Improving Customer Experience by Food Rating Dataset Analysis
                     DRWeraivlh-Tianimtg eI  nGSrsmoicgeahrrytt sP  rCDicreoi c ket 
SMSFtortanroiteodera giRnmigae Ftisol rinU nZgesi pnDitnoag,g tB alPinsrkeitc, Aindg  
EODASthPneeNarc Plciylasrstfiicoosir mPnfsrso  vDWidaietta h  
HoSwcr
CaseC ASo baCtuopaduping Web Scraping yt a Q- nAug aD liPutyar ola Sdntdura ctet gy 
FFoor odNhub Reviews 8
OptPir0i
a%cvmie 
eCru s
ze S Ycto
Prmraopdeuri nctg  Data 
Scrap our Food 
SDcrealpSF
in
iivnee
gd Ubsainckg? APIs And Web egrvryic Setrategy?
Understanding Web Scraping Foodhub Reviews
IInInttrtrorodouddcuutcioctnitoinon
UInn dtehrest acnodminpge tictuivstomer satisfaction in the restaurant industry goes far This case study e hfiganhtliagshyt s crhicokwe t omura rCkeotu, pagnagin inPgro dinuscitg hPtrsi cien toS cpralapyinegr  
bpeSeyerofronvrdimc eca anrsecuveao lal urnetdivo inmeiwzaetsdc oh a rd  acynlnieeancmtd'isoc tsma lia sfr ekceerudt cbaiancla kfly.o srB iysin  safoynsrdmt epemrdiac ditinecgca iloslyipo tanimn-maizlayakztiiinogn   
starsnutd sustained grIntrcratoutedrgeuyd.c  dtBiayot and efrp
olomwyt ihvn.ag r Tiaohduisvs a cFnaocsoeed   sDtteucdlihvyne ierqyxu pPelsloa,r tfewose rm heosmw D paot walseeearetd,d inb gtuh sefian nceltsiaessenyst   
ccarwnic iutkhne tcu opnvlmaetraf toccrrhmitie,cd aw lin itinshis goighvhtestr s i n2int omt it lhtliheoe nc  qoaumcatpilvietety i tuoivsfee fr osdo,y dun,tIn to a 
ismliezirecvdsic  ooeuf  erS ffiEouScitPehNn cKcryoi,cr eiananf'od 
Data dSay's dynamic quick-commerce landscape, staying competitive
s   
orveleeqrauadilrli necsg
craping solutions to enhance business intelligence and market 
position.u 
 esi-tncosomtmaenmrt  eervxcipese ibprililaeittnyfoc ermi.n .tRoe stmauarakent s pcraicni ndge tetrcetn hdsid daennd  iscsuonesu tmheart  
apffreecfte rerenpceesa.Our customt
  Tbhuiss incaese study examinized solussti,o ns udcehl ivaesr edin cro
ens sihsotew a lobust mncaireks
e aidni nmg egarlo cperreyp daeralitive o
erny,  
Tchhaei nc liewnitth f a3ce0d+  doenlaliyneed  ssttaotrse,s  inaaccrcousrsa tme apjloary eIrn dpi
ta nintellired icmtieot
gence
nrso,p aonli
,t aenabling 
de d r
ne vaerneuaes  
lloe
clvalieeyrenadtgs e ddteo l ivRdeerriaviele-s , doart ap-rbeasceknetda tipornic sses from poorT iumsee r Genrogcaegreym ePnri
qicnuega  lidMteyo.cnisitioornins,g  swiftly adt. They needed aso sluotliuotnios
a ptn ftr
 otmo hat  
muasr keoffereto
t 
c d 
 
rtera
hnasnfges, and significantly enhance their profit margins. Leveraging our 
sapl-tim
orem  inthseigirh tbusiness intelligence capabilities and market positioning 
straetceigaileizse.d Coup
sa inngt oP rcordicukcet tD mataat Schcreasp ianngd S oallulotwioends  sfcorra paicncgu ratoteo lsp,l aytheer  
Inv caalliudeadnttiiti ogonan ian cterodo  setshv evaa lsurtiarotiautnse ggt oiocu vreendargamell e npneetc rfefoosrsmrmaaraytsn t.coe, tThe Client  exc
heisl  waipthpirno Cacohu pparnogv'isd feass ta- 
cl
WBT
eehavroeyb e a 
eclrvl ipnigcsdcorieapnptit
 t msutrareurk goegft lpehldao cwwe i.t8h0 % of customer feedback aligns with measurable 
service aninndgg   opinurovr odaludvcevtas  neqcxuetadr
