How Restaurant Menu Data Scraping Unlock Insights of Menu Pricing, Ratings, and Outlet Types
                     HRoewal- TimRe sGtraoucrearyn tP riceM enu Data 
SMScroatnpritienorgai nUmg nFolloric nZkei pnIntogs,i gB hlPintsrk itoc, fA inMdge n u 
PODritcheienrcg P,i lRastfaiotiornmngsss,  aWnd iOthut let Types?
HowCo Can WCase Studpy a- nge bP rSA Duaocraping l Sdturactet gy 
FFoor odNhavuebr  RePrvoideuwct s Data 
SOcrpt
Pirmicieze S Ycaping Usingo
raupr ing  APIs F Aonodd W eb 
SDcrealpSiivneegrvryic Setrategy?
Understanding Web Scraping Foodhub Reviews
Introduction
This case study highlights how our Coupang Product Price Scraping 
Service revolutionized a client's market analysis and pricing optimization 
Insttrraotedguy.c tBiyo ndeploying advanced techniques, we empowered the client 
Inw ittho duanym'sa tcdhyenda minisci ghqtusi cink-tcoo tmhme ecrocme pelatintive dynIntroduction dscape,
a msitcasy ionfg S ocuotmh pKeotrietiav'es  
releqaudirinesg  ei-ncsotmanmt ervcies ibpillaittyfo rmin.to market pricing trends and consumer 
preferences. This case study examines how a leading grocery delivery 
cOIhnau irn  cwutsihtthoe m 3iz0e+hd  igosnohlliulnytei o ns tdocreoelimsv eparecedrto isrtsoi vbmues atj omr raeIrnksdetita nuin rtmaelnelitgr eonpcoeilin,t adenun asabtrlreinyags,  
lecvlieernatgse dto  Rderiavle-T idmaeta -Gbarocckeerdy  pricing decisions, swiftly adapt to market 
cuhnaderst
Price Monitoring solutions from us to 
transnfogrems,  
aanndd isniggn ifihcoawnt lyp reincing, customertheir business intellihgaennccee  tchaepira bpirloitfiiet 
 mreavrgiews, and outlet 
performance shape the business lands sacnadp 
inmsa. rLkeevt epraogsiitnigon oinugr  
stsrpaetceigaileizse.d Coupang Product Data Scraping Solutions scera pisin gc rutocoilas,l ftohre 
scTluihecnect  eCgsalsiine.e ndO ttnhe  storaft etghice e dmgeo nsetc eessffaeryc ttoiv eex cewl wayithsi n tCoo ugpaning' s tfhasits- 
Tiehnveso clivgliienhngtt marketplace.Web scrapi  nsgitsr ui ngvtgohllervdoe suw geitxht  rmarcaetiinsnttgaa ilnuairngage n caotm mmopueentitntsiv uoe f  pdraicttiana gf r oasmccr orwsasep btihsniotgeu.ss  ainnBd yasn   
auoeft oxmStKraUatescd t aimnnagdn  nideerr.n eFtiaofyol-idnthigmu bre eR geiovniedawal st paSr cicrianpfger orp mias t dteersnivgsa.n erTidoh etuoys  h aellspos b oususuirffnceeersesde,  s 
corellveecnt uceu stleoamkearg ree vdieuwe s tforo msu bFooopdtihmuabl,  ap rpicoipnugl asr tfroategies. They neededbusinesses can uncover trends in menoud  pdreilcivienrgy ,p leatform. 
 a 
comprehensive solution to provide detailed insights into quick-cvomalmueartcee  
Bmyc asurcksreattpo idmnygne arrem visiceasw tasins, dfraa etcnintaigbosln,e  apntredhc rfioseeeu dpgbrhiacc ekr  oafprtotiimnmg izcsau,ts itoaonmn adecrr so,as bsn utahslieyniezr sedsi evset hrcsaen  
gagpirnoe crienfrsoyi grcmhattsaa lnoingct.oe  ovaf ridoiuffs earsepnetc tos uotfl etht etiyr psersv.ice, including food quality, 
delivery times, and customer satisfaction.
The client revolutionized their approach to pricing strategy and inventory 
InmsHtaeenaardeg e’somf  eanret  lydbineyg e ipmoepnrl e mmdeaivnnteuina gl i ndatadotva a hnccooewldle  cGtrireoonsc,te aryFuo roPadrinhcuteb  DmRaeetavn ieuSw csrda paDitnaagta  
Ctoesllccehcrntaiooplnoig ntihgers o. ugcThha inssc  rarepusinugltl eoadcll okwi ns  fvroearm lrueaarklb-atlbiemle e  aiimcncpserisogsvh ettoms ea n ltasar gneidn v  omluhamerkelep ot  f 
rersepsotnasuivreannestss,  oprpotfiitm miazreg inths,e ainr d substantial revenue growth.strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential fosr tmr atkeingi einsfo.rmed decisions.
  The Power of Menu Pricing Data
Understanding Web Scraping Foodhub Reviews
Introduction
ETffhiesc tciavsee  spturdicy inhgig hliisg htsc rihtoicwa lo urin C otuhpean gr ePsrotaduucrta nPrti cei nSdcurasptirnyg.  
