AWS & GCP Web Scraping for Real-Time Cloud-Based Pipelines
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Pipelines 
Deployment
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, accurate match data, they crafted data-driven 
straItnegtierso tdhaut cimtpiroovned their competitive edge and boosted user 
saItnisftarcotidonu.Modern ecntitoernprises increasingly depend on scalable, 
aInu tthoem first cricket season after implementing the service, the client 
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daenlidve ruyn tismtreus,c atnudr ecuds tdomatear  satti sfsacatiolen,. bridging the gap between 
The client revolutionized their approach to pricing strategy and inventory 
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accordingly.
 
This case study documents how we designed and deployed 
a purpose-built cloud scraping solution for a technology-
driven enterprise client. By integrating AWS Data Scraping 
for IT Insights with advanced pipeline orchestration, the 
engagement resulted in dramatically faster data 
operations, reduced infrastructure overhead, and improved 
decision-making timelines across the client's core business 
functions.
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 
pTrehfereen cCesl.ient
"Our previous approach to gathering cricket statistics relied on manual 
uApd apterso manidn ebnasti c tAePcIsh,n wohloicgh yb escaemrvei cinecsr eafisrinmgl y oinpeeffircaietinnt,g"  saycsr othses  
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Our prediction algorithms also failed to reflect player form, resulting in 
inwcoidnseis tpenotr utfsoerl ieox poerfi edncigesit aaclc uirnatteellyl.i“gence operations but was 
constrained by outdated collection methods that slowed 
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smatiasfnacutaioln .workflows rather than focusing on analysis and 
sItnratrteogdyu. ction
In the first cricket season after implementing the service, the client 
saTwh:is case study highlights how our Coupang Product Price Scraping 
TSoe rvaicde drerveoslsut ionthizeds ea  clcieonnt's tmrarinketts ,a natlyhseis  ancdli epnricti ngs oputigmhizta tiotno  
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comprehensive solution to provide detailed insights into quick-commerce 
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designing a cloud-native pipeline that would grow with 
  their business while maintaining the highest standards of 
data accuracy and operational reliability.
OTurh cleien tC, ah waelll-leestanblgisheed 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, accurate match data, they crafted data-driven 
strategies that improved their competitive edge and boosted user 
saItnisftarcotidonu. ction
ITnh tehe c filiresnt tc reinckceotu snetaesroend a sfteevr eimrapll edmeeenpt-irnogo ttheed  soebrvsitcaec, lthe client 
saTwh:is case study highlights how our Coupang Product Price 
eSsc rtahpaintg  
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The client revolutionized their approach to pricing strategy and inventory 
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pricing, product changes, and market positioning was 
  largely unavailable.
Scalability Constraints Under Growing Workloads
As data requirements expanded across new product 
categories and regional markets, the existing system 
struggled to scale without manual intervention. 
Infrastructure rigidity prevented the client from 
responding to sudden spikes in data demand, reducing 
operational agility considerably.
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 
plaTtfhormes Sanod luthet iroisen 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, accurate match data, they crafted data-driven 
strategies that improved their competitive edge and boosted user 
saItnisftarcotidonu. ction
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 client's market analysis and pricing optimization 
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persosv etom ean ltasr gein v omluamrkee ot f 
responsiveness, profit margins, and substantial reveen ued gartoaw th.availability 
strCualcitceurnroetds  Ssdu atcaac,l elw shscic ohSn tisno eresycsetentdia l fporip mealkinineg  innfoormdeeds  dewciistiohnosu. t manual 
  triggering or batch delays.
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 
plaPtrfeorcmissio na nTadr gtehtien gr iEsen gionf e ESPNcricinfo Data Scraping by competitors 
threatened their market standing and ability to respond to shifting user 
preDferpenloceyss.  AWS & GCP Scraper API protocols to identify, 
isolate, and extract structured enterprise data from 
"Ocuor mprpevleioxus  adppigroiatch to gathering cricket statistics relied on manual updates and basic APaIsl,  wheicnhv ibreocnammee nintcsre. asinTghlyi si neffiecniegnitn,"e s ayas dthaep ts 
cUliednnydtn’sea rDmsirteiactanolrdl yoi fn Pgtro Wd usectb rDu Secvcteurloarpapmli enncgt.h  "FaBonyo gtdheesh  tuimbine  Rwetea vurigpedewatt seds poluayrecre s, 
pemrfoarminatnacien minegtr icse, xmtartachcetsio wne rea ocftceun roavceyr,  leadcinrog stso  usveor lfarutsitlrea tiown. eb 
OuCer nopvmreirdpoicnetimtointe ianvlgteso .rSithimgsn alls oM foainleidt otor reflect player form, resulting in 
incAonpspisltieenst  usWere ebx peSricenracepsi nacgc uraGtoeloy.g“ le Cloud for Competitive 
AdoInpttienlgl iMgoebnilcee A ptpo S ctrraapcinkg  cSoermvicpeest tirtaonrs foprrmoeddu ctht ecir aotapeloragtsio,n sp. riWciitnhg  
accbeessh atvoi oresa,l -taimned, cacocnutreatnet  muaptdcha tedast ao, nt haey  ccornafttiendu oduatsa -dbraivseins . 
