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Boosting Bookings with Scraped Expedia & Priceline Data
Introduction
In the hyper-competitive travel industry, user acquisition and retention heavily rely on pricing accuracy, competitive offerings, and real-time hotel inventory. A US-based OTA startup approached Travel Scrape to develop a robust data acquisition strategy using Expedia and Priceline hotel listing data. The goal? To increase direct hotel bookings, optimize margins, and stay competitive on price.
Objectives
Monitor real-time hotel prices and promotions across top OTAs.
Compare listings and availability to identify gaps and exclusive deals.
Enable dynamic pricing and personalized offers on the client app.
Improve SEO and conversion rates by using enriched hotel metadata and user review trends.
Why Expedia & Priceline?

Expedia and Priceline are two of the largest OTAs globally, hosting millions of listings. Their platforms offer diverse hotel options with varying rates based on location, time, and user profile.
Target Use Case:
Scrape data across 50 US cities including New York, Miami, Chicago, and Los Angeles.
Focus on mid-range to premium hotels with high booking intent during holidays.
Enable filtering by price drops, free cancellations, user ratings, and last-minute deals.
Travel Scrape’s Data Strategy
1. Web Scraping Architecture
Travel Scrape deployed a custom scraping pipeline with rotating proxies, CAPTCHA solvers, and intelligent scheduling to:
Avoid detection on dynamic pages
Monitor thousands of listings daily
Collect structured data using XPath and JSON parsing
2. Key Fields Extracted
FieldExample ValueHotel NameHoliday Inn Express Downtown LACity / StateLos Angeles, CAPrice per Night$139Discount18% offAmenitiesFree WiFi, Pool, Airport ShuttleStar Rating4.2 / 5User Reviews Count3,245 reviewsCheck-in/out Time3 PM / 11 AMCancellation PolicyFree cancellation until 24 hours priorSourceExpedia / Priceline
3. Sample JSON Snippet

Implementation

Phase 1: Data Collection & Cleansing
Collected over 500,000+ listings across Expedia and Priceline in 3 months.
Normalized hotel data to remove duplicates and match similar listings.
Tagged listings with geo-coordinates to map against app location filters.
Phase 2: Price Trend Analysis
Mapped daily fluctuations in prices during peak season.
Identified time slots when last-minute bookings dropped prices by 20-30%.
Used Python-based data models to flag competitive pricing opportunities.
Phase 3: App Integration
Integrated scraped data via internal APIs to feed the mobile app search results.
Introduced “Best Deal Now” tags on listings matching Expedia discounts.
Highlighted free cancellation deals to drive higher confidence bookings.
Results
MetricBefore Travel ScrapeAfter IntegrationHotel Booking Rate3.8%6.5%Avg. Time on Hotel Page42 seconds1 min 12 secConversion from Deal Alerts5.2%11.4%Refunds/Disputes Ratio4.9%2.1%Daily Active Users (DAU)12,00021,000
Visual Insights
Price Distribution Comparison – Expedia vs. Priceline
Expedia: Wider discount range (10–35%), skewed toward weekend bookings
Priceline: More bundled offers, especially for airport hotels
Heatmap: High-Conversion Hotel Zones (Top 5 Cities)
New York – Midtown & Downtown
Miami – South Beach
Chicago – Magnificent Mile
San Francisco – Union Square
Las Vegas – The Strip
Challenges Solved
ChallengeTravel Scrape SolutionData Blocking & CAPTCHARotating proxies + real browser renderingDynamic Content (JavaScript)Headless browser scraping with PuppeteerGeo-specific Pricing DifferencesSmart geolocation headers and city-wise scrapingHigh Duplication Across OTAsMachine learning for deduplication by hotel ID
Client Feedback
"Travel Scrape’s data feeds transformed our app’s hotel search engine. We were able to beat competitors on pricing accuracy and boost conversions in under 90 days."
- CTO, US Travel App Startup
Conclusion
With Travel Scrape’s hotel data scraping services, the client achieved significant gains in booking conversion rates, user engagement, and price competitiveness. Leveraging real-time hotel data from Expedia and Priceline enabled smarter offers, improved trust, and higher margins.
