Driving Sales Growth via Web Scraping E-Commerce Trends
                     DRWeraivlh-Tianimtg eI  nGSrsmoicgeahrrytt sP  rCCicreai cnk et 
SMSWtortaneriteboer agiSnmcige rFasolp riU nZinesipngitno gE,g -B lPinrkitc, Aindg  
EODCSthoPeemNrc Pcimlasrtfiiecoorircmnefsso T  rDWeanittdahs   
HoSwcr aCpaing Web Scraping 
CaseC USontulodpcyk a- f noAgr  D 4Pu0ar%ol  Sdturactet gy 
FFoor odNhavuebr  RePrvoideuwct s Data 
SOpt
PHirmiigchieze rS  GYcrroawpthin g crapSRineagtre vUsi?scineg
o AuPrIs F Aonodd W eb 
SDcrealpiivnegry Strategy?
Understanding Web Scraping Foodhub Reviews
IInInttrtrorodouddcuutcicotntioinon
InIn  tothdea yc’so mfapsett-ipacThis case studtiyv e
e dhfa
 notnalsinighlighy
e  rets crhic
t
ok
aeilw t
  eom
navironur rCkeotu,
m geanpangin
t,i nu Pg
n drodin
e
us
risgthatnsd ing market ct Pricien toS cpralapyinegr  
dpySenerafromvrimiccesa  nrisec veno oalu nltodion nmgiezaret dcoh pa tid coylnieanlm;t 'isct  smi si asar  kcnereut caeianslsa ifltyoysr. isBin uafsonirndm epesrdsiec disn eagcr ieosi poctonim-nmsiztaaakntiintolgny  
loaosntkdri Intran
stgeu gsfytoa. rinB eywd a dygesrp olowtyotih n.ig m Taphdirsov case stoduction aven cetdh etier
u cdhpyne ireqfxuoperlmso,r aewnsec e he,o mwa pdaoa wpleet aredtdoin  gtch hefaa nncltgiaeisnygt   
ccorwnicsitkuhem tIn todu
 epanr
l
ym 
atapftorcerhmfee,dr ew innitcshei gsoh,v te's dynamic qusa
r
i cn
 in2dt  omilk-co tmuh
liteomp 
n
eac
 act
rocceme  p
ivcee users,loatimntidvpseec tiadt
 u
pyoenr
t
,as
ilized our ESPNcricin
 .m sitOcasny eion fg oS fo cuottmh epK eomtrietoa
fs'ost   
Dlaetaad inSgc rea-pcionmg msolutions to enhance business intelligence and mark
iveet  
pproeowqsueitirirofeunsl.  tionostlsa ndtr 
eivrvciinesg ibp iltlaihttyfiso  rtminra.ton sfmoramrkaetito np riisc iWnge bt rSecnradps inagn Ed- Ccoomnmsuemrceer  
Tprerenfdesr.e nBcye cso. llTehcitis ncga, saen asltyuzdiny ge, xaanmd ininetse rhporewti nag  lelaardgien gv ogrocerOur customized solut lumes
y o fdelivery 
chain with 30+ onlineio ns todreelisv earecdro srso bmusatj omr aIrnkdeita nin tmelelitgreonpcoeli,t aenn
 oanline 
The client faced delayed stats, inaccurate player predictions, and re va
brleinags  
reletcvalieielr nadtgase tadto,   bRduersiavilne-Te isdmsaeetsa  -Gcbarnocck ieedrdey n ptirPifcyi npga ttdercnissi,o npsr,e dsiwctif tdlye madaanpdt, aton dm ma
ernakukeeet  
locshsaensg from poor user engagemen
ritc.e T hMeoyn niteoeridnegd  aso sluotliuotniosn  ftrhoamt  ouffse retdo  
inrterfoaanrl-mstfimeord
emse  s
, t inrt
aahnste
deir g sibcignights  udise
iifinccantoeis si
nostly enhance their profit margincr niicsnk.teetl limgeantcceh ecsa paanbdi liatilelosw and m
