Real-Time Food Price Comparison App for Zomato, Swiggy & MagicPin
                     Real-Time Food Price Comparison App for Zomato, 
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Introduction – Why Food Price Transparency Matters
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AcAtmoidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
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Client Objective
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rsant Data – A Detailed Guide
The client's vision was to build a consumer-facing web + mobile app that 
would:
• Fetch live menu and price data for every restaurant across Zomato, Swiggy, 
and MagicPin.
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• Dispolady tuhec fitniaol pnayable amount and highlight the cheapest option 
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Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
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thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Challenges in the Food Data Ecosystem
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tanutrsant Data – A Detailed Guides
Dynamic and Frequent Price Updates
Menu prices, taxes, and delivery fees fluctuate hourly. Some restaurants 
modify discounts multiple times per day. Capturing such volatility required 
near real-time scraping.
IIntPnlatftrroductoromd Vuarciattiioinn
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Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
Waen awlyilsli sn, aavnigda itnen othvarotiuvgeh p trhesee ninttartiicoanc.i eFso ro tfh Zoosem iant ot hSec rtaopuerirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
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wahrtilicel ee ndesluvreisn ign tsoy sthte mm ysrtiadb iblietyne afintsd o lfo swcr laaptiengn cTyri.pAdvisor, shedding light on how this 
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Complex Tax and Billing Logic
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 show pre-tax prices, others include GST or service char
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RGeusiRtdaeeustaurant Data – A Detailed Gui
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Benefitrsnts
Actowiz Solutions' Approach
Actowiz deployed a multi-layered AI data pipeline integrating intelligent 
crawlers, live caching, and normalization algorithms.
Discovery and Scoping
The data-engineering team audited all three platforms to identify:
• HTML structures, API endpoints, and data patterns.
• Dynamic elements rendered via React or VueJS.
• Pagination, search parameters, and delivery-fee calculations.
Crawler Architecture
Each crawler was customized for a specific platform:
• Playwright-based headless browser to render dynamic pages.
•
I•nIn
Prtoxryo rodtautiocnt aind session management to avoid IP blocking.
Stmraortd scuhecdutlieors nthat auto-adjusted crawl frequency during peak meal 
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article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
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into the realm of data-driven insights with TripAdvisor scraping.
Data Points Captured
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Dish Name Menu item Paneer Biryani
Base Price Before discounts ₹ 299
Discount Platform offer 20 % OFF
Delivery Fee Dynamic charge ₹ 32
Tax & Charges Service + GST ₹ 18
Final Payable Net bill after discounts ₹ 349
Timestamp Last update 2025-10-30 12:10 PM
Sample Data Snapshot
Restaurant Dish Zomato Final Swiggy Final MagicPin Final Cheapest
Veg Paradise 
Domino's Pizza Medium ₹ 412 ₹ 389 ₹ 398 Swiggy
InInttrrooductiBiryandi BluesctCihiocken Biryani ₹ 321 ₹ 345 ₹ 310 MagicPin
Tohisn blog will provide a comprehensive overview of datasets, including their definition, Ldeiffvereangtin tgy ptehse  oafp dparotapsreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
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mmilulisotn a dloecpattliyo nesm, p1lo by ilclioomn preetvitioerw psr, icaen dtr ascukpeprso rtto  fsotra y2 9a hleaandg.uages. As of 2022, when the is insatiable. As food enthusiasts and businesses seek the latest insights into menus, 
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Omura crgoimnsp,r eahnedn sifvoes tgeuriindge  dceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
rAeasptdapurovrancaht  denantsau.ra eWsg hceotemhepsre ty itoivue'rfne e asSs r, ecwsitrtahua drayptneauimrn isct grpivrii cnign gt ob eucnodmeirnsgta indc reyaosuirn gcloym pprevtiatolerns,t .a 
foIond  ebslsoegngceer,  suetailriczhiningg  af orc ofmrepseht ecnotn tceonmt, poert itao rd aptraic e nthraucskiaesrt  feaacgileitra tteos  eexffpelocrteiv ec ulpinriacriyn g 
tTroerpntdiimsp, itzhaAitsi ogdnu iavdnedi w siolllo isdeifirve esD a sr aeytoatuilrea cr'osm ppoassitsio in itnh eth weo fireldr coefl yd actoam epxetrtaitcivtieo ne.Commerce arena.
Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, 
Waen awlyilsli sn, aavnigda itnen othvarotiuvgeh p trhesee ninttartiicoanc.i eFso ro tfh Zoosem iant ot hSec rtaopuerirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
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thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Technology Stack
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Normalization Pandas, NumPy, Custom NLP matcher
Automation & Scheduling Apache Airflow, AWS Lambda
Visualization Tableau & Power BI
Delivery API FastAPI + JWT authentication
Dashboard & User Interface
Actowiz Solutions also designed a data dashboard to visualize price 
comparison in real time.Features included:
• Side-by-side price cards for Zomato, Swiggy, and MagicPin.
