AI Tyre Pricing Data Scraping Case Study – Actowiz Solutions
                     AI-Powered Web Scraping for Tyre Market 
IEnHxteotlrwliag ctetoni cnEegff eIncftoivrmelya tUiosne H  
fCroommp TertipitAodr vPirsiocre:  
AWT rGahucaitd 
oaewr te ot oD S aUctrsaaesp eZitnosgm?  Da- taAot  aCA ofPrmIo to Scrapkers: Operational Guidanpmcr eeHh aoentnedslsi
ev  aen d 
RGeusiRtdaeestaurant Data – A Detailed Gui
 de
Benefiutrsnts
Introduction: Why Pricing Intelligence Matters in the Tyre Industry
The tyre industry is one of the most competitive segments within the 
aIunItnotmtrorotiovded usuectcotr. iManufacturers, wholesalers, and distributors handle hTuohnisdn rbelodgs  woifl SK
cUtsi—onl providea ac rocosms pmreuhletinpsilvee  borvaenrdvise,w m oof ddealtsa,s aetnsd,  isniczleusd—ingw theirre d perfiincitniogn , 
sLhdeiiffvftesr eawngtien tegy kptelhyse   boafap dpsaerotdaps roeiatntse ,s aAtnoPdIc  mkst alreaketveseg slisec,rs a rfpeoirgn gimo TanrxiapimlA ddizveinimsgo rat hnoend  va,a  aluanergd oe fp  sdrcoaatlae. oa tistoraightforward 
taIn 
nal 
skt.h eY oduyn admoinc' tl anndesecda peto o f peoCsosemsms eracdev, apnrciceidn g csotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
cIcaWdonimgtiptharareli hgasoetnontdsrse.i vfurieos,n ct s.ta sMitepivotal step before p 
oopdD-ebnryn- scturchasit
oenpas ung. Ts
megrusitd ae?r e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a 
extracting data from TripAdvisor ushineg a all uursee ro-ffr iseencdulryi nwge tbh sec rbaepsitn gd etaolosl .and most competitive 
Inp rtihcee sd ydnriavmesic  twhiosr lbde ohfa vdiiogri.t aCl ognassetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  oannldin dei nsihnogp epxeprse raiecnticveesl y 
FToerrinp ggAaldogvbeis oinlrare increas  i ntpsytagrirlcyened  e bms oxrpoalnuonrittd eodsrai,sn v gai sa icpow and cbreoillesitseby rhourv aiatnreitdosoue o s hn wopilinlwtahet  fdoarinms e, thets rd.xi btensive deRmuectaoongdrns fi zopinraigtca etbh aips reto recdnoudmc, ptorni sliincgero  rosevstae irl 8 r up-to-date restaurant datear s 
mmillion locations, 1 billion reviews, and is iunssta atidaebplet.ly  Aesm pfolooyd  ceonmtpheutsiitaosrt sp riacned t ra
scukpeprso rtt for 29 lanbusinessoe sst asye aehke athd
g.uages. As of 2022, when the 
differ e latest insights into menus, cuBmy uleelavnteitvr aereg rigneigvo ienrewsts ah ilsa udsra pbtaes csceordma pteihn ecg r otietincech anblii.ql lWiuoenis t,mh b aunrsekin,w eit se sbenestc rcaamnet sc  oeolvlffeidcetr ncitno gmth partge ghTreiepnAssisdvivevi seo r's reviews, and more, the Zomato API emerges as a powerful tool for scraping this invaluarbeltea il 
dmisdecatoticauu, nlotffusse  orignnaglzi nein esw,i goehuvtldse  nisn otao n st mhceoa vbller rop aredivceeerr  ymd earevrksiteaattiu'sor apnnr ticc, ianhngo  taleaffln, edvscactca adpteeio.a nSl eurrec nhlot apylr,ai cloetry  i,na tetrlalicgtion inUformaltion.
ence 
lisetminpgo.woercs kretianilergs t ot chraeft  a Proobustt eprnicintgi astrla:te gTy, hboelste ring sales, enhancing profit mOamurra gcrigonimnss,p ,ra enahndedn m sifvoaesr tkgeeuritind sgeh  daceurlsevte.osm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
rAeasptdapurovrancaht  denantsau.ra eWsg hceotemhepsre ty itoivue'rfne e asSs r, ecwsitrtahua drayptneauimrn isct grpivrii cnign gt ob eucnodmeirnsgta indc reyaosuirn gcloym pprevtiatolerns,t .a 
foIond  ebslsoegngceer,  suetailriczhiningg  af orc ofmrepseht ecnotn tceonmt, poert itao rd aptraic e nthraucskiaesrt  feaacgileitra tteos  eexffpelocrteiv ec ulpinriacriyn g 
AtT rloerpnatdiidmsp,i intzhagAit sig ogdlnou iabvdnaedi lw  stioylllor isdeei firmve esaD an sur aeyftoaatucilrtea ucr'orsme prpo assiptsipo inr oitnha ecth weeo fidreld rA coecflt ydo acwtoami ze pxSetortailtucivttiieoo nen.Cso mtom beruciel da raena .
