#Food Delivery Data Collection
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actowiz1 · 2 years ago
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Exploring the World of Restaurant Food Ethnic Leads: A Comprehensive Guide
'Actowiz Solutions, a trailblazing name in data solutions, has embarked on a journey to help businesses unlock the potential of scraping restaurant food ethnic leads.
Know more: https://www.actowizsolutions.com/world-of-restaurant-food-ethnic-leads.php
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mostlysignssomeportents · 7 months ago
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Reverse engineers bust sleazy gig work platform
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If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:
https://pluralistic.net/2024/11/23/hack-the-class-war/#robo-boss
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A COMPUTER CAN NEVER BE HELD ACCOUNTABLE
THEREFORE A COMPUTER MUST NEVER MAKE A MANAGEMENT DECISION
Supposedly, these lines were included in a 1979 internal presentation at IBM; screenshots of them routinely go viral:
https://twitter.com/SwiftOnSecurity/status/1385565737167724545?lang=en
The reason for their newfound popularity is obvious: the rise and rise of algorithmic management tools, in which your boss is an app. That IBM slide is right: turning an app into your boss allows your actual boss to create an "accountability sink" in which there is no obvious way to blame a human or even a company for your maltreatment:
https://profilebooks.com/work/the-unaccountability-machine/
App-based management-by-bossware treats the bug identified by the unknown author of that IBM slide into a feature. When an app is your boss, it can force you to scab:
https://pluralistic.net/2023/07/30/computer-says-scab/#instawork
Or it can steal your wages:
https://pluralistic.net/2023/04/12/algorithmic-wage-discrimination/#fishers-of-men
But tech giveth and tech taketh away. Digital technology is infinitely flexible: the program that spies on you can be defeated by another program that defeats spying. Every time your algorithmic boss hacks you, you can hack your boss back:
https://pluralistic.net/2022/12/02/not-what-it-does/#who-it-does-it-to
Technologists and labor organizers need one another. Even the most precarious and abused workers can team up with hackers to disenshittify their robo-bosses:
https://pluralistic.net/2021/07/08/tuyul-apps/#gojek
For every abuse technology brings to the workplace, there is a liberating use of technology that workers unleash by seizing the means of computation:
https://pluralistic.net/2024/01/13/solidarity-forever/#tech-unions
One tech-savvy group on the cutting edge of dismantling the Torment Nexus is Algorithms Exposed, a tiny, scrappy group of EU hacker/academics who recruit volunteers to reverse engineer and modify the algorithms that rule our lives as workers and as customers:
https://pluralistic.net/2022/12/10/e2e/#the-censors-pen
Algorithms Exposed have an admirable supply of seemingly boundless energy. Every time I check in with them, I learn that they've spun out yet another special-purpose subgroup. Today, I learned about Reversing Works, a hacking team that reverse engineers gig work apps, revealing corporate wrongdoing that leads to multimillion euro fines for especially sleazy companies.
One such company is Foodinho, an Italian subsidiary of the Spanish food delivery company Glovo. Foodinho/Glovo has been in the crosshairs of Italian labor enforcers since before the pandemic, racking up millions in fines – first for failing to file the proper privacy paperwork disclosing the nature of the data processing in the app that Foodinho riders use to book jobs. Then, after the Italian data commission investigated Foodinho, the company attracted new, much larger fines for its out-of-control surveillance conduct.
As all of this was underway, Reversing Works was conducting its own research into Glovo/Foodinho's app, running it on a simulated Android handset inside a PC so they could peer into app's data collection and processing. They discovered a nightmarish world of pervasive, illegal worker surveillance, and published their findings a year ago in November, 2023:
https://www.etui.org/sites/default/files/2023-10/Exercising%20workers%20rights%20in%20algorithmic%20management%20systems_Lessons%20learned%20from%20the%20Glovo-Foodinho%20digital%20labour%20platform%20case_2023.pdf
That report reveals all kinds of extremely illegal behavior. Glovo/Foodinho makes its riders' data accessible across national borders, so Glovo managers outside of Italy can access fine-grained surveillance information and sensitive personal information – a major data protection no-no.
Worse, Glovo's app embeds trackers from a huge number of other tech platforms (for chat, analytics, and more), making it impossible for the company to account for all the ways that its riders' data is collected – again, a requirement under Italian and EU data protection law.
All this data collection continues even when riders have clocked out for the day – its as though your boss followed you home after quitting time and spied on you.
The research also revealed evidence of a secretive worker scoring system that ranked workers based on undisclosed criteria and reserved the best jobs for workers with high scores. This kind of thing is pervasive in algorithmic management, from gig work to Youtube and Tiktok, where performers' videos are routinely suppressed because they crossed some undisclosed line. When an app is your boss, your every paycheck is docked because you violated a policy you're not allowed to know about, because if you knew why your boss was giving you shitty jobs, or refusing to show the video you spent thousands of dollars making to the subscribers who asked to see it, then maybe you could figure out how to keep your boss from detecting your rulebreaking next time.
All this data-collection and processing is bad enough, but what makes it all a thousand times worse is Glovo's data retention policy – they're storing this data on their workers for four years after the worker leaves their employ. That means that mountains of sensitive, potentially ruinous data on gig workers is just lying around, waiting to be stolen by the next hacker that breaks into the company's servers.
Reversing Works's report made quite a splash. A year after its publication, the Italian data protection agency fined Glovo another 5 million euros and ordered them to cut this shit out:
https://reversing.works/posts/2024/11/press-release-reversing.works-investigation-exposes-glovos-data-privacy-violations-marking-a-milestone-for-worker-rights-and-technology-accountability/
As the report points out, Italy is extremely well set up to defend workers' rights from this kind of bossware abuse. Not only do Italian enforcers have all the privacy tools created by the GDPR, the EU's flagship privacy regulation – they also have the benefit of Italy's 1970 Workers' Statute. The Workers Statute is a visionary piece of legislation that protects workers from automated management practices. Combined with later privacy regulation, it gave Italy's data regulators sweeping powers to defend Italian workers, like Glovo's riders.