WSeerbvi cSec rreavpoliuntgio nSizeerdv aic celsie nfto'sr  mamrkeetn aun alysis and pricing optimization 
Insttrraotedguy.c tBiyo ndeploying advanced techniques,
p wriec ienmgp owcearend  thper oclvieindte  
Irnwe istthtoa duanryma'san ttcdshy enwda miitnhisci  gvhqatusli ucinka-tcobo ltmeh mei necrofcomer pmelatainttidvisoec nad pyoen,an m shitcaosy wionf g cS ocumotmhp pKeeottriiettiaov'erss   
rpelerqiaucdierine sgt  hei-encsiortma ndmti esrhvcies isbp.illa ittByfo yrm ing.toa thmearriknegt  pdraictinag  otnre nmdse naun di tecomnssu maenrd  
prreifceeresn cferos.m T hmis uclatispel es truedsy taexuarmaintes , hbouws ian elesasdeinsg  cgarnoc:ery delivery 
cOhauirn  cwusittho m3iz0e+d  osnolliunteio ns tdoreelisv earecdro srso bmusatj omr aIrnkdeita nin tmelelitgreonpcoeli,t aenn aabrleinags  
lecvlieernatgse dto  Rderiavle-T idmaeta -Gbarocckeerdy  prPirciicneg  dMeocnisitioornins,g  swsoifltulyti oandsa pftr otmo  muasr ketot  
t•rAcahndasnjfuogresmst,  taphnerdiir c sbignunsgiifin cesasnts trliyan tteeenllihggaeinenccsee:   tcUhaenpirda bpeirlroitsfiiettas  mnadanr dgh inmoswa. rLk eecvto empraogpsiitenigotin toionugrs   
sptsrpaiectceiga ilseizisme.di lCaoru pitaenmg Psr oadnucdt  Daadtaju Ssctr aypoinugr S oolwutnio npsr siccrianpgin ga cctooorlsd, intghely  
tcToli hernetm  Cgaaliinene ndc thevolving marktoem
e sptratplaceet
tietgivice e.dge necessary to excel within Coupang's fast-.
WT•eIhbde  escclnrieatnpitif nsygt r uitnrgvegollevde sw eitxof SKUs and idenndtifsy:in 
hDt rmaecattieinnctgat i lnasirngge  caog regionale aprsico
mmop
innga
uelnt itptsivr oiecf  pidnraigctia nt gfrr eoanmcrd owssse  obthsri otpeussr aicinnid nasgn   
aucthoamagted ma
 patterns. They also suffered 
revenuee lse ain
n rners. pFooondsheu bt oR eevcieownso Smcraicper is designed to help businesses 
collect customkearg ree vdieuwe s tforo msu bFooopdtihmuabl,  ap rpic
 ifnagc tsotrraste.opular foodg dieesli.v eTrhye pyl antfeoerdme.d  a 
c•Oompptriemheinzseiv em soeluntiuon:  Itdo epnrotvifidye  wdehtiacilhe d dinisshigehsts  ainrteo qouvicekr-pcormicmeedr coe r 
Bmyu nasrcdkreeatpr ipdnyrgni caremvdiice scw oasn,m dra petaninargbesld,e   aptnroed c tfihseee dp bmriaccaekr  okfpreotitmm.  izcautsitoonm aecrrso,s bs uthsienier sdsievse rcsaen  
gagirno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
delivery times, and customer satisfaction.
TFhoer  celixenatm repvloelu, taio nfiazesdt- fthoeoird a cphpraoianc hc otou pldri cuinsge s tmraetenguy apnrdic invge ndtoartya  
Inmestxaentaradag ceomtfi oennret  lytboiny g t irmaopncl kem mheaonntwuina gl c odamadtvapa necctoeiltdloe crGtsiro onoc,eff reyFo ro Pdrihcisuecb  oDuRaetnavt iseS wcdsra uprDiinangtga  
Cto
rh
elolcehcntiooespliodna
lnoyg  tihesrsoe. uagTshho issnc srar eposinurgl t esadll owins  froerm reaarkl-atbimlee  aimccpersosv etom ean ltasr gein v omluamrkee ot f siveness, profit marginpse, acniad ls upbsrtoamntioatl iroenvesn. ueB gyr owstchr.aping the 
stmrCulceitenunruet d p Sdruaitccaec, esw shosic fhS  stisoi mersyisleanrt iaol ufotrl emtask iinng  itnhfoer maerde dae,c itshioens .chain can 
  adjust its pricing strategy to capture customer interest 
during these periods.