ma EcaStiintlity PnmNg
ac ilnraiicrngigne f coao mAmPopIu eSntcittrsiav opefi n pdgrai cteianc gfhr noaomclro owgsyse ,bt thshioteue ssc alinnedn ast n  
atuorfta onmSsKfaoUtresmd e amdn adtnh neideirer .nf aFtnioftyoaidnshgyu  cbrr eiRcgekioveni
eeatwlr sic psSr.ci crIianptgee rgp rias ttidtneergsn igsF.n oeoTdhd et oyQ  huaeallslpiot yb  usRsuieffnveeirsew 
Cli t scoring and user engagement strategie
esde.  s 
cInoTreslhliveigsech ntt luscte eu dSh s telueotlocpam kcse asermgi sgreensa vin fidSiaecutgaweoen srrt ts fyor oi pmsrupi obFrrooivotipedtzimehm ueaibnml, t sap  rpoiicnovi pneugml saeesrnt rfr toasrot eeditng ed ineestslpii.ov eneTc rihyfiae cpny ld aa ntrfepoaelrasdmt ef.tod hr maat   
hpcaorvomefi ptahrebehi lmeitnyos saitvn esdi ,gs unoliltfiuimctiaoanntte  tliymo,  ppaar socuvt biodsneta  cdnuetsitataoli lbmeodeo rsi ntr esinitge rhnettivs eoinnu.toe  gqruoicwkt-hc.ommerce 
Bmy asrckreatp idnygn aremviicesw asn, dra etninagbsl,e  apnredc fiseee dpbriaccek  ofprotimm izcautsitoonm aecrrso,s bs uthsienier sdsievse rcsaen  
ggairno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
dBeyl ivseyrsyt etimmaetis,c aalnlyd  caunsatolymzienrg s artaistifancgtsio, n.comments, and related metrics 
thTrhoeu cglhie nFto oredv oRluattiionngi zeDda ttahseeitr  aApnparloyascish,  tbou psirniceinssge ss trcaatne ggya ainn da cintivoennatobrley  
Inmstaenaadg eomf enret lybinyg  imopnl emmeanntuinagl  daadtvaa nccoeldle cGtiroonc,e ryFo oPdrihcueb  DRaetav ieScraping intesicghhntos lotgoie sm. aTkeh isi nfroersuletedd  dienc isrieomnsa rkaanbdl e eliemvpatroev etmhee noverall
w sd inDinagta  
Cexoplleecriteionnc et.h rTohuigsh  sstrcuracptuinrge da lalopwpsr ofaocr hr eiasl -etismpee caiacclleys sb eton eafi l
tasr gein v omluamrkee ot f 
responsiveness, profit margins, and substantial revenue growctiahl. for chains 
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
with multiple outlets or high customer volumes, ensuring consistent 
 improvements across locations and maintaining high levels of customer 
satisfaction.
Identifying Hidden Issues Through Customer Sentiment 
Patterns
Understanding Web Scraping Foodhub Reviews
InIntrtordoudcutciotnion
InT htihse  ccaosem psettuitdiyv e hfiagnhtliagshyt s crhicokwe t omura rCkeotu, pagnagin inPgro dinuscitg hPtsri cien toS cpralapyinegr  
RpSeesrftroavruimcrea nretcsve o oalftuntedion nm siztaretucdgh ga dl ecy lniteoan mpt'iscn spm oiasir nkcter uat craeianala sfl yowsrh isien arfeonr dsm eperrdvici cdieneg cf aioslilpost nism-hmiozaraktt.ii noBgny   
aansntadrl aysustained growth. This case study explores how a leading fantasy 
cInrictkreo
tzedinguyg. c ptBiayott ndeernpslo yinin gc uasdtovmanecre de mteoctihonniqsu, ems, awnaeg emrs pcoawne rgeadi nt hvea lculaiebnlet  
with tu pnlmataftocrhme,d w iintshi gohvtesr  in2t om itlhlieo nc oamctpiveet ituivseer sd,y untailmiziecds  oouf rS ESPNcricinfo iDInas tigatho tdSsac yrina'spt oin dgrye ncsauomrluritcn g q
outh K
ionsCu uictsokt o-cmeonmehrma nFecereec ed bbualascinknd eFssocsao pdine ,tQ eullsiatgaleiytnyinc egIs  saucneodsm  spmue
orea
actihrtki vea
'ess   
releqaudi ing e-commerce platform.