AIAma-npao
idwst lysies,r
TeridpA wdveisbo-rs'sc rvaapsitn gse sao oluf tiinofnor cmaaptiaobn leli eosf  ac otlrleeacstiunreg  atrnovde awaiting extraction, 
We will n aavnigda itnen othvarotiuvgeh p trhesee ninttartiicoanc.i eFso ro tfh Zoosem iant ot hSec rtaopuerirs,m u,n hcosvpeirtia
 a
nlgi
nt yai,t lsoyz rc ting arpaavbeill istieecst otros , 
cpohrmoavrpnideesti sitynogur  TprwripitcAhidn vrgiisc odhra,  tdrae tafarl -otpimroev m ersue silntitavpualrleuaan dbt ilesdt arfotiabr .u mtForonrmi two resincbgrsa ipctioenmsg paercetristotoasrusr  athnted   dUseuntpaiptiloesr dtit nog  
Satscatctreaestses ignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruascrapinagn,d o ffEeurrinogp teh.e T mhoes tg sotarali gwhatfso rtwoa ardu rtooumtea ttoe
rp eepsrr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp ortaepnitdia lw oefb  
this resource.  cons
icisete bnetlyn cohbtmainairnkgi ndgat,a t raat cskca sleto. Tchki s 
fluacrtiuclae tidoenlvse,s a intdo  dtheeli vmeyrr iacdti boeneafibtlse  oifn scigrahptisn gfo Tr ipArdicviinsogr ,s tsrhaetdedginyg a lnigdh ts oanle hso w this 
plparnonceinssg .can be initiated, including exploring the initial steps involving API utilization. Dive into the realm of data-driven insights with TripAdvisor scraping.
Client Overview
EHxotrwa cttoi nEgff eIncftoivrmelya tUiosne  fCroommp TertipitAodr vPirsiocre:  
AW GhuHow to Use Zomato ATracaiktd eaerr ste:o  OD Sapcterarasapetiitnosgn?  aD-l a AGt auC of
PrmIo tpmor  eHShcoertnaepidance andsl si
ev  aen d 
RGBeeusni
Rtdea
eeusfitr
tanutrsant Data – A Detailed Guides
The client is a global player in tyre design, manufacturing, and distribution for 
passenger and commercial vehicles. Their sales network spans the US, EU, and 
Asia, supported by a wide network of distributors and retail partners.
While the company had strong in-house analytics capabilities, the team lacked 
acIcnests rtoo rdeaul-ticmtei competitor pricing data. Distributor websites often update Ipnrictesr doadily,u mcaktiniog mnanual monitoring impossible. The company wanted a 
Tohisn blog will provide a comprehensive overview of datasets, including their definition, sLdoeifflvuetireaongntin  tgtyh ptaehset  ocafop dpuarlotdap:sreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
taIns kt.h eY oduyn admoinc' tl anndesecda peto o f peoCsosemsms eracdev, apnrciceidn g csotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
IcWdonimgtiptharrel hasoetontdrsei vfurieos,n ct s.ta sMite oopdD-ebnryn- scttoenpas usmegrusitd aer e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a •epxitvCroaotcatllle sctte pc obmefopree tiptuorcrh parsoindg.u Tcht ep arilclu?ing data from TripAdvisor using a uersese  rao-ffur isteeoncmdulryai nwtigec tbah lselyc rb aferpsoitnm gd e tfaolosul .ar nmd amjoosrt  dciosmtrpibetuittivoer  
Inp rtihcee sd ydnriavmesic  twhiosr lbde ohfa vdiiogri.t aCl ognassetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  oannldin dei nsihsites n
ogp epxeprse raiecnticveesl y 
TerinpgAadgveis oinr  psrtiacned ms oonuitto raisn ga a cproowsse rvhaoruiosues  wpiltaht foarn extensive databa e comprisi g over 8 are increasingly explored and celebrated online, thmes d. eRmecaongdn fizoirn gu pt-htios- dtraetned r,e osntaliunrea nret tdaailtear s 
•mmillion locations, is iuDnsseta ateidacebtple tp.ly r Aiecsme  p1d billion reviews, and support ffolooiffyd  eceorenmtnphceuetsiistao sbrt sep rtiawcneed t erabncu krseeinrgse istosone sotr 29 languages. As of 2022, when the s  aasyen aedhk e batrhdae.n dlastest insights into menus, 
cum
reBvyie 
ulelavteivraeg rinegv ierewtsa ils udraptas scerda ptihneg  otenceh nbiiqlliuoens ,m baurskin, eits sbeesc caamne c oelvleidcet ncto mthparte hTreipnAsidvvei sroert'as il 
•mdeaI ws, anttdicaeu, nlotiffusef yd  pmroorme, thtieo Znomato API emerges as a powerful tool forignagz ein swigohutlds  isnaotol n et hvceo nvbetrrso ,a edveiesrr cymo aruernksteastu',s r apnrtidc, i nshgtoo tlecalkn, odvsuacctaasr scraping this invaluable pteio. nS urecnht alinformation. pr,i coer  inatetrlalicgteionnc e 
•lUisetmiDnpgeo.llwioveercrs  ckrleetiaanile,r gss trt out cchtruaerfte d a P droaobtuastst eptsrni cfiontrg i inasttrelar:ten gaTyl,  ahbnoaelsltye tiricnsg  tsoaolelss, enhancing profit 
Omura crgoimnsp,r eahnedn sifvoes tgeuriindge  dceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
rAeasptdapurovrancaht  denantsau.ra eWsg hceotemhepsre ty itoivue'rfne e asSs r, ecwsitrtahua drayptneauimrn isct grpivrii cnign gt ob eucnodmeirnsgta indc reyaosuirn gcloym pprevtiatolerns,t .a 
foIond  ebslsoegngceer,  suetailriczhiningg  af orc ofmrepseht ecnotn tceonmt, poert itao rd aptraic e nthraucskiaesrt  feaacgileitra tteos  eexffpelocrteiv ec ulpinriacriyn g 
tTroerpntdiimsp, itzhaAitsi ogdnu iavdnedi w siolllo isdeifirve esD a sr aeytoatuilrea cr'osm ppoassitsio in itnh eth weo fireldr coefl yd actoam epxetrtaitcivtieo ne.Commerce arena.
Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
Waen awlyilsli sn, aavnigda itnen othvarotiuvgeh p trhesee ninttartiicoanc.i eFso ro tfh Zoosem iant ot hSec rtaopuerirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
asctcreastesignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruarpeesr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp ortaepnitdia lw oefb  
thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
The Business Challenge
EHxotrwaH 
cttoing Informow E tffoe Uctsiev eZly
a
o 
tUiosne  fCroommp Trmat et
ipitAodr vPirsiocre:  
AWT rGahucaiktd eaerr ste:o  OD Sapcterarasapetiitnosgn?  aD-l aA
ot  A GauC of
PrmIo tpmor  eHSidanceh
cr
 aoentn
aepslsiev  d aen d 
RGBeeus
R
nitda
eeusrtanutrsant Data – A Detailed Guideefits
Data Fragmentation Across Distributors
Each distributor website had a unique design, search structure, and product 
taxonomy. While some offered clear SKU-level details, others displayed 
unstructured data such as “Best Seller” or “Limited Offer” without 
standardized tags. The client’s team needed to scrape and normalize this data 
IfonIrn at trcoronosdisdtueunctc tptiroiicing benchmark.
Tohisn blog will provide a comprehensive overview of datasets, including their definition, Ldeiffvereangtin tgy ptehse  oafp dparotapsreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
DtaIynsn kt.ah emY odicuyn  Cadomoninct' tel annntde saecdna dpet Ao o nf ptieo-CsBosoemstms  Seyracsdetv,e apmnrcisceidn g csotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
IcWdonimgtiptharrel hasoetontdrsei vfurieos,n ct s.ta sMite oopdD-ebnryn- scttoenpas usmegrusitd ae?r e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a Depxisitvtroaritcbatilun sgtto edrpa  wtbae ffrboorsmei t pTerusipr cuAhdsaevsidisno gmr.  uoTshdineeg ar anll uu Jrsaee vro-affr Sisecenrciduplryti n wfgre atbmh sece rbwaepsoitnr gdk estao wlosl i.tahnd d mynoastm ciocm petitive 
cInop nrtihctee snd ytd nrlioavmaesdic i tnwhgios.r  lbMde ohafan vdyiiog pri.t aCgl oegnasss ertqreouqneuonmitrlyey,,d  aw c hsleiiegrenn itfic-ucsaliinndtae rp yro edrtneioldinge hrotisfn  oagnn oldin rde Ai nsJihnAogp epxeprse raiecnticveesl y TerinpgAadgveis oinr  psrtiacned ms oonuitto raisn a powerhouse w X calls. are increasingly explored agn da ccreolessb rvaatreido uosn piltaht an extensiveline,f otrhmes d. eRmecaongdn fi zdoinar gta baupt-htis e comprisi g over 8 Additionall o-d
traetned r,e osntaliunrea nret tdaailtear s 
mmilulisotn a dloecpattliyo,  neasmn, pti1lo- by iolclitoo mfin prreetwvitioaerwl lpsr,  (iclaienk detr  aAscukpeaprmso rtato i f soatran y2d 9a C hlleaoanudg.duaflgaerse. )A ms aodf e2 0s2t2a,n wdhaerdn  the is insatiable. As food enthusiasts and businesses seek the latest insights into menus, 
sccuBrmya pulelianvtegivr aetgo rioneglvs ie riews surp s ed the one billion mark, it became reviews, and moret,a tihl ed aZtoam sacrtoa pAinPgI  etemcehrngieqsu eass,  ab upsoinweesrsfuels  tcoaonl  fcooelvleidcent that Tripr scrta pcionmg ptrheish einnAsidvvei sroer's valuabltea il mdeatticau, loffuse rignagz ein nswiegoffhutldsc  itisnotvoen .t hceo vberro aedveerr ym arerksteatu'sr apnrtic, inhgo tlealn, dvsaccaapteio. nS rental, or a traction information. uch price intelligence 
lUisetminpgo.lwoercs kretianilergs t ot chraeft  a Proobustt eprnicintgi astrla:te gTy, hboelste ring sales, enhancing profit 
ROemugra icrogonimnaspl,r  ePahrneidcn esif vVoesa tgeriuraiindtigeo  dnceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g rAeasptdapurovrancaht  denantsau.ra eWsg hceotemhepsre ty itoivue'rfne e asSs r, ecwsitrtahua drayptneauimrn isct grpivrii cnign gt ob eucnodmeirnsgta indc reyaosuirn gcloym pprevtiatolerns,t .a 