straOteugtipeus tsth aat reim psrotvreudc tuthreeidr  coinmtpoe titaivcet ioendageb lea ndd abtoaossetetds  uasenrd  
saItnisftarcotiondelivedru
.
ecdt tio nanalytics dashboards in near real time.
Implementation Process
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 client's market analysis and pricing optimization 
•3Ins2t%trra oitmedgpuyr.oc vtBeiyom ndeenpt loiny iunsge ra ednvgaangceemd etnetc hdnuirqinuge sli,v ew em aetmchpeoswered the client 
•TInwhe Core C allen es28 %itth oi nducanryem'asas tecd hiynen dua smienrisc ir gehtqetusni 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 
Tclihenet  Cgaliineend tthe strategic edge necessary to excel within Coupang's fast-
Tevolving marketplace.Wehbe  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.
TheT hcleie ndt erepvloolyutmioneiznetd  ftohleloir wapepdro aac hd itsoc pipricliinnge dst,r aptehgays aen-db ainsveendt ory 
Inmstaeanapadgp eromof eanrcet hlyb inyg  imopnl emmeanntuinagl  daadttechnologies. Tehniss urersinulgte ds tainb ilriet
vaa nccoeldle cGtir
my,a rakacbclue r
ooanc,ce ryyF,o  oaPdrnihcdueb  p DeRaretaimprovement f
vo ieSrwmcsra apDninacgtea   
Colleactt ioen thrryou gtha sgcrea poinf gi natlleowgsr afotri orena.l-time access to a la
sr gein v omluamrkee ot f 
responsiveness, profit margins, and substantial revenue growth.
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
 
OuDr icsliternitb, au wteeldl-e Isntafbrliashsetdr ufacnttausrye c rSickeettu pplatform with five years in the 
industry, had earned a reputation for engaging gameplay and substantial 
priCzelo puodo ls. eHnovwiervoenr,m inecnretass ingo nco mpbeotitthio n fAroWmS g loabanl df antGasCyP s powrtse re 
plactofonrmfisg uarnedd  thwe itrhis e doef dEicSPaNtcerdic insfoc rDaaptian gS crnapoidnge sb,y  acuomtop-estcitoarlsi ng 
thrpeoatleicnieeds t,h aeinr dm adraketta  srtaonudtining ga nlod gaibci.li tyA WtoS r eDspaotnad  Stoc rsahpiftiinngg  ufsoerr  IT 
preInfesreignchetss. was embedded at the infrastructure layer to 
"Osuur pppreovriotu sc oanpptrionaucoh utso  mgaothneritinogr icnrgic keotf  stteatcishtincso lroeglieyd- soenc tmoarn udaal ta 
upsdoatuersc aensd  abcarsoics sA PaIsl,l  wahcitcihv ebe pcaipmel iincersea.singly inefficient," says the 
cUlieUnnndt’siefi rDesirtdeac tDnorda oitfna Pg rIo nWdugecetb sD tSeivcoerlnoap pLmiaennygte.  r"FBoyo tdheh tuimbe  Rwee vuipedwatsed player 
peArf ocrmeanntcrea lmizeetrdic si,n mgeatscthieosn w ferrae mofetewn oorvke r,w leaasd ibngu itlot  utsoe rc forunsstroaltiiodna. te 
Our prediction algorithms also failed to reflect player form, resulting in 
incionncsoismteinnt gu sdera etxap esrtireenacems asc icnutraot ealy .s“ingle normalized format. This 
layer applied validation protocols and deduplication logic to 
Adeonptsinugr eM otbhilaet A papll  Sdcraatpain ge nSetrevricinesg t rtahnesf oprmipeedl inthee imr oepte srattriiocnts .q Wuaitlhi ty 
actchesrse sthoo lrdesa lb-tiemfeo,r ea fcocurrwataer dminagtc hto  dpartoac, etshseiyn gc rsatfategde sd.ata-driven 
strategies that improved their competitive edge and boosted user 
saIRtniseftaracotli-doTnui.mcteio Pnrocessing and Enrichment 
In HRthauewb fi rdsat tcar icwkeats s epassosne adf ttehr riomupglehm entrinicgh tmhee snetr vmicoe,d tuhle scl itehnat t 