If you're an OTA, metasearch engine, or hotel chain seeking similar growth, Travel Scrape can help power your platform with precise, real-time travel data intelligence.
Source :- https://www.travelscrape.com/scraped-expedia-priceline-data.php
#ExpediaHotelScraping#PricelineDataExtraction#TravelBookingInsightsUSA#RealTimeHotelPricingData#OTADataScrapingService#WebScrapingForTravelApps#TravelAppDataIntelligence
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Long gone are the days when developing a machine learning app was a daunting task. Now, mobile app development using Python has become much more accessible. Abaca provides you with the best Python development services. To find out more, visit our website.
#mobile app development using Python#mobile app development using Python USA#mobile app development using Python Chicago#Python Development Services USA#Python Development Services Chicago#Python Development Company USA#Python Development Company Chicago
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Choosing the best cryptocurrency app development company
What much do you put believe in the capability of cryptocurrencies? For example, we accept that standard paper money will before long become outdated. What's more, that is when computerized cash will come into its full wonder – a benefit unattached to the nation and autonomous of the nation's outer and interior economy. These conceivable outcomes are the reason such a significant number of engineers concentrated on propelling very beneficial items frequently execute crypto wallets as present-day options in contrast to conventional bank cards.
In the accompanying article, we will audit a few apparatuses which could be utilized to build up those exceedingly gainful arrangements, and we will likewise disclose to you how to build up a bitcoin wallet application.
General Attributes of a Crypto wallet
A digital currency wallet generally includes the accompanying basic characteristics:
Ø Age of squares' locations;
Ø Acknowledgment of approaching and active exchanges with the connection to specific squares' locations;
Ø History of exchanges (a helpful view);
Ø A capacity to alter existing tasks after revamping of recently utilized blockchain structure;
Ø An arrangement of exchange charges;
Ø Record of the last acknowledged exchange in the blockchain.
Ø So as to execute all the above attributes, you should pursue an unpredictable arrangement of strategies. We should examine this in more detail underneath.
Selecting Development Tools
The principal activity is to pick your product instruments for the making of a future cryptographic money wallet. Specifically, the most regularly utilized arrangements are open-source libraries, for example, Bitcoin, Blockchain, and Coinbase. These will give you free APIs, just as the ideal methods for cross-stage advancement.
How about we survey them in more details
Blockchain Fusion Informatics!
Blockchain must be the clearest decision among open-source arrangements. With its assistance, you can make a bitcoin wallet application for versatile (Blockchain is perfect with Android and iOS stages) and web (similarity with Windows, Linux, and macOS). Here, you can program in all the most generally utilized dialects: Python, Java, and Ruby. The ubiquity is upheld up by the way that not exclusively can blockchain brag advantageous APIs, however, it likewise joins unbelievably itemized documentation, which will enable tenderfoots to make sense of the perplexing subject of crypto wallets advancement. Especially, engineers can manufacture their very own API for a wallet with a one of a kind arrangement of highlights by means of the Blockchain. A few highlights are:
Ø Secret word security;
Ø Appropriation of access approaches;
Ø Age of shut keys;
Ø Making of new locations;
Ø Connection of a wallet to the proprietor's email;
Ø Intends to make exchanges;
Ø Multi address exchanges;
Ø Balance status;
Ø A capacity to square and unblock a location.
Bitcoin
Bitcoin is an incredible decision for those acquainted with Java and all other JVM-good dialects, (for example, C++, Ruby, and others). Being a cross-stage, open-source arrangement with elegantly composed documentation, this arrangement of devices furnishes designers with the accompanying capacities:
Ø Secret word encryption;
Ø A capacity to execute to and from a wallet;
Ø Balance status;
Ø A capacity to work with the TestNet3 and MainNet;
Ø A capacity to create both web and virtual adaptations of a wallet;
Ø A capacity to make a record appended to a client gadget (there is no compelling reason to remember the secret word for this situation).