sa. rLkeevt epraogsiitnigo noinugr  
stsrpaetceigaileizse.d Coupang Product Data Scraping Solutio
ends  sfcorra paicncgu ratoteo lsp,l aytheer  
vcalliueantti ogna iancerdo stsh eva srtiroautse gtoicu rendagme ennet formThe Client cessa
aryts t.o excel within Coupang's fast-
F
WBT
roehmveo lvpinrgo dmuacrtk eptprilcaicneg. fluctuations to emerging trends in customer eyb  a sdcclorieanpbehaviopr,ti
tin nsggt r ouinugvrg oalledvdev asw neictxhet drma EcaStiinPntNgac ilnraiicrngigne f coao mAmPopIu eSntcittrsiav opefi n pdgrai cteianc gfhr noaomclro owgsyse ,bt thshioteue ssc alinnedn ast n  
atuorfta onmSsKfaoUtresmd  te ahmdne ad tinh nneisdeiiger.hn FtCli t S r fan
isof tyogaidneshgynu  ecbrr eaiRcgtekeiovednit e taswhlc sroo prSuirncigcrghian  pagwen rdep  biaus  tssdteceerrras neipgsni.nng egaTd ghp eetromyo  vheiaendlltsep os  ba tr usalsuetieffvngeeilrse esode.f   s 
cvoTriselhlivebiseci lnti tluceyeu d st thlueotaocamt kc easterrgi sgareends vii fidtiSiecuotawenon sart tl fyo roi amnsupa bFrlyootivopecdtsimhm uecabanl, nt sapn  ropiictno i pnmugl saetsrct rfhr oa.ro teedCtg eodinmeetslipi.ov aneTn rhyieae pnsy ld al netfevpoeelrardmtaef.god ir nmag   
thpcoeromsfiept arembhileeittnyhs oaivndeds  ,s uhollatuivmteioa ntre etlyop, o parr tsoeuvdbi dseuta pdn etittaaoli  lbe4odo0 s%int  sinihg rhigethvs einrn utoeg  rgqoruwoicwtkht-h c.oramtemse rbcey  
Bmy asrckreatp idnygn aremviicesw asn, dra etninagbsl,e  apnredc fiseee dpbriaccek  ofprotimm izcaution across their diverse idgeronctiefryyin cga taplroigci.ng gaps, understanding product 
stdoemmearsn, db ucsyincleesss,e sa ncadn  
gain insights into various aspects of their service, including food quality, 
dreefilinveinryg  tinimveens,t oarnyd s ctruastteogmieesr. satisfaction.
The client revolutionized their approach to pricing strategy and inventory 
Inmstaenagement by implementing advanced Grocery Price Data Scraping Btye cs
aydst eomf atireclaylilnyg  anona lymzinagn uael- codmatma ecrcoell ecdtaiotan , aFnodo dmhuabrk eRte vbieewhasv ioDrast,a  
Collehcntioolnog tiherso. ugThh issc rarepsinuglt eadll owins  froerm reaarkl-atbimlee  aimccpersosv etom ean ltasr gein v omluamrkee ot f 
reretaspileornss icvaen eidsse,n ptirfoyfi to pmpaorgrtiunsn,i tiaensd  tshuabts tdarnivtiea lr erevveennuuee,  gimropwrtohv.e customer 
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
experience, and optimize operational efficiency. Integrating these insights 
 with internal business intelligence helps create a cohesive strategy that 
aligns product offerings with real-time market demand, ensuring a 
competitive advantage in an increasingly digital retail landscape.