PforIoincd e esbs lsfoeognrgc eterh,  esue staialriczmhiniengg t ayf roerc o fmreposehdt ecnlo tvn taceronimet, dpoe srt itgao nrd ifiaptcraiac ne ntltyhra ubcskeiaetsrwt  feaaecginlei trta htteos   UeexSffp elaocnrteidv e cE uUlpinr iacriyn g 
dtTruoeerpntd iitmsop, i tzlhoaAitsgi oigdsnuti iavdcnesdi ,w  simiolllo ispdeiofirvre esD a sr aeytoatuilrea cr'osm ppoassitsio in itnh eth weo fireldr coefl yd actoam epxetrtaitcivtieo ne.Commerce arena.Amidst TripAdvisor's vastt  dsuetia eosf,  ainnfodr maatirokne tli epso sai titorenaisnugre.  Mtroavneu alw maitoinngi toexrtirnagc tion, 
cWoaenu alwdlyi lsnli son, ata vtnirgdaa ictnekn  otthvhareotisuvegeh  cp htrheasene gnintetarstiic oiannc .ir eFesoa ro lt ftih Zomoseme i.ant ot hSec rtaopuerirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
asctcreastesignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruarpeesr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp ortaepnitdia lw oefb  
thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Need for Automated Benchmarking
EHxotrwa cttoi nEgff eIncftoivrmelya tUiosne  fCroommp TertipitAodr vPirsiocre: The branHd noeewde dt noot  Uonsly era wZ data but also actionable intelligence—for  
eAxWTa rmGahplucea:iktd eaerr ste:o  OD Sapcterarasapetiitn
o
osg
m?  Da- taAot  aCA ofPrmIo to Scrape 
Restaur nal Guidan
pmcr eeHh aoentnedsl siv aen d 
•RGBeWeushniitcdhea edfiuisttrrisbuntotrss
a offnetre dD coanstisate n–t  pAric eD unedteracuitlsed Guide
• Which SKUs had the highest margin erosion
• Which models frequently went out of stock
The solution had to extract, process, and visualize these trends efficiently.
The Actowiz Solutions Approach
Actowiz Solutions designed a multi-layered, AI-driven scraping framework 
customized for automotive and tyre data collection.
Discovery and Scoping
Our data engineering team conducted a discovery audit of the four distributor 
websites. Each was mapped for:
• Page structures and HTML layouts
• Product listing patterns
• Dynamic rendering methods (React, Vue, or server-side)
I•nInPtrtricroinogd adunudc pctrotimoiontion fields
•TohiSs toblcokg  awnildl  aprvoaviildaeb iali tcyo mmparrekheernssive overview of datasets, including their definition, Ldeiffvenreangtin tgy ptehse  oafp dparotapsreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
TthaInsi skt. h pehY odauysn ea dmaolinlco' tlw annededse cdua sp etto oo  fd peoeCsosiemgsnms seiratcdeev-, aspnprceicecidni fig cso tcrmraaptewugteyle rs rtsas kntoidlls sc  paatporta umaroceuh einetv, ee rsypt hericesi.la ellvyOa ufnor rt  
IcWdonimgtiptharrel hasoetontdrsei vfurieos,n ct s.ta sMite oopdD-ebnryn- scttoenpas usmegrusitd ae?r e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycoomparidata poin . u thsroonu agsh  a 
epxitvroatcatiln sgt edpa tbae ffroorme  pTruiprcAhdavsiisnogr.  uTshineg a all uursee ro-ffr iseencdulryi nwge tbh sec rbaepsitn gd etaolosl .and most competitive 
Inp rtihcee sd ydnriavmesic  twhiosr lbde ohfa vdiiogri.t aCl ognassetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  oannldin dei nsihnogp epxeprse raiecnticveesl y 
TerinpgAadgvisoare incree ain
r s
si npgr
tiandlcye e m
s oonuitto raisn ga a cprowerhouse with axplored and ceolessb rvaatreido uosn plinlaet,f otr
nm se.x tensive databa e comprisi g over 8 
AI-Driven Crawlers and Scheduli he de
Rmecaongdn fizoirn gu pt-htios- dtraetned r,e osntaliunrea nret tdaailtear s 
mmilulisotn a dloecpattliyo nesm, p1lo by ilclioomn preetvitioerw psr, icaen dtgr ascukpeprso rtto  fsotra 29 languages. As of 2022, when the is insatiable. As food enthusiasts and businesses sye aehke athde.  latest insights into menus, 