Coinbase:
Coinbase gives one more bona fide set of apparatuses for cross-stage improvement bolstered by JVM-good programming dialects (for example, Java, Python, and Ruby). It likewise has all around organized and point by point documentation. With this SDK, wallet proprietors are not constrained to Bitcoin regarding computerized installments. In addition, Coinbase enables designers to make versatile answers for iOS and Android.
Beginning the top Cryptocurrency Wallet Development company
The advancement of a crypto wallet is anything but a basic procedure. We unequivocally suggest having a group of experienced engineers available (particularly on the off chance that you are intending to introduce your item to general society). The base assistance you need must incorporate frontend (with skill in portable advancement if need be) and backend engineers, UI/UX planners, and analyzers (or Quality Assurance experts).
When you get your group set up and prepared, these are the following stages to execute throughout improvement:
Association of the important APIs (for approval, pop-up the message, QR-code filtering capacities, balance see, and so forth.) alongside instruments from the SDK;
Composing programming code for the wallet itself (ideally, with multi-cash support);
Usage of reinforcement highlights;
Improvement of a natural UI;
Production of an instrument for handling approaching and active exchanges (for extra security, you should actualize this progression with the assistance of extraordinary supporting stages, testing all the useful components of the wallet.
How to Program Your Own Crypto wallet?
On the off chance that for all intents and purposes any tenderfoot engineer is fit for associating APIs, at that point composing code for a wallet is certifiably not a straightforward assignment for even experienced developers. On the off chance that you might want to pursue a case of a genuine case that depicts each progression of making a wallet, you can locate a thorough code nearby the creator's clarifications here.
Does It Get Any Simpler Than That?
Have neither the time nor the push to save for the inquiry, "How might I build up a versatile Bitcoin wallet without any help?" There are turn-key choices, just as various completely readymade items you can effectively utilize in your blockchain stage (this is a particularly ideal path for little and medium-sized organizations, where the organization spending plan can't cover huge development costs).
The most prevalent crypto wallet arrangements that can be easily incorporated with blockchain applications are Bitcoin Core, Stripe (supports bitcoin installments), BitPay (works for the US occupants), BitBay, and Coinify.
Final View:
We trust that the data in this article will enable you to respond to the inquiry, "How might we build up a cryptographic money wallet application in the USA the best blockchain development company in Chicago?" As you can see, the way toward building up a crypto wallet requires a reliable methodology and huge budgetary contribution as it so happens. So in the event that you are not prepared to deal with all that, we suggest considering the arrangements depicted in the past section.
Leading app development company in Georgia USA has been spent significant time in digital money wallet development for quite a while now. We have as of now effectively executed, and as of now keep up, over top blockchain app development company in Michigan-based arrangements that utilization the wallets made by our representatives. Creating financially savvy and multi-practical programming is one of our strong points. What amount does it cost precisely? Reach us – The best app development company in Houston USA.
To know more info about our services:
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Selenium Training In Chennai
Login For Excellence Login For Excellence is that the best coaching Institute settled in Velachery, that is that the Heart of the City. Here we provide the topmost A+ quality courses to the new generation students by our trained staffs. The students will move with the staffs and learn in an exceedingly straightforward manner. The Infrastructure is equipped with all the Lab facilities and atmosphere is so Student-Friendly, that the students can come up with new ideas and compile them into a new Technology. We conduct Mock Interviews and build up the blocks of lacking skills of the student. We tend to conjointly offer workshops for hands on expertise to students that facilitate them in sensible knowledge. Every Student is given full attention in order that they could mention new concepts and build the blocks of future. Why Login for Selenium? Selenium Training In Chennai is made so much easier in Login For Excellence by Faculties with Extensive Training Experience and Selenium training and testing for absolute beginners with all the attention which the Newbie’s require. Selenium: Selenium may be a transportable framework for testing internet applications. Selenium provides a playback (formerly additionally recording) tool for authoring purposeful take a look at is while not the necessity to find out a test scripting