saTwh:is case study highlights how our Coupang Product Price Scraping 
Saeprvpicliee rde volutciolaniszesdifi ac acltieiontn's,  markteatg agnianlygs,is  anda nprdic ing ocpotnimtiezaxttiouna l 
•3Ins2fto%trrar oitmmedgpauyr.toc tvtBieinyom gnde.e nptS loicny riunasgpe rea ed nvEgaangcteemdr petnertic shdenui rqinLuge slvi,v eewl  em Daetamcthpaeos wienre dR ethael  cTlieimnt e 
•T2Inwh8c %iaetthp oC dauoanbyre C alle incremi'aslais ttecid ehiynesn du a smwiennriesc ir greeehtqet susnia tciinkco-ttncoi o vrtamahtmeet seecdrocm e apetlat inttidvhseic sad pysen,ta amsgitceasy, i onfag S lloocuowtmhi pnKeogtri etiatv'hes  e 
•2rel1ceq%lauid eigrinenrosgtw   etti-hnoc so itnmaa nacmvtc eeerrvcasiesgs iebp  pilulaisrttyfeoo rcr dmiene.stposo esmidtsa irnkette lplirgiceinngc etr ewnditsh iann ds eccoonnsudmse or f 
•1p8roe%rfei grreidnnucacetlsi .o dnTa hintis ad  actcaaas elpa ttseutnurcdyy-  rrealxaatemdi nuesse r hcoowm pal alienatsding grocery delivery cOhauirn  cwusittho m3iz0e+d  osnolliunteio ns tdoreelisv eartechdroe srso  btmuhsaatj onmr  awIrnkadeiitat niin tmgel eliftgroeornp coseli,ct ahenne adabruleinlaegs  d 
lecbvlRieaernteactgsshe d tuoc  ylRdcterilasvele- sT &i.dmae ta I-mGbarocpckeeardy c prPtirciicneg  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  Cgaliineend tthe strategic edge necessary to excel within Coupang's fast-
Tehveo clvliienngt  mstarurketplace.Web scraping ingvgollevde 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.
 
OuTrh celie ntd, ea pwloelyl-emsteanbltis hegde fnaentraastye cdri ckemt eplaastfuorrma bwleith  fiivme pyreoarvse imn tehne ts 
indaucsrtorys, sh add eaatran ed pae rrefopurmtation for engaging gameplay and substantial prize pools. However, increasiangn cceo,m peotpitieorna ftrioomn agll obealffi facnietanscy ys,p oratsn d 
plasttfroarmtes gaicn dr etshpeo nriseiv eofn eEsSsP.Ncricinfo Data Scraping by competitors 
thrPeiaptenleidn eth eTirh mroaurkgeth sptauntd iAngc caendle arbailtitiyo tno respond to shifting user 
preTfheree nccleies.nt achieved consistent real-time data availability 
"Oaucr rporsesv ioaulls  aacptpirvoea cmh oton igtoatrhinergin gfu cnrcictkieotn sst,a wtisittichs  ArWelieSd & o nG CmPa nual 
upSdcatreasp aenrd A bPaIs icn tAePgIsr,a wtihoicnh  rbeedcuamcien gin carveaesrianglye  idnaeffitac iednet,l"iv searyys the 
cUlilenantdte’sen rDcsiyrte acstinogrdn oififn cPgrao nWdtulecyt.b D Sevcerloappmienngt.  "FBoyo tdheh tuimbe  Rwee vuipedwatsed player 
peCrformance metrics, matches were often over, leading to user frustration. Our opmredpicetitoint ivalego Irinthtmesl liaglseo nfcaiele dE ntoh raenfleccet mplaeynert form, resulting in 
incAounstiosmtenatt uesder  mexopneriiteonrciensg a ctchurroauteglyh.“ Web Scraping Google Cloud 
for Competitive Intelligence gave the client continuous 
Advoipstiibngil iMtyob iinlet oAp cpo Smcrappeintgit oSer raviccetisv tirtayn,s feonrmaebdl inthge ifra sotpeerra rteiosnps.o nWsitehs  
access to real-time, accurate match data, they crafted data-driven 
strtaot epgrieics intgha st hiimftspr oavnedd  ptrhoediru ccto mlapuentitcivhee se adgcer osasn dt hbeoiro sttaedrg euts er 
saImtnisaftarrckotiedotnu .scetgiomnents.