Italy is also a leader in recognizing gig workers as de facto employees, despite the tissue-thin pretense that adding an app to your employment means that you aren't entitled to any labor protections. In the case of Glovo, the fine-grained surveillance and reputation scoring were deemed proof that Glovo was employer to its riders.
Reversing Works' report is a fascinating read, especially the sections detailing how the researchers recruited a Glovo rider who allowed them to log in to Glovo's platform on their account.
As Reversing Works points out, this bottom-up approach – where apps are subjected to technical analysis – has real potential for labor organizations seeking to protect workers. Their report established multiple grounds on which a union could seek to hold an abusive employer to account.
But this bottom-up approach also holds out the potential for developing direct-action tools that let workers flex their power, by modifying apps, or coordinating their actions to wring concessions out of their bosses.
After all, the whole reason for the gig economy is to slash wage-bills, by transforming workers into contractors, and by eliminating managers in favor of algorithms. This leaves companies extremely vulnerable, because when workers come together to exercise power, their employer can't rely on middle managers to pressure workers, deal with irate customers, or step in to fill the gap themselves:
https://projects.itforchange.net/state-of-big-tech/changing-dynamics-of-labor-and-capital/
Only by seizing the means of computation, workers and organized labor can turn the tables on bossware – both by directly altering the conditions of their employment, and by producing the evidence and tools that regulators can use to force employers to make those alterations permanent.
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Image: EFF (modified) https://www.eff.org/files/issues/eu-flag-11_1.png
CC BY 3.0 http://creativecommons.org/licenses/by/3.0/us/
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soon-palestine · 1 year ago
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Damages to Physical Structures Estimated at $18.5 billion as of end January
WASHINGTON, April 2, 2024 – The cost of damage to critical infrastructure in Gaza is estimated at around $18.5 billion according to a new report released today by the World Bank and the United Nations, with financial support of the European Union. That is equivalent to 97% of the combined GDP of the West Bank and Gaza in 2022. The Interim Damage Assessment report used remote data collection sources to measure damage to physical infrastructure in critical sectors incurred between October 2023 and end of January 2024. The report finds that damage to structures affects every sector of the economy. Housing accounts for 72% of the costs. Public service infrastructure such as water, health and education account for 19%, and damages to commercial and industrial buildings account for 9%. For several sectors, the rate of damage appears to be leveling off as few assets remain intact. An estimated 26 million tons of debris and rubble have been left in the wake of the destruction, an amount that is estimated to take years to remove.
The report also looks at the impact on the people of Gaza. More than half the population of Gaza is on the brink of famine and the entire population is experiencing acute food insecurity and malnutrition. Over a million people are without homes and 75% of the population is displaced. Catastrophic cumulative impacts on physical and mental health have hit women, children, the elderly, and persons with disabilities the hardest, with the youngest children anticipated to be facing life-long consequences to their development.
With 84% of health facilities damaged or destroyed, and a lack of electricity and water to operate remaining facilities, the population has minimal access to health care, medicine, or life-saving treatments. The water and sanitation system has nearly collapsed, delivering less than 5% of its previous output, with people dependent on limited water rations for survival. The education system has collapsed, with 100% of children out of school.
The report also points to the impact on power networks as well as solar generated systems and the almost total power blackout since the first week of the conflict. With 92% of primary roads destroyed or damaged and the communications infrastructure seriously impaired, the delivery of basic humanitarian aid to people has become very difficult.
The Interim Damage Assessment Note identifies key actions for early recovery efforts, starting with an increase in humanitarian assistance, food aid and food production; the provision of shelter and rapid, cost-effective, and scalable housing solutions for displaced people; and the resumption of essential services.
About the Gaza Interim Damage Assessment Report The Gaza Interim Damage Assessment report draws on remote data collection sources and analytics to provide a preliminary estimate of damages to physical structures in Gaza from the conflict in accordance with the Rapid Damage & Needs Assessment (RDNA) methodology. RDNAs follow a globally recognized methodology that has been applied in multiple post-disaster and post-conflict settings. A comprehensive RDNA that assesses economic and social losses, as well as financing needs for recovery and reconstruction, will be completed as soon as the situation allows. The cost of damages, losses and needs estimated through a comprehensive RDNA is expected to be significantly higher than that of an Interim Damage Assessment.
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nourasbasha · 15 days ago
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“It makes aid conditional on political and military aims. It makes starvation a bargaining chip.”
TRIAL International has filed legal complaints in Switzerland, urging an investigation into the Swiss-incorporated Gaza Humanitarian Foundation (GHF).
Despite having no disclosed funding sources or any documented expertise in aid delivery, the GHF has been backed by the US to begin distributing aid into hubs in Gaza controlled by the Israeli military. TRIAL warns that the GHF risks undermining genuine humanitarian relief and violating international law.
GHF has been condemned by leading aid and human rights groups as a politicised sham, dependent on Israeli control. “The GHF board includes former senior U.S. military and security officials with no roots in Gaza, no accountability to Palestinian civil society, and a clear record of working in coordination with the Israeli and U.S. Governments,” according to a statement signed by 11 international aid and human rights organisations. “Aid does not need rebranding. It needs to be allowed in.”
Earlier in May, Israel's cabinet signed off on a plan to impose biometric data collection as a condition of aid distribution: "Palestinians would be coming to these places, registered and screened through facial recognition technology," according to journalist Daniel Estrin.
