
how-to/
#SMX #11B @AndreasReiffen
Thank you!
Subscribe to our blog
blog.crealytics.com

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Advanced Google Shopping: data insights from behind the scenes

  • 1. #SMX #11B @AndreasReiffen Data Insights from Behind the Scenes Advanced Google Shopping
  • 2. #SMX #11B @AndreasReiffen About… • Data-driven online advertising strategist • Online retail expert • Entrepreneur • Over €3 billion in customer revenues last year • SaaS product for Google Shopping & Search • 130 true experts in their field • Offices in Germany & UK, new office in NYC … me … crealytics & camato
  • 3. #SMX #11B @AndreasReiffen Topics we will cover today.. Economies of Google shopping Role of price Image testing Product title testing How does price influence performance? How big a role does price play in product ranking? CPCs have decreased! What will happen next? How can you test images properly? What is the effect of image changes? Can you manipulate titles and get more relevant user queries?
  • 4. #SMX #11B @AndreasReiffen Global Shopping growth 2016 Shopping Click Share 2014 - 2016 In 2016 Shopping clicks kept increasing while CPCs decreased – why? Clicks CPC -15% 36% *Alphabet earnings report 74% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% Q2Q1 2016 Q2 Q4 Q4Q4Q3 Q3 Q3Q2Q1 2015 Q1 2014 Shooping TextAds *Internal data US + EU
  • 5. #SMX #11B @AndreasReiffen Click Share by device YoY Increasing mobile click share As predicted by Google, mobile click share in Shopping has increased massively over the past few years, so that since 2016 the majority of clicks is generated by mobile rather than desktop 100 84 16 49 51 30 2016 100 70 100 62 38 100 2015 Desktop 20172014 Mobile
  • 6. #SMX #11B @AndreasReiffen Ad space pushing organic space Resulting in stronger growth More advertising space Paid +78% +16% Organic
  • 7. #SMX #11B @AndreasReiffen Impression volume for generic terms (M) More Shopping results for generic queries In 2016 Google started increasing the amount of Shopping Impressions for generic terms, leading to an overhead in available queries. Q4 2015 Q3 2016 66 Q4 2016 Q3 2015 Q1 2015 Q2 2016 8 Q1 2016 10 9 6 7 4 Q2 2015 2 6 2 Q1 2015 5 Q4 2015 Q3 2015 3 Q2 2016 5 Q2 2015 2 Q1 2016 Q4 2016 Q3 2016 5Category termsDesigner terms
  • 8. #SMX #11B @AndreasReiffen Paid sessions per user YoY Navigation happening on Google rather than website 46% shopping conversions have 3+ shopping clicks 29% text ads conversions have 3+ text ads clicks Google Website Purchase 1.39 1.48 1.73 2014 +17% 2016 1.41 TextAds Shopping
  • 9. #SMX #11B @AndreasReiffen Shopping vs Text Ads CPC & RPC CR by device Shopping more profitable despite higher overall CPCs 100100 162 121 +21% +62% RPCCPC TextAds Shopping 97% TextAds Mobile 61% 189% Shopping Mobile TextAds Desktop Shopping Desktop 100%
  • 10. #SMX #11B @AndreasReiffen Your key take aways Strong ongoing growth of ad inventory supply is leading to CPC deflation Be faster than your competition! Move budget to Shopping now! CPCs still higher than on Text Ads but due to high CR Shopping more efficient than Text ads
  • 12. #SMX #11B @AndreasReiffen Impressions and clicks in Google Shopping are often very sensitive to price changes Clicks drop off after product price increase Chart Info 5% price increase coincides with a 60% decrease in clicks 0 20 40 60 80 100 120 0 10 20 30 40 50 60 Pricein£ +5% clicksown price Google product category: Apparel & Accessories > Shoes > Sneakers Brand: Days Clicks Price
  • 13. #SMX #11B @AndreasReiffen Cheap products generate the lion‘s share of total traffic Traffic of similar products within one shop Key insights Cheap products generated much more traffic despite similar number of products in both groups Imps 134% 4.282.611 1.828.412 103.803 135% Clicks 44.122 2.047 9% # of products 1.876 expensive products cheap products
  • 14. #SMX #11B @AndreasReiffen Despite getting more traffic, the performance of the cheaper products is much more efficient. Performance of similar products within one shop Key insights Number of orders through cheap products almost 3 times higher. Higher CR resulting in CPO being ~30% lower 40 28 -29% CPO Conversions 1,042 +280% 274 61% 0.6% CR 1.0% expensive products cheap products
  • 15. #SMX #11B @AndreasReiffen Price is very important in terms of ranking but there are other factors as well $ Retailer Rating New retailers will be rated down, seller ratings help Performance History More history leads to more impressions Price Users favor cheaper products, so these achieve better positions on google Bid Bid is important but can be outweighed by product price According to Google, price is not an explicit factor in their algorithm, but maybe taken into account through machine learning if users favor lower prices
  • 16. #SMX #11B @AndreasReiffen Position of cheapest offer Product price has a massive impact on position! Pos 1 Pos 2 14% 65% Cheapest Pos 5 + Pos 4 4% 7%Pos 3 11% * Data from price comparison provider based on > 3000 queries Is Google shopping a price race to the bottom? In 65% of all cases in our sample, the product with the most competitive price was ranked on position 1, no matter the retailer!