Identifying Hidden Growth Opportunities Through Online 
Data
Understanding Web Scraping Foodhub Reviews
InIntrtordoudcutciotnion
InT htihse  ccaosem psettuitdiyv e hfiagnhtliagshyt s crhicokwe t omura rCkeotu, pagnagin inPgro dinuscitg hPtsri cien toS cpralapyinegr  
pSeerfrovrimcea nrecveo aluntdio nmizaetcdh a d cylnieanmt'isc sm iasr kcerut caianla flyosr isin afonrdm perdic dinegc iosipotnim-mO iz
aaktiinogn  
anned  osuf stthaein ebdig ggerostw tchh.a lTlehnisg ecsa sfeo rs teu-dcoy memxpelrocree sb usinesses is identifyistrategy. By deploying advanced techniques, we heomw pao wleeareddin gth efa ncltiaes
nyg  
wcInrhicetkrreot d
nt 
o pulpactotfriootrumnn,i tiweitsh l ieov aemr i2d  mgriol
Inw ittho duanym'sa tcdhed insights into th
liweo ninc ogam cctopivemet iptuievstieetirso, nu.t Tilrizaedditi ounra El SaPpNpcroriaccinhfeos  
oDftaetna  rSeclyra opnin ghy inssaomluitci onqsu ictok -ceonmhmanecrec e bulasinndessc
 adpyen,a msics of South Korea's 
leading e-comm s intelli
tgaeyninceg  acnodm pmeatirtkiveet  
preoqsuitiiroens. instant
t ervrciiecsa ibpl illasitatyfloe rsmi no.tro  pemraiordkeict  reppriocrintsg,  wtrheinchds c aann lde avceo ngsupmse irn  
upnrdefeerrsetanncedsin. gT hims acrakseet  sbtuedhya veioxra. mBinye s ahpopwly inag  leaWdeinbg  Sgcroracperinyg  defloivre rEy- 
C OTcohhma
u
ei
r 
 mnc 
ceuliewrnc
sitte
tho ,f  
mc3oiz0me+dp  aosnnoilleiunstion daced delayee dc a ssntt aoctr
eoelilsvle ecared rs, inatc crdcoeusts
oa bilmuesdat j odmra tarket intelligencrate playeaIrn  dopinrae npd ircomtdieoutncrsot,sp ,ao 
epli,rt aicenabling 
clients to drive data-backed pricing decisions, swiftly adaptn dto  r
nien vgae,r neauanesd   
clloensvseeursam gfeerord m e nRpgeoaaogl-reT imumseeen rt  Geanrcogrcaoegsrsey m ePunriltcti.e pT lehM epoyln anitfteooering solutions from 
muasr ketot  
trcahnasnfogrems,  tahnedir  sbigunsiifinceasns tliyn teenllihgaennccee  tchaepira bpirlo
rdfimet dsm.  aaT rhsgioisnl usat.l iloLnew vsteh faotr  odffeeerpeedr  
real-time ins ities and market p
raogsiitnigon oinugr  
instsrpiagethcetigsa ileiinzste.od  dC
igeohmutpsaa nindngt fl oPu rccortdiucuakctiet toD nmast aat nScdhcr epasop itanengnd tiS aoall ulgotrwioenwdst  hsfc osrrea gpamicncgeu nrtatsot.eo lsp,l aytheer  
vcalliueantti ogna iacrossThe Clineend tth
 eva srtiroautse gtoicu rendagme ennetc feosrsmaaryts t.o excel within Coupang's fast-
Metric Industry Average Retail Scrape Insights Potential Impact
Tehveo clving marketpWBeyb  asdcloriepanptitin nsggt r ouinugvrg oalle
lda cwei.th maintaining 
Average Product Price dvevas necxetdra EcStiPnNgc lraicrginef coao mAmPopIu eSntcittrsiav opefi n pdgrai cteianc gfhr noaomclro owgsyse ,bt thshioteeu ssc alinnedn ast n  
aVtuoarftrai oannmScseKfaoUtresmd e amdn ad iden
1t2i%f 7-8% Optimize pricing strategynner. Fo
Cli t Succtheesirs  fSantt
yoidnhg
oarsyy
u  cbrr eiRcgekioevnite aswlc so prSirncicrgian pagne rdp  iaus tsdteeerrs neigsn.ng eaTdgh eetomy  heaenlltsp os b trusasutieffngeeirseesde.  s 
coTreolhplven eCisact etg lucee oryu dGsr tleotoakage due owthm esri grenvifi1ie5c%awnst t foroi msup bFroovopedtimhmueabnl, 2t p2sa%  rpiicnoi pnugl saesr rtfr oaroteedtg edineetslii.ov FocneT rhus oynae pnyld a ntfepoelraded trending segmmtfe.on tr ma  s
pcoromfiptarebhileitnys aivned ,s uolltuimtioante tlyo,  par souvbidseta dnetitaal ilbeodo sint sinig rhetvs einnutoe  gqruoicwkt-hc.ommerce 
SmKUa Inrvkenetotr yd Tuyrnoavemr ics a5nxd enable precise p6rxice optimization acRerduce stockouts and By scraping reviews, ratings, and feedback from customeorvesor,sst obsck uthsienier sdsievse rcsaen  
gagirno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
dAenliavleyrzyin tgim Ee-Cs,o amnmd ecurcseto Dmaetra sseatisfaction.The client revolutionized theirt sa papllroowacsh  btou spinriecsinsegs s ttroa teugnyc oavnedr  inpvaettnetornrys  
Itnhmsataten aading feoomrfm enr et plyrbiinycg in igmo pndl emmciesainnotuninasgl,   dpaardotvada unccote ldlea csGtsioroornct,me reyFo notP,dr ihcauenb d D Rapetarvo iemSwcosrtia opDinnaagtla  
Cctaoemllcehpcnatioioglnog sti.he rsCo.o umgThhp iassnc riearesp sinucagltn ea dlbl oewittns e rfro earm nrtieaarckli-patabimtleee   daimecmcperasonsv det oms ueanr gltaser sg eian nv doml uaamvrokeei dot  f 
responsiveness, profit margins, and substantial revenue growth.