t 
lpaotesi tirodenes.l ivienrsiteasn, t uvnidsiebricliotyo keindt o mmeaalrsk,e to rp riicniancgc utrraetned so rdanedrs . coNnesguamtiever  
preferences. This case study examines how a leading grocery delivery 
sceOhnautiirn m cewunsitttho  dma3itz0ae+ da  loslnowlliunste iobnu sdineelisvseeres dt or opbruiostr itimzaer koeptThe client faced delayed  ssttaotrse,s  inaaccrcousrsa tme apjloary eIrn dpira
e nrina ttimeolelnitgareol npccohelia,t naengne asab rtleihnaagst   
hlecavlvieern atthgse  dtmo  odsrti vime pdaactta -obna cckuesdto mpreicri nsagti dsfeaccistiions. , sw
edictions, and revenue 
losses from Rpeoaol-rT iumsee r Genrogcaegreym ePnritc.e T hMeonitoring so
ifltulyti oandsa pftr otmo  muasr ketot  
trcahnasnfogrems,  tahnedir  sbigunsiifinceasns tliyn teenllihgaennccee  tchae
yir pa 
n
bp
ereodfieilitiets 
dm aa rsgoinlust and ma. 
ioLne vtehraatg ionfferket positigon 
roeudr  
rIesssuapel eC-atctieimgaolreiyz einds Cigh
ing 
strategies. ou
tpsa inngt oP rcordPiceurkcceetn ttaD gema otf aaNet gScahctivreea sFep eidanbnagcdk S oallulotwioEenxadsm  pslfeco Crroam pmaiecnnctgsu ratoteo lsp,l aytheer  
vcalliueanttion across various The  Cgaliineend tthe strateg
toicu rendagme ennetc feosrsmaaryts t.o excel within Coupang's fast-
Delivery Time 34% "My order arrived cold and late."
Tehveo clvliienngt  mstarurkgetplace.WBeyb  asdcorpaptiinngg  oinuvrg oalledvdev asw neictxhet drma EcaStiinPntNgac ilnraiicrngigne f coao mAmPopIu eSntcittrsiav opefi n pdgrai cteianc gfhr noaomclro owgsyse ,bt thshioteeu ssc alinnedn ast n  
oMfe al SPrKeparation Quality 29% "The pasta was overcooked and bland."a
Ct
urtla
onmsfai o
Utresmd e amdn adtnh neideirer .nf aFtnioftyoaidnshgyu  cbr eRget S rick
ioevnite aswlc so prSirncicrgian pagne rdp  iaus tsdteeerrs neigsn.ng eaTdgh eetomy  heaenlltsp os b trusasutieffngeeirseesde.  s 
coTrOelhrldveieserc  Antc clucuereuadc sy tlueotocam kceasergi sgreens vi fidSiecutaweon srt t fyoroi 18ms%up bFroovopedtimhmueabnl, t sap  rpiicnoi pnugl saesr rtfr oaro"teMedtigs esdiinneegt siltiie.ov mnesT  irnhy mae ypny old rad entr.fe"poelradmtef.od r ma  
pcoromfiptarebhileitnys aivned ,s uolltuimtioante tlyo,  par souvbidseta dnetitaal ilbeodo sint sinig rhetvs einnutoe  gqruoicwkt-hc.ommerce 
BmyPa caskarcgkirneag t&p  iPdnreygsen natraemtiovniicesw asn, dra etninag1b9sl%,e  apnredc fiseee dpbriaccek  ofprotimm izcau"tsTihtoeo nsma laadec lrorosok,es dbs m uetshssyie nainerd  ssdosgievgyse." rcsaen  
gagirno cienrsyi gchattsa loingt.o various aspects of their service, including food quality, 
dFeulivrethrye trimeos,r ean, d custormuecrt usarteisdfa ctioan.nalysis supports Food 
RTheev iceliwen tS reenvotliumtioennizte Ad nthaelyir saipsp, rooaffche rtoin pgr icain g cslteraatre gyro aanddm inavepn toforyr  
Inmstaenaadg eomf enret lybinyg  implactionable imporno 
emmeanntuinagl  avementsd.a
dtvaa nccoed Groce Witlhle ctiodna, 
ry
taFo
 oPdrihcueb  DRaetav -driven iine
Swcsra pDinag 
technologies. T sights
t,a 
Collection throughh issc rarepsinuglt eadll owins  froerm reaarkl-atbimlee  aimccpersosv etom ean ltasr gein v omluamrkee ot 
 
r f resptoanusrivaente ssm, paronfiat gmearrsgi nsc,a an d ismubpstlaenmtiael nretv etnaureg gertoewdth . changes, 
setrCnulcsiteuunrreitnd  Sgdu atccaoc, enwsshsiisc hSte tisno etrs ysseenrtviailc feor  mquakainligt yin faornmde di mdepcirsoiovnisn.g overall 
  ratings. The structured approach also enables better 
tracking of progress over time, providing measurable 
results that can guide future decisions.