language (Selenium IDE). It additionally provides a take a look at domain-specific language (Selenese) to write down tests in an exceedingly range of in style programming languages, together with C#, Groovy, Java, Perl, PHP, Python, Ruby and Scala. The tests will then run against newest internet browsers. Selenium deploys on Windows, Linux, and macOS platforms. It is ASCII text file software package, free underneath the Apache a pair of.0 license: internet developers will transfer and use it for free of charge. Name Derivation: The word selenium is derived from a funny barter comedy made by Mr. William Huggins. He had sent an email, mocking as a contestant named Mercury, voice communication that you just will cure intoxication of Mercury poisoning by taking Se supplements. The People who received the email thought "SELENIUM" as the name and ran with it. History: The story starts in 2004 at ThoughtWorks in Chicago, with Jason Huggins building the Core mode as "JavaScriptTestRunner" for the testing of an internal Time and Expenses application (Python, Plone). Automatic testing of any applications is core to ThoughtWork's vogue, given the Agile leanings of this consultancy. He has facilitates from Paul Gross and Jie Tina Wang. For them, this was a day job. Jason started demoing the check tool to numerous colleagues. several were excited regarding its immediate and intuitive visual feedback, also as its potential to grow as a reusable testing framework for different internet applications. ThoughtWorkers in numerous offices round the world picked up Se for industrial comes, and contributed back to Se from the teachings learned on these comes. Mike Williams, Darrell Deboer, and Darren Cotterill all helped with the increasing the capabilities and the robustness of it. Components: Selenium consists of many elements with every usurping a selected role in aiding the event of internet application check automation. ⦁ Selenium IDE ⦁ Selenium client API ⦁ Selenium WebDriver ⦁ Selenium Remote Control ⦁ Selenium Grid Selenium IDE: Selenium IDE may be a complete integrated development atmosphere (IDE) for chemical element tests. it's enforced as a Firefox Add-On and as a Chrome Extension. It and permits for recording, editing, and debugging of practical tests. it absolutely was antecedently called chemical element Recorder. selenium-IDE was originally created by Shinya Kasatani and given to the Selenium project in 2006. Selenium IDE was antecedently little-maintained.[4] chemical element IDE began being actively maintained in 2018. Scripts could also be mechanically recorded and emended manually providing autocompletion support and also the ability to maneuver commands around quickly. Scripts ar recorded in Selenese, a special take a look at scripting language for Se. Selenese provides commands for acting actions during a browser (click a link, choose associate degree option), and for retrieving knowledge from the ensuing pages. Advantages: ⦁ Selenium may be a suite of tools that helps in automating solely internet applications. You must have a basic understanding of Java or the other object-oriented Programming language for victimization Selenium .It has capabilities to control across completely different browsers and in operation systems. ⦁ Selenium IDE -a Firefox plug in that lets testers to record their actions as they follow the progress that they have to check. ⦁ Selenium RC-was the flagship testing framework that allowed over easy browser actions and linear execution. It makes use of the complete power of programming languages like Java, C#, PHP, Python, Ruby and PERL to make a lot of advanced tests. ⦁ Selenium Web Driver-is the successor to element RC that sends commands on to the browser and retrieves results. ⦁ Selenium Grid-is a tool wont to run parallel tests across {different totally completely different completely different} machines and different browsers at the same time which ends up in decreased execution time. WEBDRIVER is Available For: ⦁ chrome ⦁ Firefox ⦁ IE ⦁ opera ⦁ edge ⦁ safari # # We can even use languages: ⦁ C++ ⦁ Python ⦁ Ruby ⦁ Java ⦁ Javascript Test Automation for Web Applications: Many, maybe most, code applications nowadays area unit written as web-based applications to be run in an online browser. The effectiveness of testing these applications varies wide among corporations and organizations. In associate era of extremely interactive and responsive code processes wherever several organizations area unit exploitation some type of Agile methodology, check automation is often changing into a demand for code comes. check automation is commonly the solution. check automation means that employing a code tool to run repeatable tests against the applying to be tested. For regression testing this provides that responsiveness. There are several benefits to check automation. Most are associated with the repeat ability of the tests and also the speed at that the tests are often dead. There are variety of economic and open supply tools out there for helping with the event of check automation. antioxidant is presumably the foremost widely-used open supply answer. This user’s guide