Scraping Ratings and Pricing for Better 
Customer Insights
Understanding Web Scraping Foodhub Reviews
Introduction
CTuhsist ocmase r srteudvyie hwigsh laigrhet sa  hgowol domur inCeo uopfa nign foPrromduactti oPnri.c eS cSrcarappiing  
raSetirnvigces  reavnodlu timoneizneud  ap crliiecnint'gs  mnaorkte to annlayl ysgisiv aensd  parnic inogv oeprtvimieizwat ionf  
hInsottrwraot edgiuys.ch tBeiyos  ndaerpelo pyirnigc eadd vbanucte ad lsteoc hhnoiqwue cs,u swteo memeprosw pereerdc ethive ec ltiehnet  
Inwva 
ittho duanmatchlue oyf's t hdoy
e
sn
d
ea
 minsi itice 
ghqtusi cink-tco the competitive dynamics of South Korea's 
leading e-commerce pmlastf.o Drma
otmam eexrctrea clatniodnsc afrpoem,  srteayviinegw  csoimtepse tcitiavne  
requires instant visibility in.to market pricing trends and consumer 
rperevfeeraeln cetsh. eT hics ocrarseel asttiuodny  ebxaemtwineese nh owp rai clienagdi nga ngdro cecryu sdteolimveeryr  
scOhaautirns  fcawuscittthoi mo3niz0.e+d  osnolliunteio ns tdoreelisv earecdro srso bmusatj omr aIrnkdeita nin tmelelitgreonpcoeli,t aenn aabrleinags  
lecvlieernatgse dto  Rderiavle-T idmaeta -Gbarocckeerdy  prPirciicneg  dMeocnisitioornins,g  swsoifltulyti oandsa pftr otmo  muasr ketot  
trcahnasnfogrems,  tahnedir  sbigunsiifinceasns tliyn teenllihgaennccee  tchaepira bpirloitfiiets  maanrdg inmsa. rLkeevt epraogsiing our Fstsorparet ceiignailseiztsea.dn Ccoeu,p an gh Pigrohd-upcri
tioning 
t Dcaetda  Sdcrisaphi ntgh Saotlu trieoncse sivcreasp inlog wt oroalst, intghes  
ccTalihne nest  iCgalniineaelnd  tttohe  tshtrea teregisct eadugrea netc etshsarty  ttho e xdceisl hw itmhinig Chotu pnaongt 'so fffasetr-  
gTehoveoo lving marketplace.Web scdclri eanpvti nasgltur uinegv,go llevpde rswo eimtxht prmatcaitniinngtga  ilnairn gge p caormimcopeue ntittasiv doejf u pdsraitctmian gfer oanmctr  owsose rbt hsiotreussc aiinnpd aesn   
acuofth oamSnKaUgtesd . a mnCadon nidever.en Ftriosfyoeidnlhygu , br eaRg eiomvnieaowld s epSrrciacriatnpegel yrp  iasp tdtreeircsniegs.dn e Tddh etiosy  h aellwspo ib tuhssu iffnheeirsgeshde s  
corevenue leakage due to suboptimal prralletcint gcuss tmomigehr rte ivniedwisc afrtoem  aF osotdrhounbg, a v p
icoipnugl asr tfroaotedg dieesli.v eTrhye pyl antfeoerdme.d  a 
comprehensive solution to provide detailaeldu ein spigrhotps oinstiot ioquni ctkh-caotm cmoeurclde  
Bbmy eas rcekreaxtpp idnaygn ardemeviidces w tason,  dora tethninaegbrsl ,eo  apunrtedlc efisetese d.pbriaccek  ofprotimm izcautsitoonm aecrrso,s bs uthsienier sdsievse rcsaen  
gagirno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
dRelievearly- WtimesThe cliento rrel
, dan dE cxuastmompelre s:a tAisfactivolutionized their a ppcrhoa
oinn.ach  too fp rIitcainliga snt rarteesgtya aunrda nintvse nctoarny  
Insmsctaernaaadpg eom f ceunrets lytboinymg  iemorpn l ermemveainnetuiwnagls   daadntvaad n ccmoeldlee cnGtuiroo ncp,e rryFico eoPdrsihc uetb o D Rafietnav dieS wcosrau ptDi naigtfa   
Cttoehllcehcinrtio olsnoig tihenrsao. utugThrhe iss c prarepsinutaglt e adll ioswihns e fsroe rma rreaeark l-aptbirmliece e aidmc cpterososov e tohm ieagn hltas r cgeoin mv opmluamrkee dot  f 
reos posnismivielners s, opffroefirt imngarg insa, ta ndc soumbsptaenttiitaol rre vensutea gbrowth.strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decilsiisohnsm. ents. If 
customers consistently mention the price as being too 
  high, the chain might adjust its pricing or introduce special 
offers to enhance customer satisfaction.
Understanding Outlet Types and Pricing 
Insights
Understanding Web Scraping Foodhub Reviews
Introduction
DTihffise rceanset  sttyudpye sh igholfig hotsu thloewt s—ouwr hCeoutphaenrg  Pfarosdtu ct Price Scraping Service revolutionized a client's market analysis and pricfiongo dop, timciazastuioanl  
dInsitntrrainotegdg,uy .c otBriyo  nfidenpelo ydining inadgv—anacdedo ptetc hdniiffqueerse, nwte  permicpionwge resdt rathte gcliienst.  