UN Under-Secretary-General for Humanitarian Affairs Tom Fletcher said: “It makes aid conditional on political and military aims. It makes starvation a bargaining chip. It is cynical sideshow. A deliberate distraction. A fig leaf for further violence and displacement.”
Sources:
What is the Gaza Humanitarian Foundation, and why has it been criticised?
https://aljazeera.com/amp/news/2025/5/20/what-is-the-gaza-humanitarian-foundation-and-why-has-it-been-criticised
Two legal submissions by TRIAL International request Swiss authorities to monitor the activities of the Gaza Humanitarian Foundation
https://trialinternational.org/latest-post/two-legal-submissions-by-trial-international-request-swiss-authorities-to-monitor-the-activities-of-the-gaza-humanitarian-foundation/
The little-known group poised to take over Gaza’s aid
https://removepaywall.com/search?url=https://www.ft.com/content/ae191ff4-916c-4cc3-8a93-631754bcba90
Leading Aid and Human Rights Organisations Condemn the Gaza Humanitarian Foundation as a Dangerous, Politicised Sham
https://reliefweb.int/report/occupied-palestinian-territory/leading-aid-and-human-rights-organisations-condemn-gaza-humanitarian-foundation-dangerous-politicised-sham
Israel seeks funding for plan to require facial recognition in exchange for food in Gaza https://biometricupdate.com/202505/israel-seeks-funding-for-plan-to-require-facial-recognition-in-exchange-for-food-in-gaza
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darkmaga-returns · 4 months ago
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by Nicolas Hulscher, MPH
The study by Dr. James Thorp et al, titled, Are COVID-19 Vaccines in Pregnancy as Safe and Effective as the Medical Industrial Complex Claim? Part I, was just published after successful peer review in the journal Science, Public Health Policy and the Law:
Introduction: In Part I of this three-part series, we report a retrospective, population-based cohort study assessing rates of adverse events (AEs) in pregnancy after COVID-19 vaccines compared to the same AEs after influenza vaccines and after all other vaccines. Methods: Data were collected from the U.S. Centers for Disease Control and Prevention (CDC) and the U.S. Food and Drug Administration (FDA). The CDC/FDA Vaccine Adverse Event Reporting System (VAERS) database was queried from January 1, 1990 to April 26, 2024, for adverse events (AEs) involving pregnancy complications following COVID-19 vaccination. The time-period included 412 months for all vaccines except COVID-19 vaccines, having been used for only 40 of the 412 months (December 1, 2020 to April 26, 2024). Proportional reporting ratios (PRR) by time compared AEs after COVID-19 vaccination to those after influenza vaccination, and after all other vaccine products administered to pregnant women. In cases in which the PRR was not applicable, Chi-square analysis and Fisher’s exact tests were used according to CDC/FDA guidance. CDC/FDA stipulate a safety concern if a PRR is ≥ 2 or if a Chi-square is ≥ 4. Results: The CDC/FDA’s safety signals were breached for all 37 AEs following COVID-19 vaccination in pregnancy including miscarriage, chromosomal abnormalities, fetal malformations, cervical insufficiency, fetal arrhythmia, hemorrhage in pregnancy, premature labor/delivery, preeclampsia, preterm rupture of membranes, placental abnormalities, fetal growth restriction, stillbirth, newborn asphyxia and newborn death. All p values were ≤ 0.001 with the majority being <0.000001. Conclusions: We found unacceptably high breaches in safety signals for 37 AEs after COVID-19 vaccination in pregnant women. An immediate global moratorium on COVID-19 vaccination during pregnancy is warranted. The United States government, medical organizations, hospitals, and pharmaceutical companies have misled and/or deceived the public regarding the safety of COVID-19 vaccination in pregnancy. The promotion of the COVID-19 vaccines in pregnancy by The American College of Obstetricians and Gynecologists (ACOG), The American Board of Obstetrics & Gynecology (ABOG), and The Society for Maternal Fetal Medicine (SMFM) must cease immediately.
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tinyshe · 1 year ago
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China has headed the UN’s Food and Agriculture Organization (FAO) since 2019. During this time, the country has restructured the organization’s personnel. Critics complain that China is advancing its own interests, using the UN's largest specialized agency. The FAO (Food and Agriculture Organization), headquartered in Rome, is responsible for food and agriculture worldwide. It is the UN's largest specialized agency. It collects data on the agricultural sector and develops projects to help people access better nutrition - something that is more important than ever, with climate change and the growing world population. Qu Dongyu, from China, has been Director-General of the FAO since 2019. After taking office, he restructured the organization. He appointed Chinese directors to central departments. Before Qu's election, two director positions were occupied by Chinese nationals. Now, that number is six. One of these directors is responsible for crop protection - which includes the handling of pesticides. A research team was able to view internal documents that show that dozens of shipments of problematic pesticides to countries in Asia and Africa have been approved since 2020. Approvals were granted not only for insecticides used in emergencies -- for example, to combat a locust plague -- but for herbicides and fungicides, as well. These are used against weeds and fungal infestations. Many of the pesticides approved for delivery by the FAO contain active ingredients that are no longer allowed in the EU due to their toxicity. When asked, the FAO replied that it does not supply pesticides that qualify as ‘highly hazardous’ and only sends those that are approved in the recipient country. But the FAO left questions about specific pesticide approvals unanswered. An insider who has worked at the FAO for many years also made serious accusations against the Chinese leadership, claiming that it was instrumentalizing the UN organization for geopolitical purposes. Further research shed light on the role of Chinese officers in the FAO. These Chinese nationals are employed by the FAO -- but their salaries are paid by China. Other countries also pay officers from their home countries. However, the regime in Beijing puts a premium on "political ideology" - as Chinese tender documents show. According to these documents, the officers must regularly report on their work at the FAO to the Chinese embassy in Rome. And none of this is set to change anytime soon: in July 2023, Qu Dongyu was re-elected as Director-General for another four years.