  • 17. #SMX #11B @AndreasReiffen The way out: We analysed what people actually bought when they clicked on a product ad Same Designer Different Designer purchaseclick 34% 16% 14% 15% 21% 36% Different Category SameCategory
  • 18. #SMX #11B @AndreasReiffen Your key takeaways Don’t overbid on expensive products, rather consider price changes Price and bid management will be merged one day Discounting only a few select products could be a killer strategy $.47$.47-50%
  • 20. #SMX #11B @AndreasReiffen Challenges to image testing Do I have cassified images? Time lag SERPs vs shopping tab A B Shopping tab: Products clustered into one offer list. Not necessarily your image! Time to index new image: • Up to 72 hours when URLs are changed • Up to 6 weeks if URLs remains the same (server- side image swap) Know when you measure “A”. More data required. Long testing cyle. Change images consistently fromA to B across entire category
  • 21. #SMX #11B @AndreasReiffen About the data 1 2 3 2 fashion retailers: 1800 images changed in total > 40m impressions Products were ignored if not available at all times target metrics: CTR (user), impressions (Google)
  • 22. #SMX #11B @AndreasReiffen Change images in “test“, use “control“ as baseline. Compare KPIs throughout test to eliminate seasonality. Test Control Before During After
  • 23. #SMX #11B @AndreasReiffen Model image 2.6% stronger CTR Model image 27% stronger CTR Two tests, only one has a clear positive result 100.0% 127.0%100.0% 102.6% Images CTR Images CTR * Not significant Significant * CTR test vs control, with original image set to 100%. First test > 5m imps, second test >40m imps.
  • 24. #SMX #11B @AndreasReiffen Image test seems to work when image sets you apart Images Competition Images Competition Image type varies  no effect Stand out  positive effect BA BA
  • 25. #SMX #11B @AndreasReiffen Your key take aways Image testing can have an effect: Stand out when many offer the same product There are areas where testing can have a more significant impact and the return on effort is much bigger. Images are important for Google to match queries mountain
  • 26. #SMX #11B @AndreasReiffen Feed Title Optimization
  • 27. #SMX #11B @AndreasReiffen In feed optimisation, titles are most promising. Product titles Google CategoryProduct description Evening dress by TFNC… before destroyed 100% 98% Baseball cap by Nike… Shoes > … > Athletic Shoes 118% 100% destroyedbefore Clothing > … > Rain Suits Lipsy Lace Dress Navy blue.. Party Dresses Navy Blue Lipsy… title changed original 100% 960% Imps Imps Imps
  • 28. #SMX #11B @AndreasReiffen Testing further strategies to determine impact of title changes 1 2 3 4 accounts from 3 clients & 3 verticals 16.8k titles changed 5.2m Impressions generated in total
  • 29. #SMX #11B @AndreasReiffen What we found out: Unrelated Terms Terms with volume on google but no relation to product - therefore don’t show up in product titles. Seasonal terms: Christmas/ Black Friday General terms: gift/ fashion/ online  Google is too smart: Unrelated terms have no impact Existing Queries High share of voice existing queries, not included in titles. Synonyms: Laptop  Notebook Trainers  Sneakers  Slight impact but not worth the effort. Under-Represented Queries 1. Low share of voice existing, not included in titles. 2. High trafficText Ads terms, not receiving Shopping Impressions  Success: Significant increase in volume
  • 30. #SMX #11B @AndreasReiffen Under-represented queries – Strong positive impact 100100 111 134 +34% +11% Account LevelQuery Level After Before Impressions This strategy has proven to be the most successful. As the high text ads traffic on these terms already indicated, the impression volume on Shopping had potential for growth.
  • 31. #SMX #11B @AndreasReiffen Low/mid-level traffic queries with market potential are the best choice Title change: +Designer Trainer Share of available volumeImpressions on query Reebok Z Pump Fusion Training - Men DesignerTrainer by Reebok Z Pump FusionTraining across 39 products KW planner Traffic / m before Traffic / m after Example 100100 116 7.100 Query Level +16% +7.000% Account Level After Before
  • 32. #SMX #11B @AndreasReiffen Including existing queries can be succesful Jordan 1 Flight 4 Premium Space Jam Jordan Kids - Jordan 1 Flight 4 Premium Space Jam across 26 products Example 100100 120 167 Query Level +20% +67% Account Level After Before KW planner Traffic / m before Traffic / m after Title change: +Jordan Kids Share of available volumeImpressions on query
  • 33. #SMX #11B @AndreasReiffen Your key take aways Title optimisation works. Up to 30% more Impressions! Don’t overwrite important terms! (it will eat up your gains) Focus on product-related and low share of voice
  • 34. #SMX #11B @AndreasReiffen For a detailed step by step guide on how to define which terms to add to your titles, visit our blog at: www.crealytics.com/blog/title-changes- how-to/
  • 35. #SMX #11B @AndreasReiffen Thank you! Subscribe to our blog blog.crealytics.com