SInwc irttaho pduainymg'sa  tcdhoyenudat milneiscti  ghqtutsyi cipnk-tecoso tm hme aecnrocmde  pelatpintridviscec iandpygen ,a msiintcasy iiognfgh S toscu otmh apKeloltroietwiav'es   
rreleqsautdiarineusgr  aei-ncsottsma nmtto e rvtcriesa ibpcilklaitt yfho rominw.to c ommarpkett itporricsi nign  tthreen dssa maned  ccaotnesgumoreyr  
pprreicfeere tnhceesi.r  Tmhis case study examines how a leading grocery delivery 
cOhauirn  cwusittho m3iz0e+d
e nsuol uittems. This helps businesses: onlineio ns tdoreelisv earecdro srso bmusatj omr aIrnkdeita nin tmelelitgreonpcoeli,t aenn aabrleinags  
lecvlieernatgse dto  Rderiavle-T idmaeta -Gbarocckeerdy  prPirciicneg  dMeocnisitioornins,g  swsoifltulyti oandsa pftr otmo  muasr ketot  
•tTrcahnaisnlfogrems ,  ptahrneidicr  sibnigugnsii:fin ceFasinns teliyn  teednlilihngaiennncgcee   techaseptira bpirloitsfiiehts  maaenrdng itnmss a. rmLkeeavt eypr aogsciihtnigoan roignuegr   
pstsrrpeaetmceigaiiuleizmse.d  Cporuicpeansg,  Pwrohduilcet  Dfaatas tS cfroapoinclient gained the strategic edge necessard
g  Solutions scraping tools, the 
The Client y t
oo uetxlceetl sw itchoinu Cldo upfaoncgu'ss  faostn-  
c
WT
ehovemolvpiengti mtivarek eptprliaccine.g to attract budget-conseb  scclrieanpti nsgtr uingvgollevde sw eitxht rmacatiinntga ilnairngge  caommopuentittsiv oef  pdraic
ciniog uas custa fromcr owsse bt
thosio
museanrs.
•M tes in
d asn  
auoft omoSKnaUtiestd o amrn adrn enidgeeri.n oFtionfyoaidnlhg u vbra eRgreiiovanietawilo s pnSrcsicr:ian pPge rrip ciase tdtsee rsmnigsa.n yeTd h vetoay  rhyae llspbo ab ussueiffndee rsoesnde s  
colroellvceecantt ucioeu sntl,eo amskeoarg  rsee cvdrieauwep si ntforgo m sud bFaootopadt ihmfurabol, m ap r picdoipinffugle asrr tefroanotted g rdieesgli.v ioeTrnhyes py l cantafeoner dmhe.d e lpa  
uconmdperreshteannsidve  hsoowlut imonu tcoh p troov icdhe adregteai leind  dinisffigehrtes nint toa rqeuaicsk.-commerce 
Bmy asrckreatp idnygn aremviicesw asn, dra etninagbsl,e  apnredc fiseee dpbriaccek  ofprotimm izcautsitoonm aecrrso,s bs uthei•Analyze sine
r sdsievse rcsaen  
gagirno cienrsyi gchattsa loing.
customer behavior: By observing how 
to various aspects of their service, including food quality, 
ddeliiffveerrye tnimte s, oaundt lceuts tomtyepr esast isfaacrtieo n. priced, restaurants can 
dTheet ecrlimenitn ree vowluhtiiocnhiz etdy ptheesir  aopfp roouacthle ttos  parircein gm storarete gsyu acncde isnsvfeunlt oirny  
Inpmsataernatadigc euomlfa ernr etr leybignyig o imnospn.l emmeanntuinagl  daadtvaa nccoeldle cGtiroonc,e ryFo oPdrihcueb  DRaetav ieSwcsra pDinagta  
Ctoellcehcntioolnog tiherso. ugThh issc rarepsinuglt eadll owins  froerm reaarkl-atbimlee  aimccpersosv etom ean ltasr gein v omluamrkee ot f 
responsiveness, profit margins, and substantial revenue growth.
stFrCoulcrit euenrxetda  Smduaptcalc,e ew,s hfsiac hSs ttis-o cerasysseunatila lr feosr tmaaukriangn tinsf omrmaeyd  dneocitsiicoens t.hat their 
  competitors in upscale urban areas charge more for similar 
meals, while casual dining outlets in suburban areas tend 
to keep prices lower. Scraping outlet types and pricing 
insights can help balance pricing to align with local market 
expectations.