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actowiz1 · 2 years ago
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'Actowiz Solutions, a trailblazing name in data solutions, has embarked on a journey to help businesses unlock the potential of scraping restaurant food ethnic leads. This blog helps you explore the world of restaurant food ethnic leads.
Know more: https://www.actowizsolutions.com/world-of-restaurant-food-ethnic-leads.php
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actowiz-123 · 2 years ago
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A Comprehensive Guide to Zomato API Data Sets and Innovative Use Cases
The Zomato API offers extensive data sets that provide developers with a wealth of information about restaurants, food choices, customer reviews, and more. This blog is a comprehensive guide to Zomato API data dets and innovative use.
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warningsine · 2 years ago
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The junta has detained more than 170 civilians in Rakhine State since fighting resumed between its troops and Arakan Army (AA) last month, according to data collected by civil society organizations (CSOs) in the western state.
A former lawmaker said the purpose of the arrests is to create fear.
“The regime can’t defeat the AA, so it has been arresting and prosecuting civilians to instill fear,” explained U Aung Thaung Swe, a former Lower House lawmaker from Rakhine’s Buthidaung Town.
He also accused the regime of trying to starve Rakhine State residents. “It imposes travel restrictions and cuts off delivery of food to starve the local population … They do not hesitate to commit any war crime,” he explained.
A member of a Sittwe-based CSO told The Irrawaddy that the number of civilians arrested in Rakhine could be higher than the data collected shows. He estimated that more than 200 civilians had been detained since fighting erupted between the AA and junta troops.
“Some of the detainees are business owners and wealthy people. [Their] families do not want their arrests known … There are also cases in which family members dare not post [on social media] about arrests, or they don’t have access to the internet,” he explained.
Internally displaced persons (IDPs) have been arrested for leaving camps that are running out of food. On Dec. 17, junta troops arrested 13 Rohingya from Kyauktalone IDP camp after they entered Kyaukphyu Town for food.
“We are running out of food, but the military does not allow us to enter the town,” a resident of the camp told The Irrawaddy. The camp opened in 2012 to temporarily house Rohingya people displaced by sectarian violence in the state.
“When [camp residents] tried to enter town through another entrance point [besides the main one], they were arrested by soldiers on patrol. We don’t know where they are,” the camp resident said.
The regime has reportedly demanded ransoms of 30 million kyats (about US$ 14,300) for the release of detained business owners. It has also charged ethnic Rakhine detainees under the Unlawful Association Act for alleged ties to the AA.
On Dec. 14, junta troops arrested 54 boat crew members at a port in Sittwe. Only four of them were released after paying fines.
Data collected by CSOs found that 174 civilians had been detained from Nov. 13 to Dec. 17 in 11 of the state’s 17 townships.
The number of civilians arrested by township are: 50 from Sittwe, 33 from Kyaukphyu, 30 from Thandwe, 21 from Buthidaung, 17 from Taungup, six from Maungdaw, five each from Mrauk-U and Ponnagyun, three from Pauktaw, and two each from Ramree and Rathedaung.
Junta troops and the AA are fighting in northern Rakhine State as well as neighboring Paletwa Township in Chin State. The two sides also clashed in Ramree and Taungup townships in southern Rakhine State on Monday.
The regime habitually dismisses reports of civilian arrests in Rakhine State as fake news designed to create misunderstandings between it and local communities.
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crawlxpert01 · 3 days ago
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Overcoming Bot Detection While Scraping Menu Data from UberEats, DoorDash, and Just Eat
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Introduction
In industries where menu data collection is concerned, web scraping would serve very well for us: UberEats, DoorDash, and Just Eat are the some examples. However, websites use very elaborate bot detection methods to stop the automated collection of information. In overcoming these factors, advanced scraping techniques would apply with huge relevance: rotating IPs, headless browsing, CAPTCHA solving, and AI methodology.
This guide will discuss how to bypass bot detection during menu data scraping and all challenges with the best practices for seamless and ethical data extraction.
Understanding Bot Detection on Food Delivery Platforms
1. Common Bot Detection Techniques
Food delivery platforms use various methods to block automated scrapers:
IP Blocking – Detects repeated requests from the same IP and blocks access.
User-Agent Tracking – Identifies and blocks non-human browsing patterns.
CAPTCHA Challenges – Requires solving puzzles to verify human presence.
JavaScript Challenges – Uses scripts to detect bots attempting to load pages without interaction.
Behavioral Analysis – Tracks mouse movements, scrolling, and keystrokes to differentiate bots from humans.
2. Rate Limiting and Request Patterns
Platforms monitor the frequency of requests coming from a specific IP or user session. If a scraper makes too many requests within a short time frame, it triggers rate limiting, causing the scraper to receive 403 Forbidden or 429 Too Many Requests errors.
3. Device Fingerprinting
Many websites use sophisticated techniques to detect unique attributes of a browser and device. This includes screen resolution, installed plugins, and system fonts. If a scraper runs on a known bot signature, it gets flagged.
Techniques to Overcome Bot Detection
1. IP Rotation and Proxy Management
Using a pool of rotating IPs helps avoid detection and blocking.
Use residential proxies instead of data center IPs.
Rotate IPs with each request to simulate different users.
Leverage proxy providers like Bright Data, ScraperAPI, and Smartproxy.
Implement session-based IP switching to maintain persistence.
2. Mimic Human Browsing Behavior
To appear more human-like, scrapers should:
Introduce random time delays between requests.
Use headless browsers like Puppeteer or Playwright to simulate real interactions.
Scroll pages and click elements programmatically to mimic real user behavior.
Randomize mouse movements and keyboard inputs.
Avoid loading pages at robotic speeds; introduce a natural browsing flow.