Streamlining Operations With Advanced Menu and 
Competitor Tracking
Understanding Web Scraping Foodhub Reviews
InIntrtordoudcutciotnion
InT htihse  ccaosem psettuitdiyv e hfiganhtliagshyt s crhicokwe t omura rCkeotu, pagnagin inPgro dinuscitg hPtrsi cien toS cpralapyinegr  
OpSeperefrorvarimctieoa nnreacvel o ealuffintdico inmeinzacetydc h a d ncydlni eaqnmut'aiscl simt yias r ckcoernut tcariaonlla  flayorsre isi n eafosnsrdme npetirdiac dlin efgco iros iportenims-mtiazauakrtiainongnt  s 
asntdr asustained growth. This case study explores how a leading fantasy acInrimictkrineo
tgegtd  pu
y.
latc
 oBy dttf ioormrne
e
,m
p
 wa
lo
iin
yi ngc oadvancth overm 2p emtiilti
evde .t ecUhnsiiqnuge s,a  wFeo oedm Spcowlion active users, utilizedr aop
eirnegd  AtPhIe e cnlaiebnlet s 
Inw ittho duanym'sa tcdhyenda insight
ur ES
mic qusi cink-tcoo tmhme ecrocme pelatintidvsec adpyen,a msitcasy ionfg S ocuot
PhN cKroicreinaf'os  
mDlaeat
mpetitive 
reqa
nada ignSegcruires  
rsea -pctioon mgm instanm
oseonrliuctetoi orp nlcasot fmotorpm ee.tinthoarn mcee nbuuss,i nterassc k inctuesltliogmenecre  feaenddb amcka,r kaent d 
position. t visibility into market pricing trends and consumer oppretifmerieznec eins.t eTrhniasl  cwaoserk flstouwdsy.  eBxya mleivneersa ghionwg  Fao oleda dDinagt agserot ceRreys edaerlcivhe rfyo r 
QcOhuauairlni t cyu Csotonmtriozel,d r essotaluutrioan tsd ecalivne bredn crhombuasrtk  tmhaerirk eotff einrtienlglisg eangacein, ste ninadbulisntgr y Tchleie clie
wnitth f a3ce0d+  doenlaliyneed  ssttaotrse,s  inaaccrcousrsa tme apjloary eIrn dpiraend icmtieotnrso,p aonlidta rne vaerneuaes  
slloetasvsneedr
n
saa
ts
 grfe
 dto drive datrodsm  a nRpdeoa iodl-rTe inumtiseef
a y- Gbaareocacksee rdtyh  aptrP irnciiceneg d decisions, swiftly adapt to market 
changes, r engagement. Th
 Miemoyn pnirteoevriednmegd e nasot .slutions from us to 
transform tahnedir  sbigunsiifinceasns tliyn teenllihgaennccee  tchaepira bpirloitfiiets  maanrdg
oinlution msa. rLke
 th
evt epr
aatg ionffge reositionoinu
d 
re g
r  
sMts
aple-timeertraictceigaileiz
 einds Cigohutpsa ins. nCug
to cricket match
rr ePntr Aovderuagce t Data Scr
eas and allowed for accuTarpgeitn Imgp rSovoemluenttions scraAcptioinn Pgla 
ratoteo lsp,l ayn th
eer  
vcalliueantti ogna iancerdo stsh eva srtiroautse gtoicu rnament formatsThe Client edge necessary t
.o excel withinInt rCodoucue pseaasnongal' ss fast-Meenvuo Valvrieitny g marketpla45c deis.hes 50 dishes
pecials 
The and add varietyWBeyb  a sdccloireapnptitin nsggt r ouinugvrg oalledvdev asw neictxhet drma EcaStiinPntNgac ilnraiicrngigne fc oao mAmPopIu eSntcittrsiav opefi n pdgrai cteianc gfhr noaomclro owgsyse ,bt thshioteue ssc alinnedn ast n  
atuoPrrftea ponamSrastiKfaooUnt rTesmimd ee amdn adtnh neideirer .nf aF2t8niof mytoainidnushtgyesu  r
Optimize kitchen workflow and 
cbr eRgeiovnieawl s pSrCli t Success Story icket scorin