Real-World Use Cases of Restaurant Menu Data 
Scraping
Understanding Web Scraping Foodhub Reviews
Introduction
This case study highlights how our Coupang Product Price Scraping 
HSeervice revolutionized a client's market analysis and pricing optimization 
Insttr
raete gay.r eBy  sdoepmloey inrge aadl-vwanocreldd  use casroduction techniques, 
ewse  ewmhpeorwee rerde sthtae ucrliaenntt  
Imnw eitthno duan dym'asa ttacdh ysencda rmianipsci ignhqgtus i hcinka-tcoso  tmphrmeo ecvroecmen p evlataintlidvuseac abdpyleen,a: msitcasy ionfg S ocuotmh pKeotrietiav'es  
releqaudirinesg  ei-ncsotmanmt ervcies ibpillaittyfo rmin.to market pricing trends and consumer 
p•Creofemrenpcest.i tTihvise  cAasne asltyudsyi se:x Aam finoeosd h odwe laiv leerayd insge rgvroicer y cdoelllievcertys  
cOhauirn  cwusittho m3iz0e+d  osnolliunteio ns tdoreelisv earecdro srso bmusatj market intelligencedata from various restaurant more nInudisa n amcertorospso li
,t aenn aabrleinags  
lecvlieernatgse dto  Rderiavle-T idmaeta -Gbarocckeerdy  prPirciicneg  dMeocnisitioornins,g  swsoifltulyti oandsa pftr ot
m
mo 
ul
 mua
ti
sr
p
 ke
le
tot 
 
 
tlrocahcnasnftogiroemsn,  sta hnetdior  s bigmunsiiofinnceasitnso tliryn teepnllrihgiaceninnccege   tchtaerpiera nbpdirloistfii ets a mnaandrdg  inamsda. jrLukeesvtt e praoitgssiitn igoon owinugnr   
sptsrpaiectceinigaigleiz se.ds tCroautpeagngie Psr odaucctc Doartdai nScgrlayp.i ngT Shoilsu tiohnes lspcsra pitnhge  tosoelsr, vitchee  
rcTlieevmh
enet gained the strategiolav iinCng l imceoanmrkteptpeltaicteiv. e b
c yed ogeff enercinesgs apryr itcoe esx ctehl awti thairne C oinup lainnge's  wfaistth-  
WTcehube r srccelrienanptti  nmsgtr auinrgvkgoellevtde  sswt eaitxhnt rdmaacatriindntgsa .ilnairngge  caommopuentittsiv oef  pdraictian gfr oamcr owsse bthsioteuss ainnd asn  
auoft omSKaUtesd  amnadn nideer.n Ftiofyoidnhgu br eRgeiovnieawl s pSrcicrianpge rp ias tdteersnigs.n eTdh etoy  haellspo b ussuiffneersesde s 
corellveecnt uceu stleoamkearg ree vdieuwe s tforo msu bFooopdtihmuabl,  ap rpicoipnugl asr tfroaotedg dieesli.v eTrhye pyl antfeoerdme.d  a 
c•Oompptriemheinzsiivneg s oMluetionnu t oO pffroevridien gdest:a ilAed r einsstigahutsr aintto  cqhuaicikn-c osmcrmaepreces  
Bmym asercknreautp  idndygna artemav iicefswr oasn,m dra  etsnineagbvsle,e  rapanredl c ofiseuee dtplbreiactcesk   oftproti mma izcnauatsiltoyonmz aeec rrsow,s hbs uitchsiheni er dsdsiievsseh rcesaesn   
gagirno cienrsy are mig
chattosts
alog.
  pinotop uvlaarrio uasn das pwehctisc ho f htahevier  stehrvei cleo, winecslutd irnagt ifnogods . qWuailtithy , 
delivery times, and customer satisfaction.
Ttheis c lieintf orervmolautiionniz,e d ttheiyr  apcparona ch otop tpimricinzge  strtahtegiyr anmd einvuen tobry  
Inmrsetaemnaadog veominf egnr etu lybninydg e imroppnel ermmfoeanrnmtuinaigln  gda addtvaia snhccoeeldsle  caGtinroondc,e irnyFo torPodrihdcueub c DinRaetgav  iepSwocsrpa upDilnagtra   
Ctoaelllctehecntrionolnoag ttiihevrsoe. usg.Thh issc rarepsinuglt eadll owins  froerm reaarkl-atbimlee  aimccpersosv etom ean ltasr gein v omluamrkee ot f responsiveness, profit margins, and substantial revenue growth.
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
•
  Dynamic Pricing: A fine dining restaurant uses menu 
pricing data extraction to track competitor pricing and 
adjust its menu prices dynamically based on demand, 
holidays, or special events. By continuously monitoring 
how competitors price their offerings, the restaurant can 
make real-time adjustments to maximize revenue.
Stats and Industry Insights
Understanding Web Scraping Foodhub Reviews
Introduction
This case study highlights how our Coupang Product Price Scraping 
Service revolutionized a client's market analysis and pricing optimization 
Insttrraotedguy.c tBiyo ndeploying advanced techniques, we empowered the client •Men
Inw ittho du
unm Patrcihceidn igns:i gAhctsc oinrtdoi nthge  tcom ap e2ti0tiv2e5 d yrenapmoirct byay's dynamic quick-commerce landscape, stasy ionfg S oTeutchh Knooremic competitiav'es ,  
r7ele3qau%diri neosg f e ic-ncosotnmasnmut emrvcies irbpsilla isttyfao yrmi nt.tho eym arrket  inpflriucienng cetrden bdsy  tahned  pcroincseu moef r a 
pdriesfher enwchese. nT hids eccaisdei nsgtu dwy hexaatm itnoe s ohrodwe ra.  leTahdinsg  hgrigochelriyg hdtesli vetrhy e 
cOhauirn  cwusittho m3iz0e+d  osnolliunteio ns tdoreelisv earecdimportance of menu pricinro
 
gs
rso  
bmusat datjao
mr  
aIrnkdeita nin tmelligeextractieotnro
npcoeli,t aena in snh aa
brleinags  
clie ping levernatgse dto  Rderiavle-T idmaeta -Gbarocckeerdy  prPirciicneg  dMeocnisitioornins,g  swsoifltulyti oandsa pftr otmo  muasr ketot  
tcrcuahnsastnfoogrems,e  tarh neddier  scbigiusnsiiiofincneassns. tliyn teenllihgaennccee  tchaepira bpirloitfiiets  maanrdg inmsa. rLkeevt epraogsiitnigon oinugr  
stsrpaetceigaileizse.d Coupang Product Data Scraping Solutions scraping tools, the 
•CcTlihuenestt  Cgoalmiineeendr tt hRee svtriaevolvin e
tewgisc :e dAg es unervceesysa frryo tmo e xBcreilg whitthLionc Caolu fpoaungn'sd  fathsta- t 
WT8eh7be % sccl rieoan
g
pft
 
 i 
ma
ncsgotr nu
rkgegtlplinsvuolemvd
a
e 
cwei.es restxh t rrmeacaatidinnt gao ilnnailrnggof SKUs and identifying regional in
e e caommopuentittsiv oef  pdraictian gfr oamcr owsse bthsioteuss ainnd asn  
automated manner. Foodhub Reviews pSrcic
 rinegv ipeawttse rfnos.r  lTohceay l ablsuos isnueffsesreeds . 