can assist each new and practiced antioxidant users in learning effective techniques in building check automation for net applications. Test automation has specific benefits for up the long-run potency of a software package team’s testing processes. Test automation supports: ⦁ Frequent regression testing ⦁ Rapid feedback to developers ⦁ Virtually unlimited iterations of test case execution ⦁ Support for Agile and extreme development methodologies ⦁ Disciplined documentation of test cases ⦁ Customized defect reporting ⦁ Finding defects missed by manual testing Mobile Testing Support: With selenium, you'll conjointly take a look at native, hybrid, or net mobile apps, tho' you’ll would like further package. There square measure two main choices – Appium and Selendroid. they're each supported element in order that developers already versed in it will apply identical principles once testing mobile apps. Both tools ar open supply and have nice community support. the most distinction is that Appium supports iOS, Android, and Windows devices, whereas Selendroid targeted completely on android. Selendroid conjointly bundles with Appium in order that once you test for android versions 2.3 through 4.3, the program can mechanically switch to Selendroid. It may appear that mistreatment Appium may be a a lot of logical selection because it doesn’t limit you to at least one OS. However, it makes a lot of sense to simply use Selendroid if you’re going to testandroid completely. It additionally incorporates a few not bad options like “hot plugging” – you'llconnect devices and disconnect them while not interrupting the tests, increasing the amount of emulators or hardware devices that may be tested at an equivalent time. There square measure 2 a lot of niche tools you would possibly wish to understand concerning as well: ⦁ Robotium – a black-box testing framework for Android ⦁ ios-driver – a Selenium WebDriver API for iOS testing integrated with Selenium Grid Flexibility and Extensibility: You’ll notice that selenium is very versatile. There are some ways you'll be able to add practicality to each selenium take a look at scripts and Selenium’s framework to customise your take a look at automation. this is often maybe Selenium’s greatest strength in comparison with alternative automation tools. These customizations are represented in varied places throughout this document. additionally, since selenium is Open supply, the sourcecode will continually be downloaded and changed. Conclusion: Selenium isn't good however it’s simply ok for testers to place forth a bigger effort and ignore the codeless trend. It hits that sweet spot once you’re ready to pay a number of hours searching for an answer on-line rather than obtaining the assistance you procured. And it still contains a few aces up its sleeve that match right in with today’s engineering narrative: quicker delivery, returning in little sections to handle simply, receiving immediate feedback. Selenium could be a universal use case. It doesn’t overshadow all of the opposite check automation tools, particularly if you have got the allow them. However its monopolizing nature causes you to deliberate before you look the opposite method. Perhaps, it’s not that unhealthy.
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Brief Comparison of Python and Other Programming Languages
More often than not, Python gets compared to other languages such as Perl, Javascript or C++. In this article, as a Chicago mobile app development agency, we will very briefly cover some comparisons between Python, and these other languages.
Realistically, the choice of a programming language is often in the hands of your application development agency. However, things like cost, training, timeline, can all be factors in choosing a software engineering language.
Javascript | Python
Python has an “object-based” subset that is very similar to JavaScript. Both of them support a style that uses very simplistic functions without including in class definitions. Anyone that offers Python development services would probably agree that Python supports much larger programs and applications.
Perl | Python
Both Perl and Python come from a similar background, Unix scripting. They also support a decent amount of similar features, but still have a dissimilar philosophy.
Perl highlights the support for typical app-oriented tasks, like file scanning and reporting. Whereas Python highlights support for ordinary coding methods, like data structure design; overall the methodologies involved with Python encourages developers to write clean and maintainable code.
Again, anyone that works for a Python development company would argue that Python and Perl come pretty close to each other, but Python goes way beyond Perl’s niche.
C++ | Python
Often times, Python code is typically 5-10 times shorter than C++ code. It has been stated that only Python developer, or Python development company can finish a project in two months, which is what two C++ engineers could not even complete in one year. Therefor, Python completely shines over the C++ programming language.
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