• Filters by cuisine, distance, offer type, or rating.
• "Best Deal" badges highlighting the lowest final billing.
• Historical price charts showing fluctuations for popular dishes.
InInttrroodduuccttioi n
TThoheisn  dbalosgh bwoilal rpdr owviadse  ina tecogmraptreehde wnsiitvhe  movoebrviileew a nodf  dwaetabs eatsp,p isn cvluiad iAngP I,t hdeeirl ivdeefirninitgio na,  Ldeiffvereangtin tgy ptehse  oafp dparotapsreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
ctoaInsn kst.hi setY eoduynn ta demoxinpc' tel arnniedensecdca ep etao co rf poeosCsos emdsemsv eicracedevs, a.pnrciceidn g csotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
IcWdonimgtiptharrel hasoetontdrsei vfurieos,n ct s.ta sMite oopdD-ebnryn- scttoenpas usmegrusitd ae?r e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a 
epxitvroatcatiln sgt edpa tbae ffroorme  pTruiprcAhdavsiisnogr.  uTshineg a all uursee ro-ffr iseencdulryi nwge tbh sec rbaepsitn gd etaolosl .and most competitive 
PInep rrtihfcoee rsdm ydnraiavnmecsiec  t whMioser lbtder oihcfa svdiiogri.t aCl ognassetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  oannldin dei nsihnogp epxeprse raiecnticveesl y 
TerinpgAadgveis oinr  psrtiacned ms oonuitto raisn ga a cproowsse rvhaoruiosues  wpiltaht foarnm se.x Rteencsoigvnei databa e comprisi g over 8 are increasingly explored and celebrated online, the demand fzoirn gu pt-htios- dtraetned r,e osntaliunrea nret tdaailtear s 
mmilulison locations, 1 billion reviewis insta atidaebplet.ly  Aesm pfolooyd  ceonmtpheutsiitaosrt sp
sr, icaen dtr ascukpeprso rtto  fsotra y2 9a hleaandg.uages. As of 2022, when the 
Metric  and businesses seek the latest insights into menus, cuBmy ulelavteivraeg rinegv ierewtsa ils udraptas scerda ptihBneeg f oorne eP robjereviews, and more, the Zomato API etemcehrngi
iqlcltiuoens ,m baurskin, eits sbeesc caAamftnee rc  Ioemlvpleildecmet necnto tamttihoant TripAdes as a powerful tool for scraping ptrheish einnvsiav
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lisetminpgo.wers retanilergs t ot chraeft  a Proobustt eprnicintgi astrla:te gTy, hboeEve ry 10 minlstering sales, enhancing profit 
Omura crPgorimincesp ,ar cecahuneradnc syifvoes tgeuriindge  dceulsvteosm ~i en7rt0 o % lothyea ltiny.t riMcaotree oavrte ro, f au tildi9za7itn.a8g -% dt rhvivere ifiZneo dmeCaotom AmPeI rtcoe  scprraicpien g 
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tTroerpntdiimsp, itzhaAitsi ogdnu iadned w siolll isdeifirvees a sr eytoauilre cr'osm ppoassitsio in itnh eth weo fireldr coefl yd actoam epxetrtaitcivtieo ne.Commerce arena.
AmidAsPtI respons
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 TripAdev liasteonrc'sy vast sea >o f4  sinformation lies a treas 25 % price changes for verification.