rBeyve nsucer alpeaing restaurant ratings 
raapnedr  irse dveiseigwnse,d  btou hseinlpe bkage due to suboptimal pricing strategies. They ns
u
es
seinse scses 
collect customer reviews from Foodhub, a popular food delivery platfoerdme.d  a
n  
cgoaminpr ehinevnsaivlue asboluet iofne teod pbraovcikde  odent aicleuds itnosmighetsr inptore qfueircek-ncocmesm earcned  
Bmys aastrckirseaftpa idncygtn iaroemnvii.cesw asn, dra etninagbsl,e  apnredc fiseee dpbriaccek  ofprotimm izcautsitoonm aecrrso,s bs uthsienier sdsievse rcsaen  
gagirno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
de• livery times, and customer satisfaction.TOheu ctlilentt rPeveorlufotiornmizeadn tchei:r  Aap psrtouadchy  tbo yp rtichineg  Nstaratitoegnya al nRde isntvaenutroaryn t 
InmAstsaensaaodg ceiomaft einoretn ly binyrg e ivmoepnal elmmedeann tuitnahgl a dta adtv6aa 0nc%coel dle ocGtfir ooncr,ee rsyFto aoPudrihrcaueb n Dt Raetcavu iesSwctsora mpDineagtra s  
Ctodelelcehccnitdioolenog  toihenrso.  uagT hvh iessc nruarepesin ubglt aeadsll eowdins   ofroner m oreanarklli-antbimele e r eaimcvcipersowsv setoresponsiveness, profit margins, and substantial revenue g,
m  mean lataskr gienin gv o moluuamrkee ot f rowth. tlet-
stlreCuvlciteeulnr etd b Sduuastcaicn, eewsshssic  hS tiisno etresyslelingteianl fcoer  maskcirnagp ininfogrm ead  deccriusicoinasl. tool for 
improving customer experience and driving sales.
 
Scraping for Business Intelligence
Understanding Web Scraping Foodhub Reviews
Introduction
This case study highlights how our Coupang Product Price Scraping 
Service revolutionized a client's market analysis and pricing optimization 
ITnshttrerao teidnguys.ci gtBihyo tnsde dpleoyriinvge da dfvraonmce do tuetclhenti-qlueevse, lw be uesminpeowsse reind tethleli gceliennct e 
sInwc irtatho pduiannymg'sa  tcdchyaendna  minishci gehlqptus i cinkr-tecoos tmthameu ecrroacmen pteslat intidivnsec  adpyvena,a rmisoitcuasys io nfg wS oacuoytmhs p,K eotrfietriaov'es  
releqaudirinesg  ei-ncsotmanmt ervcies ibpillaittyfo rm.
m 
improving customer sinetrov icmea rkteot  opprictiinmg iztirnegnd so paendra tcioonnsumer preferences. This case study examines how a leading grocery delsiv. erBy y 
cfoOhacuiurn  sciwunsitgtho  mo3izn0e+ d d oasnotllaiunt eios nps tedocreeilifisv cear ectdro s rsoi nbmudsaitvj oimdr auIrnakdeli ta rnien stmetlaelitgureornpaconelit,t  aenon uaabtrlleinatgss  , 
lbecuvlieserniantgsee sdtos  eRdser iavcle-aT nidm:aeta -Gbarocckeerdy  prPirciicneg  dMeocnisitioornins,g  swsoifltulyti oandsa pftr otmo  muasr ketot  
trcahnasnfogrems,  tahnedir  sbigunsiifinceasns tliyn teenllihgaennccee  tchaepira bpirloitfiiets  maanrdg inmsa. rLkeevt epraogsiitnigon oinugr  
stsrpaetceigaileizse.d Coupang Product Data Scraping Solutions scraping tools, the 
•TcTrlihaenectk  Cg ahliinoeewnd  ttheea scthra teoguict ledtg eis n epcesrsfaorrym toi negxc ebl awsitehidn Coonu pacnugs'st ofamste- r 
WfTeeehveo dclvlbiinb screaang marketplace.pcti nksgt r auinngvdgol levpder swi ceiitxnht grma castitinnrtga tilneairngggiee  csaom.mopuentittsiv oef  pdraictian gfr oamcr owsse bthsioteuss ainnd asn  
auoft omSKaUtesd  amnadn nideer.n Ftiofyoidnhgu br eRgeiovnieawl s pSrcicrianpge rp ias tdteersnigs.n eTdh etoy  haellspo b ussuiffneersesde s 
co•reCllveoecmnt ucpeu satlreoeam keaprg ree vdieuwe s tforo msu bFooopdtihmuabcomprehensive esrofloutrimona tno cper ovaicdero ds
l,  ap r
est ad
picoiiffpnugel raesr tnfroatot edrg edieesli.v eTrhye pyl antfeoerdme.d  a iled insights ingtoio qnusic kt-oco midmeenrtcief y 
mwahrekeret d cyenarmtaicins  amnde ennua bitle pmresc ioser  poruictel eotpsti mare more popular.By scraping reviews, ratings, and feedback from izcautsitoonm aecrrso,s bs uthsienier sdsievse rcsaen  