3. Bypassing CAPTCHA Challenges
Implement automated CAPTCHA-solving services like 2Captcha, Anti-Captcha, or DeathByCaptcha.
Use machine learning models to recognize and solve simple CAPTCHAs.
Avoid triggering CAPTCHAs by limiting request frequency and mimicking human navigation.
Employ AI-based CAPTCHA solvers that use pattern recognition to bypass common challenges.
4. Handling JavaScript-Rendered Content
Use Selenium, Puppeteer, or Playwright to interact with JavaScript-heavy pages.
Extract data directly from network requests instead of parsing the rendered HTML.
Load pages dynamically to prevent detection through static scrapers.
Emulate browser interactions by executing JavaScript code as real users would.
Cache previously scraped data to minimize redundant requests.
5. API-Based Extraction (Where Possible)
Some food delivery platforms offer APIs to access menu data. If available:
Check the official API documentation for pricing and access conditions.
Use API keys responsibly and avoid exceeding rate limits.
Combine API-based and web scraping approaches for optimal efficiency.
6. Using AI for Advanced Scraping
Machine learning models can help scrapers adapt to evolving anti-bot measures by:
Detecting and avoiding honeypots designed to catch bots.
Using natural language processing (NLP) to extract and categorize menu data efficiently.
Predicting changes in website structure to maintain scraper functionality.
Best Practices for Ethical Web Scraping
While overcoming bot detection is necessary, ethical web scraping ensures compliance with legal and industry standards:
Respect Robots.txt – Follow site policies on data access.
Avoid Excessive Requests – Scrape efficiently to prevent server overload.
Use Data Responsibly – Extracted data should be used for legitimate business insights only.
Maintain Transparency – If possible, obtain permission before scraping sensitive data.
Ensure Data Accuracy – Validate extracted data to avoid misleading information.
Challenges and Solutions for Long-Term Scraping Success
1. Managing Dynamic Website Changes
Food delivery platforms frequently update their website structure. Strategies to mitigate this include:
Monitoring website changes with automated UI tests.
Using XPath selectors instead of fixed HTML elements.
Implementing fallback scraping techniques in case of site modifications.
2. Avoiding Account Bans and Detection
If scraping requires logging into an account, prevent bans by:
Using multiple accounts to distribute request loads.
Avoiding excessive logins from the same device or IP.
Randomizing browser fingerprints using tools like Multilogin.
3. Cost Considerations for Large-Scale Scraping
Maintaining an advanced scraping infrastructure can be expensive. Cost optimization strategies include:
Using serverless functions to run scrapers on demand.
Choosing affordable proxy providers that balance performance and cost.
Optimizing scraper efficiency to reduce unnecessary requests.
Future Trends in Web Scraping for Food Delivery Data
As web scraping evolves, new advancements are shaping how businesses collect menu data:
AI-Powered Scrapers – Machine learning models will adapt more efficiently to website changes.
Increased Use of APIs – Companies will increasingly rely on API access instead of web scraping.
Stronger Anti-Scraping Technologies – Platforms will develop more advanced security measures.
Ethical Scraping Frameworks – Legal guidelines and compliance measures will become more standardized.
Conclusion
Uber Eats, DoorDash, and Just Eat represent great challenges for menu data scraping, mainly due to their advanced bot detection systems. Nevertheless, if IP rotation, headless browsing, solutions to CAPTCHA, and JavaScript execution methodologies, augmented with AI tools, are applied, businesses can easily scrape valuable data without incurring the wrath of anti-scraping measures.
If you are an automated and reliable web scraper, CrawlXpert is the solution for you, which specializes in tools and services to extract menu data with efficiency while staying legally and ethically compliant. The right techniques, along with updates on recent trends in web scrapping, will keep the food delivery data collection effort successful long into the foreseeable future.
Know More : https://www.crawlxpert.com/blog/scraping-menu-data-from-ubereats-doordash-and-just-eat
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aidc-india · 3 days ago
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Smart Tracking & Security: How Electronic Article is Changing 2025
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1. What Is Electronic Article Surveillance in 2025?
In 2025, Electronic Article Surveillance (EAS) refers to the technology used to prevent theft and improve asset tracking across industries. Originally designed for retail stores, EAS now plays a broader role in sectors like logistics, catering, healthcare, and more. EAS systems typically include tags or labels attached to items, sensors at exits, and alarms triggered when someone tries to remove tagged items without proper deactivation. With smarter tracking systems and automation, EAS has become more advanced, reliable, and essential in modern business operations.
2. How Electronic Article Surveillance Systems Work Today
The basic working principle of Electronic Article Surveillance involves three key components: electronic tags, sensors (or antennas), and a detection system. When a tagged item is moved through the store or facility, sensors placed near exits scan for active tags. If a tag has not been deactivated or removed properly, the system triggers an alert or alarm. In 2025, EAS systems are more intelligent—they can integrate with CCTV, cloud software, and even mobile alerts to provide real-time notifications and insights.
3. Key Benefits of Using Electronic Article Surveillance for Businesses
Businesses are seeing numerous benefits by implementing Electronic Article Surveillance in their operations. First and foremost, it helps reduce theft, which directly saves money. Secondly, it improves inventory accuracy by allowing real-time tracking of items. Additionally, it creates a visible deterrent to shoplifters or unauthorized access. For industries like retail and catering, EAS not only improves security but also enhances customer trust and operational efficiency. In a fast-paced world, staying secure is a smart move.
4. EAS and Smart Tracking: The Perfect Pair for 2025 Security
Smart tracking has added a new layer of efficiency to Electronic Article Surveillance. By combining EAS with RFID technology and cloud-based systems, businesses can track not only if an item is stolen but also where it is, who last accessed it, and its movement history. This is particularly useful for companies that manage multiple items across various locations. In 2025, EAS systems are no longer passive—they are actively collecting data, monitoring usage, and supporting decision-making processes in real time.
