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5 Reasons to Love
Fuzzy Lookup
SLIDESHARE.NET/MarcoBonomo4
@MarcoBonomoSEO
Marco Bonomo // MediaCom
IN DIGITAL
MARKETING
SINCE
2015
@MarcoBonomoSEO MarcoBonomo.co.ukBrightonSEO
I HAVE BEEN FEATURED
@MarcoBonomoSEO MarcoBonomo.co.ukBrightonSEO
I’M A
GENTLEMAN
FROM
VERONA
MarcoBonomo.co.uk
BUT FIRST,
LET ME ASK
YOU A
QUESTION…
WHO LIKES
BORING,
REPETITIVE
TASKS?
WHAT ABOUT
TIME SPENT IN:
❖ 404s REDIRECTS
❖ SITE MIGRATIONS
❖ KW PRUNING
I HAD TO FIND
A SOLUTION!
SO, I WROTE A PIECE…
@MarcoBonomoSEO MarcoBonomo.co.ukBrightonSEO
MarcoBonomo.co.uk@MarcoBonomoSEO BrightonSEO
‘In the wave of data-driven SEO… this post
focuses on setup instructions and hands-on
applications on Excel to allow you to handle
404s and web migrations with ease.’
Marie Haynes Search News – Episode 75
MARIE HAYNES
Recommended reading
HOW FUZZY
LOOKUP WORKS
LET’S START BY SAYING
WHAT FUZZY LOOKUP IS NOT:
▪ VLOOKUP
▪ INDEX & MATCH
@MarcoBonomoSEO BrightonSEO
/sofas/corner-sofas/20500
/sofas/sofa-beds/20900
/sofas/sofa-beds/brochure
/sofas/sofa-beds/old-form
DATA SET 1 DATA SET 2
/sofas/corner-sofas/
/sofas/sofa-beds/new-form
/sofas/sofa-beds/brochure
/sofas/sofa-beds/20900
VLOOKUP AND INDEX & MATCH
WORK WELL WITH EXACT MATCH
@MarcoBonomoSEO BrightonSEO
/sofas/corner-sofas/20500
/sofas/sofa-beds/20900
/sofas/sofa-beds/brochure
/sofas/sofa-beds/old-form
DATA SET 1 DATA SET 2
/sofas/corner-sofas/
/sofas/sofa-beds/brochure
/sofas/leather-sofa/0900
/sofas/sofa-beds/0900
…BUT THEY ARE USELESS AT
PROVIDING A SIMILARITY MATCH
@MarcoBonomoSEO BrightonSEO
FUZZY LOOKUP
IS NOT
MACHINE
LEARNING…
@MarcoBonomoSEO BrightonSEO
…FUZZY
LOOKUP IS
MACHINE
COUNTING
@MarcoBonomoSEO BrightonSEO
FUZZY LOOKUP SIMPLY PROVIDES A
SIMILARITY SCORE BASED ON THE
NUMBER OF MATCHING CHARACTERS
=
/sofas/sofa-beds/20900 13
/sofas/corner-sofas/20500 12
/sofas/sofa-beds/brochure 8
/sofas/sofa-beds/old-form 5
DATA SET 1 DATA SET 2
/new-collection/ sofa-beds/20900
/new-collection/ sofa-beds/20700
/ sofa-beds/brochure
/ sofas/corner-sofas/
@MarcoBonomoSEO BrightonSEO
AS A RESULT, URLs WITH A SIMILAR
PATH GET A GREAT MATCH
Existing URLs New URLs
/sofas/corner-sofas/venice /new-sofas/corner-sofas/venice
/sofas/sofa-beds/paris /new-sofas/sofa-bed/paris
@MarcoBonomoSEO BrightonSEO
Existing URLs New URLs
/sofas/corner-sofas/venice /new-sofas/corner-sofas/
/sofas/sofa-beds/paris /new-sofas/sofa-bed/
WHILE URLs WITH NO DIRECT MATCH GET
PAIRED WITH THE CLOSEST CATEGORY
@MarcoBonomoSEO BrightonSEO
WHICH RESULTS
SHOULD I EXPECT?
IT DEPENDS ON YOUR
URL STRUCTURE &
SITE SIZE
ON AVERAGE, IT HELPS IN SAVING AT
LEAST 30 TO 50% OF MANUAL WORK
50%
30%TO
FUZZY LOOKUP
SET UP
DOWNLOAD THE FUZZY LOOKUP
ADD-IN ONTO YOUR MACHINE
@MarcoBonomoSEO BrightonSEO
REFINE THE DATA SETS, E.G.