WcuBemy  duleelavpteilvroaeyg erinedgv  iAerewIt-saa isls sudiraspttaes dsce crdar patihwnegl  otrene billion mark, it became evidereviews, and more, the Zomato API emsce hcrnagiepqsua eabssl, e ab  oupsfo inwheaesrnsfuedlsl  itncoaognl:  fcoor llseccrta ncto mthparte hTripAdvisor's ping this einnvsiavleu arbeltea il 
mdeatticau, loffuse rignagz ein swigohutlds  isnoinformation. to
n t hceo vberro aedveerr ym arerksteatu'sr apnrtic, inhgo tlealn, dvsaccaapteio. nS urecnht aplr,i coer  inatetrlalicgteionnc e 
•lUisetmJinapgvo.lawoSecrcsr ipkrett iraenilenrgds et roit nchgr atefht r ao Purogobhu sthte eparndiclientsgis  asbtrrlao:twe gsTye, rhbsoelste ring sales, enhancing profit 
•OmurIa ncrgtoeimnlslpi,gr eeahnnedtn  stifhvoerso tgetturilindinge g d cteuolsv temosm iimenrt ioc l othhyuea lmtiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
rA an browsingeasptdapurovrancaht  denantsau.ra eWsg hceotemhepsre ty itoivue'rfne e asSs r, ecwsitrtahua drayptneauimrn isct grpivrii cnign gt ob eucnodmeirnsgta indc reyaosuirn gcloym pprevtiatolerns,t .a •foIonAd  edbsalsopegntigcevere,   suectahilricezhidningug li anf ogrc  obfmraepseht dec notn tce tonrmta, ffipoerct i taion rdt eaptnraisc iet nyt hraauncsdkiae surt p feadacagilteitera  tfterose  eqexuffpeloncrteciv yec ulpinriacriyn g 
CtTrroearpnwtdiimslpe, itrzhsaAi tsri oagdnnu ia vdanetdi  w sspiollelo isdceiifirfive cesD  tia smr aeyetoatu iilrnea crt'oesm rpvpoaaslsistsi o (ind aitnhi letyh  weoo rfir eltdrw coeifcl yde ac ptoame erpx ewtrtaietcievtieko ,ne d.Commerce arena.Amidst TripAdvisor's vast sea of information lies a treasure trove awaeitpinegn dexintrga cotinon , 
rWeagen iaowlynilsl)i  snt,o aav ncigdaa pitnetnu otrhvearo tpiuvrgeihc p etr hecsehe anintntargtiiceoasnc .i enFso  nro etfh aZoros emre ianat olt  htiSecm rtaoepu.erirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
asctcreastesignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruarpeesr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp ortaepnitdia lw oefb  
thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Data Fields Extracted
EEacxh tdrataa rcectoirnd cHow to Eg
ap tIunred included:ffecftoivrmelya tUiosne  fCroommp TertipitAodr vPirsior: 
AW GFhieuldaHitd oaewr te ot oD S aUctrsaaesp eZitnosgm?  Da-D teaAsocrti p atiCAon ofPrmIo tpmor  eHShcoertna
ce 
Trackers: Operational Guidance ane
pslsiev  aen d 
RGeuBsraiRtnddaeeusrtanutrsant Data –T yAre m aDnufaeta
d 
cturer naimleed Guide
BeMnodeel Nafimets Product line (e.g., SportDrive, EcoGrip)
Size Tyre dimensions (e.g., 225/45 R17)
Price (Local Currency) Current listed price
Discount (%) If on promotion
Availability In stock / Limited stock / Out of stock
Distributor Name Source site
Region US / EU
Timestamp Date and time of extraction
Sample Data Extract (Illustrative)
Price 
Brand Model Size Discount Availability Distributor Region
InInttrrooducti
(USD)
Tohisn Bbrliodgge
dstonuTcurtanizaon will provide  a 2c2o5m/4p5r ehen$s1i3v8e.9 0overv10ie%w of daInta Sstoectks, incTliruedRiancgk theUiSrA definition, 
Ldeiffvereeangtin tgy ptehse  oaTf0p 0dp5arotapsreiattse,R 1aA7nPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
taIns kt.h eY oduyn admoinc' tl anndesecda peto o f peoCsosemsms eracdev, apnrciceidn g Pilot Sport 225/45 c
sotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
IcWdonimgtiptMarpivohtre
li ch
al a
soheteonlirnseivfreo,n ts. sMteopd-ebryn- sctoenps umegru€s1id 4ae2r. e00 diissc e5r%ndinegs,i gonfteedIn   Sptorictokor itizinwOgpa olpknre ioce ycoouEmU partihsroonu agsh  a 
extractinsgt e
td
dp
 
a 
uibes4fco tai oDnR17tas t?ta frorme  pTruiprcAhdavsiisnogr.  uTshineg a all uursee ro-ffr iseencdulryi nwge tbh sec rbaepsitn gd etaolosl .and most competitive 