2ci2crg mian ipanguent erdsp  iaus tsdteeerrs neigsn.ng eaTdgh eeptromyep   hescaenhelltdsp uosl ebt srusasutieffngeeirseesde.  s 
coTrelhlveisec nt luceeud s tleotoam keasrgi green vifidiecuawen st t foroi msup bFroovopedtmihmueabnl, t sap  rpiicnoip nugl saesrt rfr oaroteedtg edineetslii.ov neT rhyae pnyld a ntfepoelradmtef.od r ma 
cCuostmomperr Ceomhpelaints 15% 8%
Introduce quality checks and  
profitabilitnys aivned ,s uolltuimtioante tlyo,  par souvbidseta dnetitaali lbeodo sint sinig rhetvs einnutoes  tgaqffru toriacwinkint-ghc.ommerce 
Bmarket dynamics and enable precise price optimization across their dOyr dserc Arcacupraicny g reviews,9 2r%atings, and feedb98a%ck from customerDsu,b lbe-cuhsecikn oerdserssi evbesefo rrces aen  
grocery catalog. dispatchgain insights into various aspects of their service, including food quality, 
deliviesr y taimpes, and customer satisfaction.The client rpervolauctihon izeedn tshueirre asp procaocnh stios tperincicnyg stratcergoys asn d minvuelnttioprlye  
Inlmostacenaaadtgi oeomnfs e nreta lynbinydg   imhoipngl ehmmlieagnnhtuitnasgl   daadrtevaa nscc oeldwle chGteiroornce,e  ryFmo oPindrihocuerb  DtRwaetaev iaeSkwcssra  pcDinaagtna   
Cstoeilglcehncntiiofiolcno gatinhersto.l yug Theh inssc hrarepnsincugelt e adtlhl oewin s c furoersm troeaarmkl-atebimrle e e aximcpcpersorsive etnom ceaen l.ta sr Mgeion v noimtluoamrrkiene otg f 
creosmpopnsitvietnoers sp, rparofitti marginstrCulciteunretd  Sduatcac, ewshsic hS ticso eersys eanlss,o a nadl lsouwbsstantial revenue growth.tial for maki nrge isntfoarumreadn dtesc itsoio nsst.ay ahead 
of market trends and adapt quickly. Insights from these 
 analyses help reduce Customer Feedback Food Quality 
Issues, improve menu appeal, and maintain service 
excellence.
Improving Reputation Management With Aggregated 
Review Insights
Understanding Web Scraping Foodhub Reviews
InIntrtordoudcutciotnion
InT htihse  ccaosem psettuitdiyv e hfiagnhtliagshyt s crhicokwe t omura rCkeotu, pagnagin inPgro dinuscitg hPtsri cien toS cpralapyinegr  
MpSeaerifrnovtriamciena inrnecgve o aalu nstdtior onmnizaget cdoh na dl icnylneiea npmtr'isec sme inascr kceer utis c aicanrla itiflyocsra isli n fafonrd mm peordidc dienergnc i osripeotsnitm-amuizaraaktniinotgns ,  
aansntddr  amsteusIntrodoguny
ta.ic t
ionBeryid n dggrotione pmlo
wuylttiihnp.g l eTa hrdiesv vacineacwsee d p sltateutfcdohyrn mieqsxu peilso ,rk eewsye   hteoomw m paoa wnlaeegareidndign  gtch uefsa tncoltimaesneytr   
pcrweircictkhee ptu tipnolmantasfto. crUhmse,id nw giin tFsh over 2 million active users, utilized our ESPNcricinfo DIna tato dSacyra'sp indgy nsaomluitco
i gohqdtu sSi cinkra-tcopo etmhr e competitive dynamics of Souions to enh maSneecrrveci ec beusl,as inendsetssacsba lpiisneh,t ellseitgnaetynsi nccega  na ccno
tmhll epKceottr iedtiaav'tesa   
frreloeqmaudi ring e-commerce platform.