sotvrCuelcristeutonrectdk i Snduga tcawc, ewhsihlseic hSa tilsso oer sysoepntitimali zfoinr gm ainkvinegn tinofroyr maelldo cdaeticoisnio. nsA.dditionally, 
Market Research Using Web Scraping enables organizations to monitor 
 
competitors’ strategies, analyze top-selling products.
Leveraging Continuous Insights to Drive Real-Time 
Decisions
Understanding Web Scraping Foodhub Reviews
InIntrtordoudcutciotnion
InT htihse  ccaosem psettuitdiyv e hfiganhtliagshyt s crhicokwe t omura rCkeotu, pagnagin inPgro dinsights into player Rpeetrafiolermrsa oncftee na nfda cme acthcahl ldeynngaems iicns  ries a
uct
ccrtiuncgia lt ofo rm ianrfkoermt efldu c
 
dt
Price Scraping 
Service revolutionized a client's market analysis and pricine
ucaitisions-m dueg optimizaaktiin tgo  on 
daesnltadry asustained growth. This case study explores how a leading fantasy 
cInrictkreo
t edignuy .dc atBtiyoa  ndceopllleocytiinogn  aadnvda nacneadly tiesc. hRneiqaul-etism, w em enmitpoorwinegr epdr otvhied ecsli ethnte  
aIgnwi litthy 
t platform, with over 2 million active use
oduraenyqm'usa itrcedhdye ndtao mi nimsci gahkqetus i cdinke-tccoio stmihomen sec roqcmeu piceklatliynt.id vsEe
r- Csd,oy unmtcape,a
imliz sei
e
tcr
d
asc 
 
ye
o
io 
u
nfgT 
rSr  eo
EnuSdtPh N AcKrnoiacreilnyafs'osis   
Dlaetaad inSgc rea-pcionmg mseorluceti opnlast fotorm e.nhance business intelligence a
cnodm pmeatirtkiveet  
cproeomqsuibtiiironenes. d iwnsithan Rt eavli-sTiibmiliety E -Cinotom mmearrckee Itn teplrliicgienngc et renadbs leas ncdo mcpoannsuiems etro  
tprareckfe recnocmesp. eTtihtiosr sc’a sep rsictuindgy,  exparmominoesti ohnosw,  aa nleda diningv egnrtoocreyr y duepldivaetreys  
Tc
Ohauirn  cwusittho m3iz0e+d  osnolliunteio ns tdorelivered robust market intelligence, enabling 
incshtleiae cntltiasen nteto of audcsreliyvd.e d delaatyae-bda sctkaetds
e,s  inaac pricc
ro
incu
srsa tme apjloary eIrn dian metropolitan areas 
leverage g decisions, 
psrweidfticlyt ioandsa, patn dto  remvaenue 
losses frodm  Rpeoaol-rT iumsee r Genrogcaegreym ePnritc.e T hMeoyn niteoeridnegd  aso sluotliuotniosn  ftrhoamt  ouffs
r
e 
ke
retdo
t  
Ptarcha
 
raamnetsenfrogrems, and signTriafidictioannalt Mlyon iteorninhg ance tRheael-Tirim ep Inrsoreal-time  inthseigirh tbsusiness intelligence capabili
igtfihietsts  maanrdg inmsOa. urtLkcoeemvte epraogsiitnigon oinugr  
stsrpaetceigaileizse.d Coupa
 inngt oP rcordicukcet tD mataat Schcreasp ianngd S oallulotwioends  sfcorra paicncgu ratoteo lsp,l aytheer  
Pvricacel uAdajutstimoennt  aLacg ross var2i4o-4u8 hsr stournameTlihenet  Cgaliineend tthe strategic edge n
netc feos