TAKING AWAY THE DOMAIN NAME
https://www.mywebsite.com/sofas/corner-sofas
@MarcoBonomoSEO BrightonSEO
CREATE A TABLE FOR THE
TWO DATA SETS
@MarcoBonomoSEO BrightonSEO
CLICK ON FUZZY LOOKUP
AND SELECT THE DATA SETS
@MarcoBonomoSEO BrightonSEO
SET THE SIMILARITY THRESHOLD
AROUND 0.6 – 0.7 TO AVOID LOSS
OF ACCURACY
@MarcoBonomoSEO BrightonSEO
AND THEN
YOU ARE
GOOD TO GO!
FIVE REAL-LIFE
APPLICATIONS
SITE
MIGRATIONS
1
ochure
rm
0
s Live URLs
/sofas/corner-sofas/20500
/sofas/sofa-beds/20900
/sofas/sofa-beds/2018-brochure
/sofas/sofa-beds/old-form
CRAWL THE WEBSITE TO
GATHER ALL THE LIVE PAGES
@MarcoBonomoSEO BrightonSEO
/sofas/sofa-beds/2019-brochure
/sofas/corner-sofas/
/sofas/sofa-beds/new-form
/sofas/corner-sofas/20600
Staging Site URLs Live URLs
/sofas/corner-sofas/2
/sofas/sofa-beds/2090
/sofas/sofa-beds/2018
/sofas/sofa-beds/old-
GATHER THE PAGES FROM THE
STAGING WEBSITE
@MarcoBonomoSEO BrightonSEO
USE FUZZY LOOKUP TO AUTOMATICALLY
MATCH THE TWO DATA SETS
/sofas/sofa-beds/2019-brochure
/sofas/corner-sofas/
/sofas/sofa-beds/new-form
/sofas/corner-sofas/20600
Staging Site URLs Live URLs
/sofas/corner-sofas/20500
/sofas/sofa-beds/20900
/sofas/sofa-beds/2018-brochure
/sofas/sofa-beds/old-form
@MarcoBonomoSEO BrightonSEO
REDIRECTS
2404
ochure
rm
0
s Live URLs
/sofas/corner-sofas/20500
/sofas/sofa-beds/20900
/sofas/sofa-beds/2018-brochure
/sofas/sofa-beds/old-form
CRAWL THE WEBSITE TO
GATHER ALL THE LIVE PAGES
@MarcoBonomoSEO BrightonSEO
@MarcoBonomoSEO BrightonSEO
GATHER THE DEAD PAGES (404s)
USE FUZZY LOOKUP TO AUTOMATICALLY
MATCH 404s WITH LIVE PAGES
@MarcoBonomoSEO BrightonSEO
BROKEN
BACKLINKS
3
ochure
rm
0
s Live URLs
/sofas/corner-sofas/20500
/sofas/sofa-beds/20900
/sofas/sofa-beds/2018-brochure
/sofas/sofa-beds/old-form
CRAWL THE WEBSITE TO
GATHER ALL THE LIVE PAGES
@MarcoBonomoSEO BrightonSEO
GO TO AHREFS
@MarcoBonomoSEO BrightonSEO
1) ADD THE
DOMAIN
2) CLICK ON
BROKEN
BACKLINKS
@MarcoBonomoSEO BrightonSEO
3) EXPORT
THE URL LIST
@MarcoBonomoSEO BrightonSEO
USE FUZZY LOOKUP TO AUTOMATICALLY
MATCH THE TWO DATA SETS
@MarcoBonomoSEO BrightonSEO
KEYWORD
PRUNING
4
LET’S SAY WE’RE OPTIMISING FOR…
CORNER SOFA
EXPAND YOUR KEYWORD LIST
THROUGH KEYWORD RESEARCH
@MarcoBonomoSEO BrightonSEO
EXPORT THE KEYWORDS YOU
HAVE BEEN LOOKING FOR
@MarcoBonomoSEO BrightonSEO
Keywords Avg. Search Volume CPC
corner sofa 110387 1.38
corner sofa bed 33199 1.12
leather corner sofa 18164 1.52
grey corner sofa 27082 1.05
corner couch 2442 1.11
sofa bed sale 12117 1.27
cheap corner sofas 9907 0.78
fabric corner sofa 6627 1.78
convertible sofa 139 1.49
YOU’LL NOTICE A FEW KEYWORDS THAT
DON’T FIT WITH YOUR RESEARCH…
@MarcoBonomoSEO BrightonSEO
USE FUZZY LOOKUP TO MATCH HERO
KEYWORD WITH THE KEYWORD LIST
LEFT RIGHT
@MarcoBonomoSEO BrightonSEO
FUZZY LOOKUP WILL ORDER