d market 
positiovenas.r ioinusst asnotu rcveissi btioli tye nsinutroe  nmoa frekeedt bapcrikc iinsg o vtererlnodosk edan. dB y caonasluymzinerg  
tprreenfedrse nacceros.s sT hraisti ncgass ea nsdtu drey vieexwams, inreesst ahuorwan tas  lceaand inugn cgorvoecre rRye sdtealuivrearnyt  
Tc
Ohur customized solution delivered haei nc liewnitth f a3ce0d+  doenlaliyneed  ssttaotrse,s  inaaccrcous
rso bmusatj omr aIrnkdeita nin tmelelitgreonpcoeli,t aenn aabrleinags 
Rcaltiienngt s Dtoa tad rivIen sdigahttas- rate player predictions, and revenue 
 
lloesvseersa gferodm  Rpeoal-Time G
bartochckaeetrd y  gpurPiircdiicneeg   idMmeopcnirsiotioovrneinsm,g e snwstosif ltulytiin oa ndsma peftrn outmo   mquuasar lkiettoyt,   
ptrcaehnsasenfnogtreamsti,  otanhn,e dair 
osri gunsiefir engagement. They needed a solution that offered 
real-time insighn tbds u siseninr
cantly
tove isccser  ieicnkffi
 teecnetl
h
 ileimgn
aenacny
c
tcc.
ee  tchaepira bpirloitfiiets  maanrgins. Leveragihes and allowedd  fomr aarkcectu rpaotes it
n
pi
gon oinugr  
stsrpaetceigaileizse.d Coupang Product Data Scraping Solutions scraping tools,
l aytheer  
vRecavllieiuewa nSottui orgcena iancerdo stsh eva srtiroautse gtoiAcvue rreangdea gRmaetin egnnetc feosrsmaaryts. KThe Client  to excel
e yw Obitsehrviantio Cnsoupang's fast-
TGeWBeoho
volving marketplace.
yb eg ale s dcRceloriveipaewnptsitin nsggt r ouinugvrg oalledvdev asw neictxhet drm4a .1Eca/5StiinPntNgac ilnraiicrngigne f coao mAmPopIu eSntcittrsiav opefi n pdCgruai scttoeiamnce grfhsr  anoapopmcrleroc oiwagsteyse f a,bt stths dhioetelieuv esscry alinnedn ast n  
atuorfta onmSsKfaoUtresmd e amdn adtnh neideirer .nf aFtnioftyoaidnshgyu  cbrr eiRcgekioevnite aswlc so prSirncicrgian pagne rdp  iaus tsdteeerrs neigsn.ng PreseneaTdgh eetomy  heaenlltsp os b trusuffered CZolmiato t Success Story3.8/5 tation and packaging nae
steiedn geisese. s 
coTrelhlveisec nt luceeud s tleotoam keasrgi green vifidiecuawen st t foroi msup bFroovopedtimhmueabnl, t sap  rpiicnoi pnugl saesr rtfr oarotuepedgtgr eadidneeestslii.ov neT rhyae pnyld a ntfepoelradmtef.od r ma  
pcoromfiptarebhileitnsiveYelp y and
 ,s uolltuimtioante tlyo,  provide detail4.0/5a substantial b
eodo sint sinig rhetvs einnutoe  gqruoicwkt-hc.ommerce 
market dynamics and enable precise price optimizaFtrieoqune nat pcrarioses fosr  stighnaetuirre  disheBy scraping reviews, ratings, and feedback from customers, businesdsievse
s
 rcsaen  
gagDeirnloiv ecriyen Prlsaytfi gocrhmasttsa loingt.o various 3.a9/s5pects of their serviceD, eliivnercy ltiumdesi inncgon sifsotenotd quality, 
delivery times, and customer satisfaction.
AThgeg crleiegnat trienvgol utciounsizteodm theeri r afepperdoabcahc tko pariclliongw st rartegsyt aaundra invtesn totroy 
Inrmsetasenpaadog neomdf epnretr olybminyg p itmolypnl eammneadnn tuiimnagl p dlaeadtmvaa enccnoetldl e tcaGtrirogonce,e treyFo doP dreihcnuehb  aDnRaetcave iemSwcesra npDtinsag.t a  
CBtoelylce hcnutionolnodg etiherrsso.t uagTnhh dissic nragrep sinwuglth eadll to winds r ifroverem rsea arkcl-autbimsleteo  maimcceperrso svs etaomt ieasn fltasr cgteiin ov noml uaamrnkeed ot  f 
drespostrCiuslcisteuansnrteiisvfeness, profit margins, andtd  Sdauactcatc,i oewnshs,ic  hS tibso uersysiennetisasl efos subcstaanntial rreevfienneue  groowffteh.r making informed decisionsr.ings to 
maximize positive experiences. Incorporating these 
  insights ensures improvements are data-driven and 
consistent across all branches.
How Retail Scrape Can Help You?
Improving operational efficiency and maintaining high-quality standards 
requires accurate and comprehensive data collection. With Food Rating 
Dataset Analysis, We empower businesses to capture, organize, and 
interpret customer reviews across platforms.