Operational Cost Reduction
InE tlhme fiinrsatt icnricket season after implementing the service, the client saTwh:is case stgu dmy ahniguhaligl hctos llheocwt ioonu rw Coorukpflaongw sP raodnudc tc oPrnicseo lSidcraatpiing 
Sinefrvraicset rreuvcotluutrioen iozendt oa  ccllioeuntd's- nmaatrikveet  apnlaalytfsoisr mansd  rperidciungc eodpt imization 
•3Ins2ot%tvrra eoitmerdhgpuyer.oc avtBdeiyom  cndeoenspt ltoying advanced techniqueTwhieth C uonrmea Ctcheadll eisnn  ucsoeer engagement duringinsightnsss iindtoe rtaheb lcyo. mTepeatmitivs 
sl i,vp ewr eem vaeitomchpeosweree dynamiusly al
dlo tchae tecldie ntto  
•2In8d %t toiandcarye'ass ed iynn uasmeric r etqeunitciko-nc oramtmeserce landscape, st
casy ionfg S ocuotmh pKeotrietiav'es  
•2rel1eq%aud igrine
 m
rosgw  ei
a
t-hnc
nsotmaangmte emrvcies ibpnt were redeployed toward higher-v in average ilulaisttyfeo rr dmine.tpoo smitsarket pricing trends and coanlsuuem er 
•1p8are%nfe arrleydnutcicectsia.o ln T fhiunis nd cacttaaiso elan tset,nu cidmyy- rpelrxaoatevmdii nugesse  or hvcooewmr apall al lipenatrsdoidngu cgtriovcietryy. delivery 
cOhSaucirna  clwuasibtthol me3i z0Ae+dr  coshnoliliutnteio cnst tudoreeleisv  efaroecdro  sFrsou bmutsuatj romer  aGIrnkdreiota nwin ttmehlelitgreonpcoeli,t aenn aabrleinags  
lecvlieernatgs to drive dataThe medo dRuelaal-rT ipmiep 
-Gbarocckeerdy  prPirciicneg  dMeocnisitioornins,g  swsoifltuly adapt to market 
changes, and significealnintley  ednehsaingcne  athleloirw perodfi tt hmea rcglii
teionnts  tofr oomn buosa rtdo  
trKanesfoyrm H thiegir hbulsiignehss tinstelligence capabilities and nmsa. rLkeevt epraogsiitnigon oinugr  
stsnrpaeetwceiga idleizase.tda C voeupratincga Plsro dwuictth Doautat Sacrrcahpinteg cStoulurtaioln rse sdceraspiigngn . tSocolrsa, pteh e 
cTElinhetneet  rCgpalriiniesened  ttLhee vsetrla tDegaitca e ding eR neeacel sTsiamrye t oc eaxpcaelb wiliitthiiens C socupaalengd's  fast-
Teshveeo aclvlmiiennlget  msstsarlurykge gatlpeoldan ce.Web scraping involvesw geitsxhit drmaeca tibinntuga silnianirngege s csao mmeopxuepntaittsinv oesf i podrnaict,ia na gfcr oacmcor omwssem bthsoiotdeuass atinnind asgn   
auoiftn omScKraeUtesad s aemndad n wnideoer.rn kFtiolfoyoiadnhdgu  bwr eRigteihovonieauwl ts  ppSrceicrrianfpoge rrmp iasa tdtneercsniegs .n ceTodhm etoyp  haellspo b ussuiffneersesde s 
corellveenue leakage due to suboptimal pricing strategies. Th
reoym niesee.ct customer reviews from Foodhub, a popular food delivery platfordme.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.
 
Ou•r cClileonut,d -aN waetilvl-ee sPtiapbelilsinhee dP efarfnotarmsya cnrciceket platform with five years in the 
industry, had earned a reputation for engaging gameplay and substantial 
prize Dpeoloivles.r sH coownetivneuro, uisn,c hreigahs-invge loccoimtyp deattitaio onp efrroamtio ngslo tbharlo ufagnht aAsWy Ss &po GrtCs P 
platfoWrmesb  Sacnrda pitnhge  forris Ree aolf- TiEmSePN Ccloriucidn-fBoa sDeadt aP ipSeclrinapeisn, gc ombyb incoinmgp metuitlotir-s 
threactelonued  rtehdeuirn dmaanrckye tw isttha nindtienlgli gaendt  loabaidli tdyi sttori bruetispoonn fdo rt oco snhsiifsttienngt ,u ser 
prefereenntceersp.rise-grade throughput.