Key Results & Insights
InInttrroodduuccttioi n
Tohisn blog will provide a comprehensive overview of datasets, including their definition, Ldeiffvereangtin tgy ptehse  oafp dparotapsreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
taIns kt.h eY oduyn admoinc' tl anndesecda peto o f peoCsosemsms eracdev, apnrciceidn g csotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
IcWdonimgtiptharrel hasoetontdrsei vfurieos,n ct s.ta sMite oopdD-ebnryn- scttoenpas usmegrusitd ae?r e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a 
epxivotal step before purchasing. The allureDattraa cAtincgc udraatac yfrom TripAdvisor using a use
 ro-ffr iseencdulryi nwge tbh sec rbaepsitn gd etaolosl .and most competitive 
Inp rtihcee sd ydnriavmesic  twhiosr lbde ohfa vdiiogri.t aCl ognassetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  oannldin dei nsihnogp epxeprse raiecnticveesl y 
ATecrintpogAawdgvieizs 'oisnr   spsyrtsiactned ms o omnuittao iranisnt gaa ia ncproodws se> rv house with an extensive databa e comprisi g over 8 are increasingly explored and celebra9at7reido % uos n aplcinlacetu,f ortrahmceys d.  feRomerca oangldln  pfizorirni cgue pt -hptioso- ditnraettnesd  rw,e ositntahliun mrea nirnet tidmaailteaarl s  
mmilulisotn a dloecations, 1 billion reviews, and support for 29 languages. As of 2022, when the 
lias teinnscayti.ab
plet.ly  Aesm pfolooyd  ceonmtpheutsiitaosrt sp riacned t rabcukseinrse stsoe sst asye aehke athde.  latest insights into menus, 
cuBmy ulelavteivraeg rinegv ierewtsa ils udraptas scerda ptihneg  otenceh nbiiqlliuoens ,m baurskin, eits sbeesc caamne c oelvleidcet ncto mthparte hTreipnAsidvvei sroer's reviews, and more, the Zomato API emerges as a powerful tool for scraping this invaluabltea il 
mdeatticau, loffuse rignagz ein swigohutlds  isnoton t hceo vberro aedveerr y information. ma
rerksteatu'sr apnrtic, inhgo tlealn, dvsaccaapteio. nS urecnht aplr,i coer  inatetrlalicgteionnc e 
lUisetminpgo.lwoercs retailers to craft Pricing Trenkdsing the a Proobustt eprnicintgi astrla:te gTy, hboelste ring sales, enhancing profit Omura crgoimnsp,r eahnedn sifvoes tgeuriindge  dceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
ZrAoeasmptdapaurotvroanc athte  denandtsaue.rad eW stg hoceo teomhffepsree try i totivuhe'erfne  e loasSs wr, ecewssitrtath ua bdraayptsneeauim rpn isrcti grcpievrii cnfiogn grt  obb euucndodgmeeirntsg tma inedca reylsao,su irwn gchloyiml eppr eSvtwiatoilegrnsg,ty .a  
foIond  ebslsoegngceer,  suetailriczhiningg  af orc ofmrepseht ecnotn tceonmt, poert itao rd aptraic e nthraucskiaesrt  feaacgileitra tteos  eexffpelocrteiv ec ulpinriacriyn g 
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coAumpidosnt sT roipnA wdveiseokr'es nvdass.t sea of information lies a treasure trove awaiting extraction, 
Waen awlyilsli sn, aavnigda itnen othvarotiuvgeh p trhesee ninttartiicoanc.i eFso ro tfh Zoosem iant ot hSec rtaopuerirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
phroavrnidees siynogu  TrwipitAhd vriiscohr,  draetaal -tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
asctcreastesignigc  cbuusstionmesesr  rdeevcieiswiosn, so.u Tr hde taTriliepdA dgvuisidoer  eSncsruarpeesr  thfaacti lyitoaut ehsa rsneeasms ltehses  fualnl dp ortaepnitdia lw oefb  
thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Restaurant Insights
HEigxh-volume brands like Domino's and KFC maintained near-identical pricing, 
buHt po
trwa cttoi nEgff eIncftoivrmelya tUiosne  fCroommp TeripAdvisor: 
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URGseeru BsieRtdhaeevuisortanutrsant Data – A De
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Benefits
Beta testing showed users chose the cheapest platform 70 % of the time when 
differences exceeded ₹ 20.
Business Impact
• Boosted user trust through pricing transparency.
• Enabled restaurants to align cross-platform pricing.
• Laid the foundation for affiliate and cash-back revenue models.