5. Industries Benefiting Most from Electronic Article Surveillance in 2025
Electronic Article Surveillance is no longer limited to retail. Today, industries like hospitality, catering, healthcare, and manufacturing are all seeing the value of this smart technology. Hospitals use EAS to monitor medical supplies and prevent equipment loss. Catering services use it to track trays, warmers, utensils, and even food delivery carts. Supermarkets, electronics stores, and fashion retailers continue to use EAS to safeguard high-value goods. As the technology becomes more affordable, even small businesses are adopting it to protect their assets.
6. Electronic Article Surveillance in Retail: Smarter Theft Prevention
Retail stores remain the primary users of Electronic Article Surveillance. In 2025, EAS systems have become smarter and more precise. For example, tags can now store information about the product, including its price, batch number, and expiration date. These smart tags are connected to the store's inventory software, which helps in automatically updating stock levels when an item is scanned or sold. Retailers are also using EAS in combination with AI-powered cameras to monitor suspicious behavior and improve security response.
7. Catering & Event Management: How EAS Is Protecting Equipment and Supplies
Catering companies like Jaffer Bhai’s are using Electronic Article Surveillance to track expensive kitchen equipment and serving items. At large events, it's easy for trays, beverage dispensers, or cutlery to go missing. With EAS tags on each item, staff can monitor them throughout the event. If any item is taken without authorization, the system immediately triggers an alert. This not only prevents loss but also ensures that inventory is managed efficiently, reducing the cost of replacements.
8. Smart Tags and RFID Integration in Electronic Article Surveillance Systems
One of the biggest advancements in Electronic Article Surveillance is its integration with RFID (Radio Frequency Identification). RFID allows for more data to be stored and retrieved from each tag. For example, a catering service can attach RFID-enabled EAS tags to storage containers that log temperature, location, and usage history. This smart integration ensures both security and operational control. It also helps businesses meet safety standards and customer expectations.
9. Future Trends in Electronic Article Surveillance Technology
In 2025, the future of Electronic Article Surveillance looks highly innovative. AI is now being used to analyze patterns of theft or misplacement. EAS systems can also connect to cloud-based dashboards, allowing managers to access live data from anywhere. Some retailers and service providers are using invisible tags embedded in product packaging. There are even mobile EAS systems that can be used in temporary locations like pop-up stores or mobile catering vans, providing flexible security options.
10. Why Businesses Must Adopt Smart Surveillance Solutions in 2025
Security isn’t a luxury—it’s a necessity in 2025. Whether you're running a retail store, managing a catering service, or operating a warehouse, Electronic Article Surveillance gives you control, reduces loss, and enhances efficiency. With rising costs and tighter competition, businesses can’t afford to lose inventory due to theft or mismanagement. EAS systems not only protect assets but also improve operations by offering insights into movement and usage. For any forward-thinking business, adopting EAS is a smart, future-proof decision.
✅ Call to Action:
Ready to secure your business with the latest in Electronic Article Surveillance? Contact AIDC Technologies India today for tailored EAS solutions built to match your operational needs.
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Trailer Telematics Market    : Size, Trends, and Growth Analysis 2032
The Trailer Telematics Market was valued at US$ 779.09 million in 2024 and is anticipated to grow at a CAGR of 10.90% from 2025 to 2032. This rapid market expansion is fueled by the global logistics sector’s increasing demand for real-time visibility, predictive analytics, and fleet safety optimization. Trailer telematics technologies are revolutionizing how logistics and transport companies manage assets—unlocking higher efficiency, security, and profitability.
Understanding Trailer Telematics
Trailer telematics systems integrate GPS, IoT sensors, cellular connectivity, and cloud platforms to monitor and transmit vital data from trailers. These systems track:
Real-time location
Vehicle speed and route history
Cargo condition (e.g., temperature, humidity)
Door open/close status
Brake health and tire pressure
Trailer utilization and idle time
This data allows fleet managers to monitor, control, and optimize operations remotely, reducing downtime, theft risk, fuel consumption, and cargo damage.
Key Drivers of Market Growth
1. Booming E-commerce and Logistics
The explosion in e-commerce and on-demand delivery services has intensified the need for fast, reliable, and transparent supply chain operations. Telematics solutions give companies the tools to manage complex logistics efficiently and meet growing customer expectations for real-time delivery tracking.
2. Need for Real-Time Visibility
Fleet operators are under pressure to know exactly where assets are and how they are performing at all times. Trailer telematics deliver location accuracy, status updates, and usage patterns that help in informed decision-making and route optimization.
3. Cargo Security and Regulatory Compliance
With increasing cargo theft incidents and tightening regulations around goods handling (especially cold chain logistics), companies are adopting telematics to ensure security and compliance. Real-time alerts for door breaches or temperature fluctuations can help prevent costly losses.
4. Predictive Maintenance and Asset Lifecycle Management
Advanced telematics systems support predictive maintenance by analyzing component health and usage patterns. This minimizes unplanned downtime, extends trailer lifespan, and reduces maintenance costs.
5. Environmental and Fuel Efficiency Goals
Fleet management increasingly incorporates sustainability goals. Telematics helps reduce fuel consumption by monitoring driver behavior, optimizing routes, and minimizing idling—supporting carbon reduction efforts.
Core Components of a Trailer Telematics System
GPS Modules – For accurate location tracking.
Telematics Control Unit (TCU) – Collects, processes, and transmits data.
Sensors – Monitor cargo temperature, trailer doors, braking systems, tire pressure, and more.
Connectivity – Typically cellular or satellite, enabling real-time communication.