Our solutions include:
Understanding Web Scraping Foodhub Reviews
Continuous monitoring of multiple platforms.
Automated data extraction and updates.
Customizable dashboards for quick insights.
Aggregated reporting for multiple outlets.
Trend identification across various regions.
PInrIontartcortidovued cuatleciorttniso fonr negative feedback patterns.
BInyT  htiinhste e cgcarosaemti npsegtt uittdhiyve es hefi gacnhatlpiagashbyt isl citirhiecoskw,e  tr eomsutraa urCkreoatun, ptsag nacgian ninP garo lsdionu scaitgc hcPterssi csie nU toSs icnprgala pFyinoegor  d 
pSeerfrovrimcea nrecveo aluntdio nmizaetdch a d cylnieanmt'isc sm iasr kcerut caianla flyosr isin afonrdm perdic dinegc iosipotnim-mizaaktiinR o
gn  
aenvdistr 
eswateu
 
gst
Daaintead  togr oIwmtphr. oTvhei sR ceastsaeu rsatundt y Qeuxaplliotyr,e se nsuring y. By deploying advanced techniques, we heomw pao wle
faedeidnback-driven 
Introduction ered 
gth efa ncltiaesnyt  
icmrwipcitkrhoe tvu epnmlmaetafntoctrshm e,da w rienit shii gmohvpeIn today's dynamic qtus
lre
i 
 m2 emn
cink-tcoo 
ittleliodn  eafficticvie nutslyemhme ecrocme pelatintidvse
 r sda,y nundta imliezieffcdse cotiuvre ElyS PNacroicsisn foa ll 
Data cape, stay
 ionfg S ocuotmh pKeotrietiav'es  
orepleqeaurdairitin
Sogc nreas-ping solutions to enhance business intelligence and market 
positioens. in
.csotmanmt ervcies ibpillaittyfo rmin.to market pricing trends and consumer 
Cporenfecrel nceios.n This case study examines how a leading grocery delivery cOhauTheirn  customized  cliewnitth f a3ce0d+  dosnoelalliuynteio ns delivered robust market intelligence, enabling clients to drive datae-bda sct
taotrse,s  inacross major Indian metropolitan ked praiccincugr adteec pisliaoynesr,  psrweidfticlyt ioandsa, patn dto  remv
aerneuaes  
lloesvseersa gferodm  Rpeoal-Time Groce
arket 
Ucnhdaenrgsteasn, daindg ocsrui gsuntsoifiemrc aeenrn tpglyra eg
rey Price Monitoring solutions fefenmrheaennnccte.e s T tahhneedyir   qnpueraoelfidittey d mc haaa rsglloeinlnusgt. ieoLsne i vst
rhoam us to 
transform their business intelligence c e ersa
tsg eionffgtie arole ufdro  r 
resaple-tciimaleiz einds Cigohutpsa inngt oP rcordicukcet tD mataat Schcreas
apa
p iann
bdi litig Soall
e
ulo
s an
twioend
d 
s  sfo
mr aarkcectu positionincraping ratoteo lsp,l aythe
gr  
svsutarslautat
e 
cliea
eitngioaienbs la.ec n ro
gsrso wvatrhio. usU ttioluizrinnagm eFnoto fdo rmRaattisn. g Dataset Analysis enables 
Thet  Cgaliineend tthe strategic edge necessary to excel within Coupang's fast-reesvtoaluvrianngt ms atork eutnpclaocvee.r critical areas of improvement and systematically 
WBTehyb e a sdccloireapnptitin nsggt r ouinugvrg oalledvdev asw neictxhet drma EcaStiinPntNgac ilnraiicrngigne fc oao mAmPopIu eSntcittrsiav opefi n pdgrai cteianc gfhr noaomcross thousands address service gaps, ultimately enhancing customer slao wtigysef,b atschititeeo scn li nean ant nd  
atuorfta onmSsKfaoUtresmd e amdn adtnh neideirer .nf aFtniofytoaidnshgyu  cbrr eiRcgekiovnieawl s pSrcicrianlColyialtyt.  Success Story et scoring 
pagen rdp  iaus tsdteeerrs neigsn.ng eaTdgh eetomy  heaenlltsp os bt rusasutieffngeeirseesde.  s 
coTrelhlveisec nt luceeud s tleotoam keasrgi green vifidiecuawen st t foroi msup bFroovopedtmihmueabnl, t sap  rpiicnoip nugl saesrt rfr oaroteedtg edineetslii.ov neT rhyae pnyld a ntfepoelradmtef.od r ma  
pcoromfiptarebhileitnys aivned ,s uolltuimtioante tlyo,  par souvbidseta dnetitaali lbeodo sint sinig rhetvs einnutoe  gqruoicwkt-hc.ommerce 
BImyn  asprcakrreaatp lildneygl,n  airnemcvoiicerswp aosn,r adrtia etnningag bCslu,e s aptnoredmc fiseree  dFpberiaeccdekb  oafprcotkimm F iozcoautdsito oQnm uaeacrlrisot,ys  bsI ustshsuieneiers sd siinevssei rgcshaetn s  
ggairnoallo 
c
wi
enryss i
 gcatalog.bhutssi nienstsoe sv atroio ups riaosrpitiezcets  soof luthtieoinr ss etrhvaicte ,m inacttleurd inmg ofsoto, d eqnusualriitnyg,  
delivery times, and customer satisfaction.