Inp rtihceeC sod nydtinrniaevmnetsaic  twhEciosrC lbodne tohafac tvd iio2gr0i.t5 a/C5l o5gn assetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  Doainnscldion udeni tn sihnogp epxeprse raiecnticveesl y 
Teriparen g
Aadl gvincre
is oinr  psrtiacne6d ms oonuitto raisn ga $125.50R16a cproowsse rvhaoruiosues  wpiltaht0 f%oarn extenLsoieasingly explored and celebrated online, thmes d. eRmecaong
vwne Sd fi
 ztdoincakgtaor u 
ba
pt-hTtioirse- 
et rcomprUisSAi g over daetned r,e osntaliunrea nret tdaailte
8
ar s
  
mmilulisotn a dloecpattliyo nesm, p1lo by ilclioomn preetvitioerw psr, icaen dtr ascukpeprso rtto  fsotra y2 9a hleaandg.uages. As of 2022, when the is insatiable. As food enthusiasts and businesses seek the latest insights into menus, 
cum
reBvy
ulativ
ie wlesv,e ara
e r
ngdi n
e
mg
vi
o C
eriewntsre,ua
 
 tria
su
hl teod 
rapta2s 2s5ce/rd5a 0p tihneg  one billion mark, it becam Zomato API etemcehrngieqsu eass,  ab upsoinweesrsfuels  tcoaon
e c oelvleidcet ncto mthparte hTreipnAsidvvisor's 
Pirelli €161.30 l for scraping this inval
eu arbeltea il 
mdeatticau, loffuse rignagz ePin7 swigohutlds  isnoRto1n 8t hceo vberro aedveerr ym arerkst
8a%urant, hoItne Slt,o cvkacatiMonyT yrreens Eet's pricing landscape. Sucht aplr,i co
Ur a traction 
inUformation
e intelligence 
lisetminpgo.lwoerc.s kretianilergs t ot chraeft  a Proobustt eprnicintgi astrla:te gTy, hboelste ring sales, enhancing profit 
Omura crgoimnsp,r eahnedn sifvoes tgeuriindge  dceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
FrAreaosptmdapur ovrtahncaeht s denan rtsaeu.rca eWosgr hcdeostemh, epAsre cty titoivuwe'rfneiz e  asSgs er, ecnwseitrtarhuaa drtayeptndeau imcrn risoct gsrpisvri-i cnriegn ggt iob enucn ocdmoeimrnsgtpa iandcr irseyaosunirn  dgcaloyms phprbevotiataolerrdns,ts .,a  
afolIlonod w ebisnlsoeggngTrip  a
cener, a slueytasilrticzshi ntingog  v afi osrcu oafmrleipzsehet  epcnortni ctceeon dmt,i pffoeert irtaeo rnd capetraisc  ea nt thbraurcsakinaesdrt   afeanacgdilei tSra KtteoUs   eleexffpveleoclrtseiv. ec ulpinriacriyn g 
troepntdims, itzhaAitsi ogdnu iavdnedi w siolllo isdeifirve esD a sr aeytoatuilrea cr'osm ppoassitsio in itnh eth weo fireldr coefl yd actoam epxetrtaitcivtieo ne.Commerce arena.
Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
Waen awlyilsli sn, aavnigda itnen othvarotiuvgeh p trhesee ninttartiicoanc.i eFso ro tfh Zoosem iant ot hSec rtaopuerirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
asctcreastesignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruarpeesr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp ortaepnitdia lw oefb  
thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Data Cleaning and Normalization
DEatxa tnorramcaltizaitinogn w Ians cfroucriaml toa entsiuoren coHow to Effectively Use 
nfsistent anal Croommp Ter
yisips. titA
Actowiz’s AI 
odr vPirsiocre: pAiWp eGli
 
Trah
neuasH iauotcktd eae
owm
rr 
a
ste
 ti
:o
t
  
coaD lSl yaU hasnOpcteraa
deslep dZ:raetiitn
osgm?  Da- tonala A
ot  aCA ofPrmIo tpmor  eHShcrape 
Restaurant Data – AG Duiedtaanilceed 
oetneslsiv aen d 
•RGCeusr  
aGnudi de
Benritedneacefiyu Ctrosnvnertsison: All EU prices converted to USD using daily exchange 
rates.
• Unit Standardization: Metric and imperial measurements aligned for 
uniform comparison.
• Duplicate Detection: Removal of similar SKUs listed across multiple 
distributors.
• Error Correction: Automated tagging of anomalies such as missing values 
or outdated listings.
This produced a clean, analytics-ready dataset delivered in CSV, Excel, or via 
API integration.
Analytics and Visualization
To make insights actionable, the final step involved creating a Tyre Pricing 
Benchmark Dashboard using Power BI and Tableau integration.