"O•ur IpTr Ienvtieolulisg eanpcper oInafcrha sttoru gctauthreering cricket statistics relied on manual 
updatSetsr eanngdth beansi co rAgaPnIsi,z awtihoincha l bdecaismioen -imncarkeiansgin bgyly e minbeffiedcdieingt, "A WsaSy sD atthae  
cUlienndtS’sec rrDaspirtienacgtn ofrod roi IfnT P gIrno sWdiguhecttb sD a Secvrcoerslosap tpmeicenhnngt.o  l"FoBogyyo  tmdheoh ntuiimtboer i Rnwgee w vuoiperdkwafltosewd sp, layer 
performance metrics, matches were often over, leading to user frustration. 
Our pprreodviicdtiionng  aaclcguorraitthem, sst raulcstou rfeadil eindt etloli greenflceec tf roplmay ceor mfoprlmex,  driegsitualtl ing in 
inconesicsotesynstt uesmesr  eaxt psecarilen.ces accurately.“
• Competitive Market Visibility
AdoptEinnga bMleosb irleea Al-ptipm Sec rtarapcinkgin Sge orvf iccoems tpreatinstoforr mbeehda vtihoer iar nodp perriactiniogn sd.y nWamithic s 
access to real-time, accurate match data, they crafted data-driven 
stratetghireosu gthh aAtW Sim &p rGoCvPe dS crtahpeeirr  AcPoIm copnefititgiuvera tieodngse,  dealnivde ribnogo ssttreudc tuurseedr  
saItnisftoarcuottipdounu.tsc tthiaotn support agile market positioning and faster strategic 
responses.
In the first cricket season after implementing the service, the client 
saTwh:is case study highlights how our Coupang Product Price Scraping 
SUervsice  reCvoalustioensized a client's market analysis and pricing optimization 
•3Ins2t%trra oitmedgpuyr.oc tBiyo ndeploying advanced techniqueThe Corev eCmeanltl einn useesr engagement during 
sli,v ew em aetmchpeoswered the client 
•2Inw8 %itth oi nducanryem'asas tecd hiynen dua smienrisc ir gehtqetusni 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-
Tevolving marketplace.Wehbe  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.
 
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 
thr•eaTteencedh nthoeliro gmyar kSeet csttaonrd inMg oanidt oabriilnityg to respond to shifting user 
preferIeTn Dceas.ta Intelligence empowers technology teams to 
continuously track software pricing, product releases, and 
"Our previous approach to gathering cricket statistics relied on manual 
updatvees nadnod rb aascitci vAiPtyIs , uwshinicgh  AbeWcaSm De aintacr eSacsrinagplyin igne fffiocri eInTt ,I"n ssaigysh tthse,  
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perforamcacnucrea mtee,t rcicus,r rmeanttc hmesa wrkeeret  odftaetna o. ver, leading to user frustration. 
Ou•r pSreednicstiiotni vaelg oarnithdm Cs oamlsop flaeilxed S too urerflceec tE pxlatyrearc ftoiromn, resulting in 
inconsistent user experiences accurately.“
Advanced Data Acquisition applies 
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strategies that improved their competitive edge and boosted user 
satisfeacntivoinr.onments, supporting compliance teams, Intcryobdeurscetciounrity analysts, and enterprise risk functions with 
In three filirasbt lcer,i chkiegth s-edaesponth a dftaetr aim spoluermcei ngti.ng the service, the client 
saTwh:is case study highlights how our Coupang Product Price Scraping 
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comprehensive solution to provide detailed insights into quick-commerce 
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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 
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responsiveness, profit margins, and substantial revenue growth.
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
 
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 
perCforomnancel umestriics,n 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 
accSeuss tatoi nereda l-ticmoem, paecctuitriavte nmesastc h ind atat,o dthaeyy' s cradftaetda -dinatae-ndrsivivene  
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tfiaosnt-, 
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groocpeeryr actaitoalnosg .and power your enterprise pipelines.
usinesses can 
gain insights into various aspects of their service, including food quality, 
delivery times, and customer satisfaction.
The client revolutionized their approach to pricing strategy and inventory 
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responsiveness, profit margins, and substantial revenue growth.
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.
 
Source :-  https://www.mobileappscraping.com/aws-
and-gcp-web-scraping-for-real-time-cloud-based-
pipelines.php
Understanding Web Scraping Foodhub Reviews
InIntrtordoudcutciotnion [email protected]
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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 
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responsiveness, profit margins, and substantial revenue growth.
strCulciteunretd  Sduatcac, ewshsic hS tiso ersysential for making informed decisions.