cTohnes icsltient rdeinvoinlugt ieoxnpizeerdie tnhceisr apnpdr opaocshiti tvoe  pbrircaingd spterarctegpyti oan.d T iankvee natcotiryo n 
Inmsotawena adgw eiotmhf e Rnret ltyabiinyl g S cimroapnpl eem’ms eaennxtupinaeglr  t daasdotvalau nticcoenldles  cGttiroo nc,te rrayFno soPfdroihcrmueb   DrRaaetwav  iedSwcasrta ap Diinangta o  
Ctoellcehcntioolno gtiherso. impactful impug
Thh issc rresulted in remarkablerovemeanptisn ga nadll oewlesv afoter  yreoaulr- trimese
  aimccpersosv etom ean ltasr gein v omluamrkee ot f 
responsiveness, profit margins, and substantiatl aruevraenntu’se  rgerpouwttahti.on.
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
 Source : 
https://www.retailscrape.com/food-rating-dataset-analysis-customer-exp
erience.php
Our client, a well-established fantasy cricket platform with five years in the 
industry, had earned a reputation for engaging gameplay and substantial 
prize pools. However, increasing competition from global fantasy sports 
platforms and the rise of ESPNcricinfo Data Scraping by competitors 
threatened their market standing and ability to respond to shifting user 
preferences.
"Our previous approach to gathering cricket statistics relied on manual 
updates and basic APIs, which became increasingly inefficient," says the 
cUlienndt’se rDsirteactnord oifn Pgro Wduectb D Sevcerloappmienngt.  "FBoyo tdheh tuimbe  Rwee vuipedwatsed player 
performance metrics, matches were often over, leading to user frustration. 
Our prediction algorithms also failed to reflect player form, resulting in 
inconsistent user experiences accurately.“
Adopting Mobile App Scraping Services transformed their operations. With 
access to real-time, accuhratttep sm:/a/tcwh wdwat.ar, ethaeiyls ccrrafpted. cdoamta-/driven 
strategies that improved their competitive edge and boosted user 
saItnisftarcotidonu. ction [email protected]
In the first cricket season after implementing the service, the client 
saTwh:is case study highlights how our Coupang Product Price Scraping 
Service revolutionized a cl+ie1nt '4s 2m4a r3ke7t7 a7n5al8ys4is and pricing optimization 
•3Ins2t%trra oitmedgpuy.c tBiyo ndepThe Corroev eCmeanltl 
loiny iunsge ra ednvgaangceemd etnetc hdnuirqinuge sli,v ew em aetmchpeoswered the client 
•2Inw8 %itth oi nducanryem'asas tecd hiynen dua sm
ei nenrisc ir geehtqetsusni tciinko-tnco o rtamhtmee secrocme pelatintidvsec adpyen,a msitcasy ionfg S ocuotmh pKeotrietiav'es  
•2rel1eq%aud igrinerosgw  eti-hnc soitnma namvt eerrvcaiesg iebp ilulaisttyfeo rr dmine.tpoo smitsarket pricing trends and consumer 
•1p8re%fe rrednuccetsi.o nT hinis d actaas ela tsetnucdyy- r elxaatemdi nuesse r hcoowm pal alienatsding grocery 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  
trcahnasnfogrems,  tahnedir  sbigunsiifinceasns tliyn teenllihgaennccee  tchaepira bpirloitfiiets  maanrdg inmsa. rLkeevt epraogsiitnigon oinugr  
stsrpaetceigaileizse.d Coupang Product Data Scraping Solutions scraping tools, the 
cTlihenet  Cgaliineend tthe strategic edge necessary to excel within Coupang's fast-evolving marketplace.
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 
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.