KIenIyn tMtrerotroidcdsu Duicspctlatiyoiedn:
Tohisn blog will provide a comprehensive overview of datasets, including their definition, Ldeiffvereangtin tgy ptehse  oafp dparotapsreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
•taInsA kt.hv eeY rodauygn eadm oPinrc'i tcl aenn dpesecdra  pBetor ao fn pedoCs &osem sSmsi zeerac dSev,e apgnrmciceiedn ng tcs:ot rmHapteeulgtpeys rs itdaseknidnllssti  pfyator ma maocruhkinetvt,  eep soptsheiictisi.ao llnyOi unforg r  
IcWdonimgtitanphar l storefronts. Modern consumers ardre haoperntdsmi vuieisu, cm ta svitse o.pD b-bnuyd-sgtteepat  gsapgusi.tde? e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a epxitvroatcatiln sgt edpa tbae ffroorme  pTruiprcAhdavsiisnogr.  uTshineg a all uursee ro-ffr iseencdulryi nwge tbh sec rbaepsitn gd etaolosl .and most competitive 
•Inp rtPihcreei scd eydn rDiavmieffsice  trwheiosnr lbcdee oh (fa UvdiSiog riv.t asCl  oEgnUasse)t:qr ouHneoingmthlyyl,,i  gawh hsteisgr enr eificgucialoinnnta rapylo dvrteaiolringia hotitsfo  oannnsldi n fdoei rns ihenogap cephxe prmse roaiecdnteicvele.sl y 
TerinpgAadvisor stands out as a powerhouse with an extensive databa e comprisi g over 8 
•areD inisc
gree ain price monitoring across various platforms. cousinntg lFyr eexqpuloerend and celebrated online, the de
Rmecaongdn fizoirn gu pt-htios- dtraetned r,e osntaliunrea nret tdaailtear s 
mmilulisotn a dloecpattliyo nesm, p1lo by ilcliocny  Trervaiecwkes, :a nSdh osuwpsp owrth fiocrh  2d9i sltarnibguatgoers. oAffs eorf r2e0g2u2l,a wr hen the is insatiable. As food eonmtpheutsiitaosrt sp riacned t rabcukseinrse stsoe sst asye aehke athde.  latest insights into menus, 
cuBmpy ruloelavmteivroaetig rionengv iser.ewtsa ils udraptas scerda ptihneg  otenceh nbiiqlliuoens ,m baurskin, eits sbeesc caamne c oelvleidcet ncto mthparte hTreipnAsidvvei sor's reviews, and more, the Zomato API emerges as a powerful tool for scraping this invaluarbeltea il 
mdeatticau, loffuse rignagz ein swigohutlds  isnoton t hceo vberro aedveerr ym arerksteatu'sr apnrtic, inhgo tlealn, dvsaccaaption rental, orinformation. e. Such price 
 inatetrlalicgteionnc e 
•lUisetmSintpgoo.lcwoke rAcs vkraeitlianilbeirglsi tty o t Hcheraeft m a Parpoob: uDstti seprnliaciyntsg i sasutprlap:tel ygT yb, ohbttoelsetne reincgk ss oalre so, venrhsatoncikn gr ispkrosfi. t 
•OmuHra crigsotimnospr,r iecahaneld nP srifvoices etge urTiinrdege n dcdeuslsv:t eoWsm ieenret ok lotlyhye ac lhtinya.t rniMcgaoetrese  oafvorter r o,t fo aup t il2diza0itn aSg-K dtrUhivese ,Zn ao lmeloCawotomi nAmgPeI  rtcoe  scprraicpien g 
rAeasptdapurovrancaht  denantsau.ra eWsg hceotemhepsre ty itoivue'rfne e asSs r, ecwsitrtahua drayptneauimrn isct grpivrii cnign gt ob eucnodmeirnsgta indc reyaosuirn gcloym pprevtiatolerns,t .a 
foIonfd o erbselsocegangscetier, n sgue taoilrifcz hipningrog  maf oorc otifmroepnsehat lec ncotyn ctceleonmst,. poert itao rd aptraic e nthraucskiaesrt  feaacgileitra tteos  eexffpelocrteiv ec ulpinriacriyn g 
tTroerpntdiimsp, itzhaAitsi ogdnu iavdnedi w siolllo isdeifirve esD a sr aeytoatuilrea cr'osm ppoassitsio in itnh eth weo fireldr coefl yd actoam epxetrtaitcivtieo ne.Commerce arena.
Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
TWhaen aswleyi lsili nsn,s aiagvnihgdta istne nh otehvlarpoteiuvgdeh  mp trheasere knientttiartinicoagnc .ai eFnso dro  tfsh aZoloseems ia ntte ota hSemc rtaso puiedrirse,m nu,tin hcfyosv ppeirtiianclgiitn yig,t s oi nrc tearpffiaavbceiill eistnieeccsti oetross ,,  
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afor monitoring competitors d hidden opportunities, and competitive risktsa b. eFfroomre  tshcreayp inagff ercetsetadu rparnot fid
seutpapilosr ting 
asctcreastesignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruarpeesr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp otrtaaepbniitdliia tlwy
t
 o.
o 
efb  
thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Technology Stack
EHxotLayrwera cttoi nEgff eIncftoivrmelya tUiosTnoeol s /fTCerchoonomlmogiesp TertipitAodr vPirsiocre:  
AWT rGSahcrua
H
capiniktgd F 
o
eraem
wer  to Use rswteo:rok  OD Sapcterarasape
Z
tiitn
oma
osgn?  aD-C u
t
la Ast
ootm  a CPAyt ohfPonrm sIcor atpmeorsr ( R eeHSqhuecosetsr t+na Pelapsylwsireivg h tae) n d 
RGeuAsI iCRtodmaepeounsenrttsanutrsant Data –N LA
G
P-b asDuiedtaanilceed  aGnud ed field extraction, anomaly deteicdtione
Benefits
Storage Layer AWS S3, PostgreSQL
Data Cleaning Pandas, NumPy
Analytics & Visualization Power BI, Tableau
Automation Airflow scheduler, AWS Lambda
Delivery REST API + secure client dashboard
Actowiz’s modular design allowed the system to scale up to more distributors 
or new regions without rewriting core logic.
Overcoming Technical Challenges
Handling Anti-Bot Mechanisms
Distributor websites often employed rate-limiting and CAPTCHA checks. 