THE KEYWORD LIST BASED ON
THE SIMILARITY SCORE
Keywords Similarity
corner sofa 1.0000
corner sofa bed 0.8571
leather corner sofa 0.8571
grey corner sofa 0.8571
fabric corner sofa 0.8571
cheap corner sofas 0.8278
corner couch 0.0000
sofa bed sale 0.0000
convertible sofa 0.0000
Low similarity
High similarity
@MarcoBonomoSEO BrightonSEO
Keywords Similarity
corner sofa 1.0000
corner sofa bed 0.8571
leather corner sofa 0.8571
grey corner sofa 0.8571
fabric corner sofa 0.8571
cheap corner sofas 0.8278
corner couch 0.0000
sofa bed sale 0.0000
convertible sofa 0.0000
BLOG
CONTENT GAPS
5
ochure
rm
0
s Live URLs
/sofas/corner-sofas/20500
/sofas/sofa-beds/20900
/sofas/sofa-beds/2018-brochure
/sofas/sofa-beds/old-form
CRAWL THE WEBSITE TO GATHER ALL THE
LIVE PAGES (EXCLUDING THE BLOG)
@MarcoBonomoSEO BrightonSEO
/sofas/sofa-beds/2019-brochure
/sofas/corner-sofas/
/sofas/sofa-beds/new-form
/sofas/corner-sofas/20600
Staging Site URLs Live URLs
/sofas/corner-sofas/2
/sofas/sofa-beds/2090
/sofas/sofa-beds/2018
/sofas/sofa-beds/old-
GATHER THE PAGES FROM THE
BLOG SECTION
@MarcoBonomoSEO BrightonSEO
USE FUZZY LOOKUP TO FIND CONTENT
GAPS IN YOUR BLOG SECTION
@MarcoBonomoSEO BrightonSEO
TAKEAWAYS
FUZZY LOOKUP ISN’T CASE SENSITIVE
…WHICH MAKES THE PROCESS EVEN MORE
STRAIGHTFORWARD
@MarcoBonomoSEO BrightonSEO
DON’T BE LIMITED BY TEXT DATA...
BY DEFAULT, FUZZY LOOKUP WORKS JUST WITH TEXT
DATA, BUT A SIMPLE FORMULA WILL DO THE TRICK!
@MarcoBonomoSEO BrightonSEO
TEXT
NUMBERS
=SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTIT
UTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(A1,0,"zero"),1,"one"),2,"two"),3,"three"),4,"fo
ur"),5,"five"),6,"six"),7,"seven"),8,"eight"),9,"nine")
2) FUZZY LOOKUP MAGIC
=SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(SUBSTIT
UTE(SUBSTITUTE(SUBSTITUTE(SUBSTITUTE(A1,"zero",0),"one",1),"two",2),"three",3),"four
",4),"five",5),"six",6),"seven",7),"eight",8),"nine",9)
...WITH THE ‘SUBSTITUTE’ FORMULA
JUST COPY & PASTE THIS EXCEL FORMULA IF YOU WISH
TO USE FUZZY LOOKUP WITH NUMBERS TOO!
@MarcoBonomoSEO BrightonSEO
PRACTICE MAKES PERFECT
IT WILL TAKE A FEW ATTEMPTS TO MAKE THE
MOST OF FUZZY LOOKUP… SO DON’T GIVE UP!
@MarcoBonomoSEO BrightonSEO
BONUS SECTION
WHAT IF
I NEED
MORE
POWER?
IF YOU’RE FAMILIAR WITH BIGQUERY,
HAVE A LOOK AT THESE TWO ARTICLES
@MarcoBonomoSEO BrightonSEO
A Journey Into BigQuery
Fuzzy Matching
Brian Suk
String matching in BigQuery
Natalya Kosenko
IF YOU’RE FAMILIAR WITH PYTHON,
HAVE A LOOK AT THESE TWO ARTICLES
@MarcoBonomoSEO BrightonSEO
How to Map 404 URLs at Scale
with Sentence Embeddings
Hamlet Batista
Josh Taylor
Fuzzy matching at scale
THANKS FOR
WATCHING!
@MarcoBonomoSEO
MarcoBonomo.co.uk
BrightonSEO

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5 Reasons to Love Fuzzy Lookup | BrightonSEO 2020