gagirno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
de•Mlivaekrye t imdaest,a a-nddr icvuesnto mderc siastiiosfnacst ion. where to open new outlets 
The client revolutionized their approach to pricing strategy and inventory 
omra nwahgeicmhe notn beys  need improvement.Instead of relying imopnl emmeanntuinagl  daadtvaa nccoeldle cGtiroonc,e ryFo oPdrihcueb  DRaetav ieSwcsra pDinagta  
Ctoellcehcntioolnog tiherso. ugThh issc rarepsinuglt eadll owins  froerm reaarkl-atbimlee  aimccpersosv etom ean ltasr gein v omluamrkee ot f 
respo
stFrCuolcrit euinnssivteannecsse, ,p rao firte msatarguinrsa, natn dc shuabsinta nmtial revenue growth.nretd  Sduatcac, ewshsic hS tiso ersysential for making inigfohrmt esdc draecpiseio nres.views and 
pricing data from each of its outlets to evaluate which 
  location is underperforming. The data might reveal that a 
particular outlet’s pricing is too high for the target market 
or that the menu needs adjustment.
Conclusion
In the competitive world of the restaurant industry, 
restaurant menu data scraping offers valuable insights 
into menu pricing, ratings, and outlet types. By leveraging 
scraping ratings and menu pricing, outlet-level data 
Uscnrdaepirnsgt,a nanddin sgc rWapeibn gS crersatpaiunrgan Ft oooudtlheut bd aRteav, ibeuwsisnesses 
can make informed decisions that optimize pricing, 
improve customer satisfaction, and drive profitability.
If you’re looking to unlock these insights and gain a 
competitive edge in the industry, Web Data Crawler is 
hIenrter otdou hcetilopn. We specialize in providing comprehensive 
scraping services tailored to your business needs. Contact 
uTsh ist ocdaasye  tsotu dleya hrnig hhlioghwts w heo wc aonu ra sCsoiuspta nygo uP riond uhcat rPnreicses iSncgra pthineg  
pSoewrvice revolutiostrateegr yo. fB yre dsetpa
nuizreadn at  cmlieennt'us  mdarket analysis and pricing optimization 
Introduction loying advanced 
atetcah nsicquraesp, inwge  aemndpo mweorered !the client 
Source: 
Inw ittho duanym'sa tcdhyenda minisci ghqtusi cink-tcoo tmhme ecrocme pelatintidvsec adpyen,a msitcasy ionfg S ocuotmh pKeotrietiav'es  
relheqttaupdirsine:/sg/  wei-nwcsowtma.nwmte ebrvcdiesa itbpailclairttayfo wrmlien.rt.oc om/arreksetta uprarincitn-mg entrue-nddast a-asncdra pcinongs.puhmper 
preferences. This case study examines how a leading grocery delivery 
cOur customized solution deliveredOharirnig iwnaitlhly  p3u0b+l isohneldin be y shtttorpess: //awcrwo
 srso bmusatj omr aIrnkdeita nin tmelelitgreonpcoeli,t aenn aabrleinags  
lecvlieernatgse dto  Rderiavle-T idmata-backed pricin
w.webdatacrawler.com/
e Grocery Priceg  dMeocnisitioornins,g  swsoifltulyti oandsa pftr otmo  muasr ketot  
trcahnasnfogrems,  tahnedir  sbigunsiifinceasns tliyn teenllihgaennccee  tchaepira bpirloitfiiets  maanrdg inmsa. rLkeevt epraogsiitnigon oinugr  
stsrpaetceigaileizse.d Coupang Product Data Scraping Solutions scraping tools, the 
Tclihenet gainevolv inCgl ime
end tthe strategic edge necessary to excel within Coupang's fast-
The client starurkgegtplace.Web scraping invollevde sw eitxht rmacatiinntga ilnairngge  caommopuentittsiv oef  pdraictian gfr oamcr owsse bthsioteuss ainnd asn  
auoft omSKaUtesd  amnadn nideer.n Ftiofyoidnhgu br eRgeiovnieawl s pSrcicrianpge rp ias tdteersnigs.n eTdh etoy  haellspo b ussuiffneersesde s 
corellveecnt uceu stleoamkearg ree vdieuwe s tforo msu bFooopdtihmuabl,  ap rpicoipnugl asr tfroaotedg dieesli.v eTrhye pyl antfeoerdme.d  a 
comprehensive solution to provide detailed insights into quick-commerce 
Bmy asrckreatp idnygn aremviicesw asn, dra etninagbsl,e  apnredc fiseee dpbriaccek  ofprotimm izcautsitoonm aecrrso,s bs uthsienier sdsievse rcsaen  
gagirno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
delivery times, and customer satisfaction.