IAnIctnotwtriroz’osd cdruauwclcetrtis iused:• onTohiDsn ybnloagm wicil lu psreorv-iadeg ean tc oromtpartiehoennsive overview of datasets, including their definition, 
•LdeiffvPerreaongxtiyn t gyI Ppteh pse o oaofp dlpsar otbapysrei arttese,g aAionPdnI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
taIns kt.h eY oduyn admoinc' tl anndesecda peto o f peoCsosemsms eracdev, apnrciceidn g csotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
•IcWdonimgRtipteharrqel huseteonsrseti-vfrieon,n ttesr. vsMtaeolpd r-eabrynn- dsctooenmps uizmaegtirusoid naer e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a 
epxitvroatcatiln 
aosgt etddp a uitbesfc a froortaime  p oDTruiprcnAhdavsiitsnga. Tshe atllu?re of securing the best dea• AI-based human behavoiro urs sinimg au ulastiero-fnriendly web scraping tolosl .and most competitive 
Inp rtihcee sd ydnriavmesic  twhiosr lbde ohfa vdiiogri.t aCl ognassetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  oannldin dei nsihnogp epxeprse raiecnticveesl y 
TerinpgAadgveis oinr  psrtiacned ms oonuitto raisn ga a cproowsse rvhaoruiosues  wpiltaht foan extensive databa e comprisi g ovare increasingly explored and celebrated online, trhmes d. eRmecaongdn fizoirn gu pt-htios- dtraetned r,e osntaliunrea nret tda
eirl e8 atar s 
mmilulisotn a dloecpattliyo nesm, p1lo by ilclioomn preetvitioerw psr, icaen dtr ascukpeprso rtto  fsotra y2 9a hleaandg.uages. As of 2022, when the 
Tish iisn seantisaublree. dA us nfionotde ernutphutesidas dtsa taand businesses seek the latest insights into menus, cuBmy ulelavteivraeg rinegv ierewtsa ilsurp s ed the oreviews, and more, th ed aZtoam sacrtoa pAinPgI  eten cfleh onbwiiqll iuowensh ,m ilbeau rsrkien, meits sabeiensc icanamgn e fc uoellvllyeidc cet onctmo mtphpalirtae nhTretipn wAsidivtvehis or's merges as a powerful tool for scraping this invalu arbeltea il 
wmdeeabttiscaiu,t leoffu pseo riglniagcz ieein ssw.igohutlds  isnoton t hceo vberro aedveerr ym arerksteatu'sr apnrtic, inhgo tlealn, dvsaccaapteio. nS urecnht apl, or a trainformation. rice intellicgteionnc e 
lUisetminpgo.lwoercs kretianilergs t ot chraeft  a Proobustt eprnicintgi astrla:te gTy, hboelste ring sales, enhancing profit 
Omura crgoimnsp,r eahnedn sifvoes tgeuriindge  dceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
JraAeavsptadapSurocvrarnicapht t den-Hantseau.ra eWvsyg hc ePotemahegpsree tsy itoivue'rfne e asSs r, ecwsitrtahua drayptneauimrn isct grpivrii cnign gt ob eucnodmeirnsgta indc reyaosuirn gcloym pprevtiatolerns,t .a 
foIond  ebslsoegngceer,  suetailriczhiningg  af orc ofmrepseht ecnotn tceonmt, poert itao rd aptraic e nthraucskiaesrt  feaacgileitra tteos  eexffpelocrteiv ec ulpinriacriyn g 
BtTryoe rpnintdiitmspe, itgzhaAritasi otigdnnu iagvdn ePdi w lsaiolyllo iwsdeirfiriveg eshD at srh aeyetoatauilrdea clre'ossm pspo bassirtsoio iwn sitnhe etrh swe, o fireuldrr co esfl yds acttoeam epx eatrtcaitcivutieor ane.tCeolmy mrenrcdee arrenda .
Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
dWyaenn aawlymilsli iscn,  apavnrigoda ditnuen cotthv arpotaiuvggehe p str heasene dnint teartxiicotarnca.i ecFsto ero dtfh  Zdoosaemt aian tf otr hoSecm rtao cpuleriires,m nut,n -hscoidsvpeeir tsianclgirt yipi,t sto src. tarpaavbeill istieecst otros , 
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
asctcreastesignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruarpeesr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp ortaepnitdia lw oefb  
thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Pricing Format Variations
DEiffxerternta sictetsi dnispgla yIend fproicres in formats like “$138.90”, “138.9 USD”, or “EUR 
14H2,ow to Effectiv
melya tUiosne  fCroommp TertipitAodr vPirsiocre:  
aAuWTt orG
0h”.u aOHuitdr  oAaeIw pmaactickalely.rr 
ate rost eoD r Sr eaUccos: Opter
sganaeiszp eeZdi tnaonsgdm? s  tDaa-n tadAaotr d aCiAz eofPdr mtIho etpmseor a  ecHSrohcsoser tlonaecaplees  
Restaurantr aDtaiotan a– l AG Duiedtaanilceed  aGnud
sl siv aen d 
RGBeeusnitdeaeu
ide
fitrsnts
Continuous Monitoring
Schedulers ensured crawlers ran consistently, while system alerts notified the 
team of any structural website changes, ensuring 99.6% uptime for data 
collection.
Results and Impact
The AI-based tyre data scraping solution delivered measurable results within 
the first month.
Metric Before After Actowiz Implementation
Manual effort for price tracking 18 hours/week 1 hour/week
Data freshness 7–10 days old