Cloud Platform and Dashboard – For data visualization, analytics, and control via web or mobile apps.
Application Areas
Long-Haul Freight & Logistics Track trailer locations, monitor driver activity, and plan optimal routes for long-distance shipping.
Cold Chain Transportation Ensure temperature-sensitive goods (like food or pharmaceuticals) remain within required conditions with real-time temperature tracking.
Construction and Mining Manage heavy trailers and equipment on remote sites; monitor usage and geofence sensitive areas.
Rental & Leasing Fleets Monitor usage patterns, location history, and maintenance needs to enhance asset protection and ROI.
Public Sector and Emergency Services Governments and aid agencies use telematics to manage mobile equipment and ensure response efficiency.
Regional Insights
North America: Dominates the global market due to early technology adoption, advanced fleet infrastructure, and stringent cargo security regulations. The U.S. and Canada are major contributors.
Europe: Strong growth driven by environmental regulations, the rise of intermodal logistics, and data-driven fleet operations in countries like Germany, the UK, and France.
Asia-Pacific: Fastest-growing region fueled by expanding logistics networks in China, India, and Southeast Asia. Government investments in smart transportation and rising freight volumes are key factors.
Latin America & MEA: Emerging markets are showing increased interest in trailer telematics, especially in logistics-heavy economies like Brazil, Mexico, and the UAE. However, adoption is limited by cost sensitivity and connectivity challenges.
Leading Players in the Trailer Telematics Market
Geotab Inc.
A major telematics provider known for its open platform and scalable solutions. Offers real-time location tracking, driver behavior monitoring, and rich APIs for customization.
ORBCOMM Inc.
Specializes in IoT and M2M communication solutions, including satellite and cellular telematics for trailer, reefer, and intermodal container tracking.
Trimble Inc.
Offers logistics-focused telematics systems through its Transportation division. Provides advanced analytics, maintenance alerts, and real-time route optimization.
WABCO Holdings Inc.
A key player in smart braking, stability control, and trailer telematics. Known for integrating safety systems with tracking technology.
CalAmp Corp.
Delivers flexible, modular telematics devices and platforms for trailer management. Strong in sensor integration and cloud-based analytics.
Omnitracs LLC
Provides comprehensive fleet intelligence platforms with focus on routing, compliance, and driver productivity in trucking and logistics.
Spireon Inc.
Offers GPS-based trailer and asset tracking under the FleetLocate brand. Known for providing intuitive dashboards and actionable insights.
Verizon Connect
Delivers enterprise-level telematics and mobile workforce solutions. Provides real-time asset tracking, geofencing, and data analytics via the Verizon network.
Samsara Inc.
One of the fastest-growing players offering IoT-based solutions for real-time trailer tracking, video telematics, and AI-powered analytics across logistics and construction industries.
Market Trends
AI and Predictive Analytics: Telematics systems are integrating machine learning to predict failures, optimize fuel use, and automate decision-making.
5G and Edge Computing: High-speed data transmission and local processing enable richer real-time insights, even in remote areas.
Video Telematics Integration: Combining tracking with dashcams for enhanced driver safety and accident liability management.
Blockchain for Secure Tracking: Emerging applications in securing cargo chain of custody, especially in high-value or perishable goods.
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chaoticvulturewyrm · 5 days ago
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BRICS Web Content Management Market Size, Share & Global Insights 2022-2031
The web content management market size is expected to reach US$ 4,807.4 million by 2031 from US$ 1,346.6 million in 2024. The market is estimated to record a CAGR of 19.9% from 2025 to 2031.
Executive Summary and BRICS Web Content Management Market Analysis:
The Web Content Management market in BRICS is experiencing significant growth driven by several key factors, such as surge in cloud adoption and integration. The adoption of cloud-based solutions has become crucial in pushing the growth of the web content management market. Cloud-based web content management platforms enable organizations to scale their content management systems efficiently without the need for large investments in physical infrastructure. This shift to the cloud not only enhances operational efficiency but also empowers organizations to stay agile and responsive in a progressively competitive digital landscape.
Grab PDF To Know More @ https://www.businessmarketinsights.com/sample/BMIRE00031292
BRICS Web Content Management Market Segmentation Analysis
Key segments that contributed to the derivation of the web content management market analysis are component, deployment, enterprise size and end user.
By component, the web content management market is segmented into solutions and services. The solutions segment held a larger share of the market in 2024.
In terms of deployment, the market is segmented into on-premises and cloud. The cloud segment held the largest share of the market in 2024.
In terms of enterprise size, the market is segmented into large enterprises and SMEs. The large enterprises segment held the largest share of the market in 2024.
In terms of end user, the market is segmented into BFSI, healthcare, government, retail, media & entertainment, and others. The retail segment held the largest share of the market in 2024
BRICS Web Content Management Market Outlook
Cloud-based platforms provide flexibility in content creation, as well as efficient management and delivery, thereby facilitating a seamless experience for businesses across multiple digital channels. These platforms are designed to scale quickly, enabling businesses to accommodate fluctuating demands without investing in extensive hardware or IT infrastructure. This scalability makes cloud-based solutions particularly attractive to businesses of all sizes.
Market leaders and key company profiles
Kentico Software S.R.O
IBM Corporation
Adobe, Inc.
Oracle Corp.
Hyland Software, Inc.
Optimizely Inc.
Acquia, Inc.
Open Text Corporation
Progress Software Corp.
Sitecore Holdings AS
BRICS Web Content Management Market Research Methodology :
The following methodology has been followed for the collection and analysis of data presented in this report:
Secondary Research
The research process begins with comprehensive secondary research, utilizing both internal and external sources to gather qualitative and quantitative data for each market. Commonly referenced secondary research sources include, but are not limited to:
Company websites, annual reports, financial statements, broker analyses, and investor presentations.