The client revolutionized their approach to pricing strategy and inventory 
Inmstaenaadg eomf enret lybinyg  imopnl emmeanntuinagl  daadtvaa nccoeldle cGtiroonc,e ryFo oPdrihcueb  DRaetav ieSwcsra pDinagta  
Ctoellcehcntioolnog tiherso. ugThh issc rarepsinuglt eadll owins  froerm reaarkl-atbimlee  aimccpersosv etom ean ltasr gein v omluamrkee ot f 
responsiveness, profit margins, and substantial revenue growth.
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
 
A rapidly expanding cross-border e-commerce business targeting South 
Korea partnered with us to address critical challenges in maintaining 
competitive pricing on Coupang. Despite offering quality products, they 
struggled with pricing optimization due to Coupang’s dynamic environment 
and heavy competition. Implementing a Coupang Product Price Scraping 
Service became crucial as pricing inefficiencies impacted their conversion 
rates and revenue growth.
Managing over 5,000 SKUs across diverse categories added further 
complexity, especially during high-traffic events when price shifts occurred 
Uranpidley. rTshteairn mdainnugal  Wmoenbito rSincgr ampetihnogds  Fwoeored inhsuffibc Rienetv, lieawdinsg to lost 
sales opportunities and a weakened market position.
Recognizing that a strategic approach to price positioning was vital for 
scaling in the Korean e-commerce space, the leadership team realized that 
without consistent access to competitor pricing through Coupang product 
pKreicye  scCrahpianlgl,e tnhegye cso uldF anocte mda keb ytim ely and competitive adjustments 
tachreos sC tlhieirn vtast catalog.
https://www.webdatacrawler.co
Introduction m
In today's dynamic saqleusic@k-wcoembdmaetarccera wlalenrd.csocampe, staying competitive 
requires instant visibility into market pricing trends and consumer 
preferences. This case study examines how a leading grocery delivery 
chain with 30+ onli+n1e  4s2t4o r3e7s7 7a5cr8o4ss major Indian metropolitan areas 
leveraged Real-Time Grocery Price Monitoring solutions from us to 
transform their business intelligence capabilities and market positioning 
strategies.
WTehbe  scclrieanpti nsgtr uingvgollevde sw eitxht rmacatiinntga ilnairngge  caommopuentittsiv oef  pdraictian gfr oamcr owsse bthsioteuss ainnd asn  
auoft omSKaUtesd  amnadn nideer.n Ftiofyoidnhgu br eRgeiovnieawl s pSrcicrianpge rp ias tdteersnigs.n eTdh etoy  haellspo b ussuiffneersesde s 
cTorehllveec cnt lucieeun sttl eoeamnkceaorg ureen vtdeieurewed s  tsforiog mnsui fibFcooaopndttih mcuhabla,  lalpe rpnicogipenusg l ainsr tfriomaotpedlg edimeeslei.v netTirhnyeg py ld aanttfeoaer-ddmer.id v ena  
pcroimcinpgre shterantseivgeie ss oolnu tCioonu ptoa npgr’osv pidlaet fodremta:iled insights into quick-commerce 
BFmyr aasrcgkrmeatpe idnygtne ardem vMiiceasw raskn,e drta  eItnninsagibgsl,eh  atpsnredc fiseee dpbriaccek  ofprotimm izcautsitoonm aecrrso,s bs uthsienier sdsievse rcsaen  
gWagirinoth cioenursyti  gcrhoatbtsau lsointg tC.oo uvpaarinogu sS carsapeincgts S oerf vtichesir, tsheer vcilcien, t inhcaldu dliimngit efdo oadc cqeusas ltitoy , 
dceolimvepreyt ittiomre psr, iacinndg ,c upsrtoommoetrio snast,i safancdt iponos. itioning, restricting their ability to 
mThaek ec liinefnotr mreevdo,l udtyinoanmizeicd  ptrhiceiinr ga dpepcroisaiocnhs t aoc proriscsi ntgh esirt rpartoedguyc at nradn ignev.entory 
InSmsltoaenwaad gP eromicf einnrget  lyAbidnyg ju imsotpnml eemmnetasnntuinagl  daadtvaa nccoeldle cGtiroonc,e ryFo oPdrihcueb  DRaetav ieSwcsra pDinagta  
CDtoeullcehc ntoioo lnothg teihe rlsao. cukgT hoh fiss ac ruarteposimnuglat teaedldl o Cwinos u fproearmn rgea arPklr-aitcbimele eS  cairmcacppeirnsogsv ,e tom eann lutasar gl emin v oonmliutoamrrikene got  f 
dreeslapyoends ivpenstrCulciteunretd  Sdruiac
einssg,  purpodfiatt emsa rbgyin 3s,– 5a ndd stcac, ewshsic hS tiso ersysential foar y
usb, sctaanutsiianlg r etvenuemaking informhee dc dliee
 gnrtowth.cis itoon sm. iss critical 
opportunities during promotional windows and market shifts.
  Limited Analytics Power
The client’s legacy systems couldn't handle the required scale of pricing 
data. They needed advanced E-Commerce Data Scraping technologies to 
uncover pricing trends, identify market patterns, and optimize 
responsiveness.