Compliance and Ethics
InInttrroodduuccttioi n
Tohisn blog will provide a comprehensive overview of datasets, including their definition, Ldeiffvereangtin tgy ptehse  oafp dparotapsreiattse, aAnPdI  mstaraketesg siecrsa fpoirn gm TarxipimAdizvinisgo rt hoen  vaa luaerg oef  sdcaatlae. a straightforward 
taIns kt.h eY oduyn admoinc' tl anndesecda peto o f peoCsosemsms eracdev, apnrciceidn g csotrmapteugtey rs tasknidllss  patora maocuhinetv, ee sptheicsi.a llyO ufor r 
IcWdonimgtiptharrel hasoetontdrsei vfurieos,n ct s.ta sMite oopdD-ebnryn- scttoenpas usmegrusitd ae?r e diissc erndinegs,i gonfteedn  pritoor itizinwga lpkr ice ycooum partihsroonu agsh  a 
epxitvroatcatiln sgt edpa tbae ffroorme  pTruiprcAhdavsiisnogr.  uTshineg a all uursee ro-ffr iseencdulryi nwge tbh sec rbaepsitn gd etaolosl .and most competitive 
Inp rtihcee sd ydnriavmesic  twhiosr lbde ohfa vdiiogri.t aCl ognassetqrouneonmtlyy,,  aw hseigren ificucalinnta rpyo drteioling hotsf  oannldin dei nsihnogp epxeprse raiecnticveesl y 
TerinpgAadgveis oinr  psrtiacned ms oonuitto raisn ga a cproowsse rvhaoruiosues  wpiltaht foarnm se.x Rteencsoigvnei zdinagta tbhais et recnodm, pornisi g over 8 are increasingly explored and celebrated online, the demand for up-to-date restaliunrea nret tdaailtear s 
mmilulisotn a dloecpations, 1 billion reviews, is insatiablet.ly  Aesm pfolooyd  ceonmtpheutsiitaosrt sp ric
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esc caamne c oelvleidcet ncto mthparte hTreipnAsidvvei sroert'as l tool for scraping this invaluable il 
mdeticul us gazeinfoartma,a toiffone.ring in
 swigohutlds  isnoton t hceo vberro aedveerr ym arerksteatu'sr apnrtic, inhgo tlealn, dvsaccaapteio. nS urecnht aplr,i coer  inatetrlalicgteionnc e 
lUisetminpgo.lwoercs kretianilergs t ot chraeft  a Proobustt eprnicintgi astrla:te gTy, hboelste ring sales, enhancing profit 
Omura crgoimnsp,r eahnedn sifvoes tgeuriindge  dceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
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• Amidst TripAdvisor's vast sea of information lies a treasure trove awaiting extraction, WaenS awclyrilsali spn,i anavngigd oa itnnenl yothv paroutiuvbgelhi cp ltryhe seae vninattairltiaicoabncl.ie eF som ro etfh nZouosem d iaant tota hS.ec rtaopuerirs,m u,n hcosvpeirtianlgit yi,t so rc tarpaavbeill istieecst otros , 
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• arPticrloev dideilvnegs  tirnaton stphea rmeynrti adda btaen-uefistasg oef  asgcrraepeinmg eTnritpsA dtovi scolrie, nshtse.dding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
Scalability and Future Expansion
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The architecture was built for scalability.
Next phases included:
• Integrating more platforms like EatSure and Uber Eats (UAE).
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phroarnessing TripAdvisor data 
 brand consistency and margin 
vide you with rich, real-tpimroev erse sintavuarluaanbt led afotar . mForonmito rsincgra pcionmg peretisttoarusr antd  dseutpapilosr titnog  
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thsicsr arepsinogu,r coeff.ering the most straightforward route to consistently obtaining data at scale. This 
article delves into the myriad benefits of scraping TripAdvisor, shedding light on how this 
process can be initiated, including exploring the initial steps involving API utilization. Dive 
into the realm of data-driven insights with TripAdvisor scraping.
For Aggregators
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• AI-driven pipelines handling dynamic pages at scale.
• Comprehensive delivery: data feeds, dashboards, and API integration.
• Track record across Zomato, Swiggy, Uber Eats, DoorDash, and MagicPin 
data projects.
• Client support and SLA guarantees for uptime and accuracy.
With robust experience in menu data scraping, delivery price monitoring, and 
discount analytics, Actowiz Solutions has become a trusted partner for 
FoodTech innovation.
Want to build your own real-time price comparison or food delivery data 
platform? Actowiz Solutions can power it with scalable web scraping APIs and 
AI-based price intelligence.
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into the realm of data-driven insights with TripAdvisor scraping.
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Introducti
Tohisn blog will provide a comprehensive overview of datasets, including their definition, different types of datasets, and strategies for maximizing the value of data.
In the dynamic landscape of eCommerce, pricing strategy stands paramount, especially for 
IWdnigtitharl asototdre furiosnct s.ta Mi oodDenrn ctonasusmerst a?re discerning, often prioritizing price comparison as a pivotal step before purchasing. The allure of securing the best deals and most competitive 
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indfoartma,a toiffone.ring insights into the broader market's pricing landscape. Such price intelligence 
empowers retailers to craft a robust pricing strategy, bolstering sales, enhancing profit 
Omura crgoimnsp,r eahnedn sifvoes tgeuriindge  dceulsvteosm ienrt o lothyea ltiny.t riMcaotree oavrte ro, f au tildizaitnag- dtrhivee Zno meCaotom AmPeI rtcoe  scprraicpien g 
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troepntdims, itzhaitsi ognu iadned w siolll isdeifirvees a sr eytoauilre cr'osm ppoassitsio in itnh eth weo fireldr coefl yd actoam epxetrtaitcivtieo ne.Commerce arena.
We will navigate through the intricacies of Zomato Scraper, uncovering its capabilities to 
provide you with rich, real-time restaurant data. From scraping restaurant details to 
accessing customer reviews, our detailed guide ensures that you harness the full potential of 
this resource.