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Tracking counterfeiting on the Web
with Python and ML
Valerio Cosentino
Software Engineer
PyConEs, October 3rd, 2021
Tracking counterfeiting on the web with python and ml
Tracking counterfeiting on the web with python and ml
[1] https://www.cbc.ca/news/business/marketplace-counterfeits-fakes-online-shopping-1.5470639
[2] https://apnews.com/press-release/pr-businesswire/ef15478fa38649b5ba29b434c8e87c94
[3] https://www.cnbc.com/2020/03/02/shop-safe-act-2020-cracks-down-on-counterfeits-on-ecommerce-platforms.html
Buyer Marketplace Brand
Buyer Marketplace Brand
[1] https://arstechnica.com/tech-policy/2021/05/amazon-seized-and-destroyed-2-million-counterfeit-products-in-2020/
[2] https://www.ebay.com/help/policies/prohibited-restricted-items/counterfeit-item-policy?id=4276#section1
[3] https://www.aliexpress.com/buyerprotection/how_to_be_eligible.html
[4] https://ec.europa.eu/growth/industry/policy/intellectual-property/enforcement/memorandum-understanding-sale-counterfeit-goods-internet_en
?
?
?
How can a brand know if its products are being counterfeiting on the Web?
search extract evaluate get crazy
Can Python and ML help?
How can a brand know if its products are being counterfeiting on the Web?
search extract evaluate get crazy
Can Python and ML help?
EXTRACT ANALYSIS
etc..
SEARCH REPORT
How can a brand know if its products are being counterfeiting on the Web?
queries
marketplace
product
URLs
How to write effective queries?
How to set the frequency of queries?
SEARCH
queries
queue
search
product
URLs
lambda queue
scraping
API calls
SEARCH
queue
extract
lambda Dynamo
product
URLs
products
info
EXTRACT
mandatory
鍖elds
optional
鍖elds
ANALYSIS
Dynamo Aurora
contents
transform
ANALYSIS
What is a relevant content?
What is a legal/illegal content?
Relevance Detection
ANALYSIS
What is a relevant content?
What is a legal/illegal content?
Relevance Detection
manual
text analysis
image features
ANALYSIS
What is a relevant content?
What is a legal/illegal content?
Relevance Detection
rule-based
manual
text analysis
feature analysis
manual
text analysis
image features
[1] https://www.amazon.com/report/infringement
[2] https://sell.aliexpress.com/zh/__pc/77Y4QdcvjD.htm
[3] https://pages.ebay.com/seller-center/listing-and-marketing/veri鍖ed-rights-owner-program.html
[4] https://merchant.wish.com/brand-protection/brand-violation-report
Fake product
URLs
Takedown
REPORT
Takeaways
 Counterfeiting is a growing problem
 Python and Machine Learning can help
 Manual intervention is still needed
 The approach can be applied to other scenarios
Whats next?
 More data, more questions to answer
 Evolutionary analysis
 Comparative analysis
Q&A
EXTRACT ANALYSIS
SEARCH REPORT

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