Industry trade journals and other relevant publications.
Government documents, statistical databases, and market reports.
News articles, press releases, and webcasts specific to companies operating in the market.
About Us:
Business Market Insights is a market research platform that provides subscription service for industry and company reports. Our research team has extensive professional expertise in domains such as Electronics & Semiconductor; Aerospace & Defence; Automotive & Transportation; Energy & Power; Healthcare; Manufacturing & Construction; Food & Beverages; Chemicals & Materials; and Technology, Media, & Telecommunications.
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digitalmore · 5 days ago
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getfooddelivery · 10 days ago
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How Aggregator Data Helps Restaurants in Aptos CA Innovate Menus and Pricing
Today, it’s not enough to give customers great food; you also need to know what they want before they even need to ask. That’s where food delivery aggregator data comes in. Platforms like GetFoodDelivery collect detailed customer behavior insights that help restaurants make smarter decisions about their menus and pricing s…
Read More: https://fusionhive.xyz/how-aggregator-data-helps-restaurants-in-aptos-ca-innovate-menus-and-pricing/
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controlservice81 · 11 days ago
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Mystery Shoppers in India: Elevating Brand Trust and Customer Experience
In today’s hyper-competitive market, customer experience is everything. Businesses across India are striving to stand out, not just with products but with impeccable service. This is where mystery shoppers in India play a crucial role. These anonymous evaluators are the silent warriors of quality assurance, providing detailed insights into a brand’s real-time performance.
Let’s dive into how mystery shopping works in India, its benefits, and why your brand needs to leverage this smart strategy today.
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Who Are Mystery Shoppers in India?
Mystery shoppers in India are individuals hired by companies to pose as regular customers and assess various aspects of the shopping experience. This includes product availability, employee behavior, cleanliness, customer service, billing efficiency, and more.
Unlike customer feedback, mystery shopping provides unbiased, structured reports—making it a reliable method to evaluate customer satisfaction from a third-party perspective.
Why Businesses Need Mystery Shoppers in India
With evolving consumer expectations and the rise of online reviews, maintaining a consistent customer experience has become non-negotiable. Here's how mystery shoppers can make a difference:
Real-Time Performance Analysis: Know exactly how your team interacts with customers when no one is watching.
Operational Improvements: Identify process gaps in your retail or service outlets.
Employee Training Needs: Highlight strengths and weaknesses in your staff’s service delivery.
Brand Image Maintenance: Ensure your brand promise is delivered across all customer touchpoints.
Companies in sectors like retail, hospitality, banking, automotive, and healthcare in India are increasingly turning to mystery shopping agencies to stay ahead of the curve.
Types of Mystery Shopping Services in India
At CTRL Services, we offer a wide array of mystery shopper services in India tailored to your industry needs:
1. Retail Mystery Shopping
Evaluate customer service, store cleanliness, product displays, and the overall ambiance of your retail outlets.
2. Restaurant and Hospitality Audits
Understand how your staff treats guests, food quality, service time, and overall experience from a guest’s point of view.
3. Banking and Financial Services
Assess the behavior of front-line staff, queue management, product knowledge, and upselling efforts in banking branches.
4. Automobile Dealership Evaluations
Check how sales reps handle queries, offer test drives, or explain vehicle features and pricing.
5. Healthcare Facility Audits
Review appointment booking systems, patient handling, staff etiquette, and hygiene conditions in clinics and hospitals.
Each sector comes with its unique set of challenges—and our mystery shoppers in India are trained to evaluate them with precision.
How CTRL Services Empowers Brands with Mystery Shopping
CTRL Services stands out as one of the leading mystery shopping companies in India. Our robust network of trained mystery shoppers across the country ensures deep market coverage, whether you’re operating in Tier-1 cities or smaller towns.
Our Process:
Requirement Gathering: Understand your goals, KPIs, and areas of concern.
Custom Audit Plan: Create tailored evaluation forms and shopper scripts.
On-ground Evaluation: Deploy professional shoppers for real-time visits.
Data Collection and Reporting: Deliver detailed reports, images, and recordings (if applicable).
Actionable Insights: Provide improvement suggestions for each department.
We offer transparency, confidentiality, and data accuracy—helping you make strategic decisions for growth.
Benefits of Hiring Mystery Shoppers in India
Still on the fence? Here are compelling reasons why hiring mystery shoppers in India can transform your business:
✅ Enhance customer retention through improved service.
✅ Stay ahead of competitors with sharp insights.
✅ Save cost by identifying and resolving hidden inefficiencies.
✅ Monitor brand performance across locations.
✅ Ensure standard operating procedures (SOPs) are followed.
In an age where every experience matters, investing in professional mystery shopping is not a cost—it's an asset.
Top Qualities of Professional Mystery Shoppers in India
At CTRL Services, our shoppers aren’t just random individuals—they are trained professionals with:
Strong attention to detail
Good memory and communication skills
Objective and unbiased mindset
Understanding of client expectations
Familiarity with reporting tools
Whether it’s a luxury store in Mumbai or a chain outlet in Delhi, we ensure that every mystery shopper reflects consistency and reliability.
Industries Benefiting Most from Mystery Shopping in India
Here are the sectors actively engaging mystery shoppers in India:
Retail Chains & Supermarkets
Restaurants & QSRs
Banks & Financial Institutions
Hospitals & Clinics
Gyms & Salons
Real Estate & Construction
eCommerce Delivery Audits
No matter your industry, mystery shopping can align your on-ground performance with top-tier customer expectations.
Ready to Elevate Your Customer Experience? Contact CTRL Services Today!
If you're ready to see your brand through your customer’s eyes, now is the time to act. At CTRL Services, we bring the most experienced mystery shoppers in India right to your doorstep—equipped with actionable insights that drive measurable improvements.
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