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Mastering the Art of Scraping LinkedIn for Business Insights
In today’s competitive business landscape, data is one of the most valuable assets. Social media platforms like LinkedIn offer a goldmine of information that can drive marketing, recruitment, and business development strategies. Scraping LinkedIn is a powerful way to access this wealth of data quickly and efficiently. By automating the extraction of relevant information, businesses can save time, reduce human error, and gain insights that would otherwise be difficult to collect manually.
What is Scraping LinkedIn?
The Scraping LinkedIn refers to the process of extracting data from LinkedIn profiles, company pages, job listings, and other publicly available content. This technique involves using bots or automated tools to pull specific details such as job titles, skills, location, and contact information. The extracted data can be used for market research, lead generation, recruitment, and competitive analysis. When done correctly, scraping helps businesses tap into LinkedIn’s vast network of professionals without needing to browse through individual profiles manually.
Why Scrape LinkedIn Data?
The benefits of scraping LinkedIn are manifold. By automating the collection of relevant information, businesses can save significant time and resources. For instance, recruiters can easily scrape LinkedIn profiles to find candidates that meet specific criteria, while marketers can gather targeted leads for personalized campaigns. Moreover, scraping allows businesses to analyze trends, such as the growing number of professionals in a particular field or the industries that are hiring the most. Such insights provide a competitive edge and can inform strategic decisions.
Tools to Scrape LinkedIn Effectively
A variety of tools are available to scrape LinkedIn data, ranging from browser extensions to full-fledged data-scraping platforms. These tools allow businesses to automate the extraction of LinkedIn profiles and pages based on custom search criteria. They can even scrape LinkedIn groups or pages for posts and comments, providing deeper insights into industry discussions and trends. The key to effective scraping lies in choosing the right tool, one that offers customizable filters, accurate data collection, and scalability.
Ethical Concerns and Compliance
While scraping LinkedIn data can be incredibly valuable, it is important to be aware of the ethical and legal concerns surrounding this practice. Terms of service on LinkedIn forbid illegal data scraping, which could cause account suspension or even legal action. To navigate these concerns, businesses must ensure that their data collection activities are in compliance with LinkedIn's policies. This includes respecting user privacy and avoiding scraping sensitive or private information without consent. Adhering to ethical standards is crucial in maintaining a positive brand reputation.
Best Practices for Scraping LinkedIn Data
To effectively scrape LinkedIn, businesses should follow certain best practices to ensure they are gathering relevant, accurate, and up-to-date data. It is important to define clear search parameters and avoid overloading the platform with requests, as excessive scraping can result in IP bans. Additionally, using LinkedIn’s official API for authorized data access can help avoid legal issues. Scraping should be done thoughtfully and strategically, ensuring that only publicly available information is gathered in a way that respects privacy rights and terms of service.
Conclusion
In conclusion, scraping LinkedIn provides businesses with a quick, efficient way to collect valuable data for various purposes, including lead generation, recruitment, and market research. When done responsibly, it offers a treasure trove of insights that can drive growth and innovation. Tools like Scrapin.io help businesses access this data with ease, ensuring compliance with LinkedIn’s policies while maximizing the value extracted. Businesses can fully utilize LinkedIn data by using the appropriate procedures and technologies.
Blog Source URL : https://scrapin26.blogspot.com/2025/01/mastering-art-of-scraping-linkedin-for.html
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If anyone's on the (super uncool but sometimes necessary in order to get a job) website Linkedin, they have made AI data collecting opt-OUT.
So settings and privacy → data privacy → Data for Generative AI Improvement → Off
While you're there, dedicate a good 10 minutes to going through the rest of the settings. THERE ARE SO MANY.
And they're all turned on.
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💼 Unlock LinkedIn Like Never Before with the LinkedIn Profile Explorer!
Need to extract LinkedIn profile data effortlessly? Meet the LinkedIn Profile Explorer by Dainty Screw—your ultimate tool for automated LinkedIn data collection.
✨ What This Tool Can Do:
• 🧑💼 Extract names, job titles, and company details.
• 📍 Gather profile locations and industries.
• 📞 Scrape contact information (if publicly available).
• 🚀 Collect skills, education, and more from profiles!
💡 Perfect For:
• Recruiters sourcing top talent.
• Marketers building lead lists.
• Researchers analyzing career trends.
• Businesses creating personalized outreach campaigns.
🚀 Why Choose the LinkedIn Profile Explorer?
• Accurate Data: Scrapes reliable and up-to-date profile details.
• Customizable Searches: Target specific roles, industries, or locations.
• Time-Saving Automation: Save hours of manual work.
• Scalable for Big Projects: Perfect for bulk data extraction.
🔗 Get Started Today:
Simplify LinkedIn data collection with one click: LinkedIn Profile Explorer
🙌 Whether you’re hiring, marketing, or researching, this tool makes LinkedIn data extraction fast, easy, and reliable. Try it now!
Tags: #LinkedInScraper #ProfileExplorer #WebScraping #AutomationTools #Recruitment #LeadGeneration #DataExtraction #ApifyTools
#LinkedIn scraper#profile explorer#apify tools#automation tools#lead generation#data scraper#data extraction tools#data scraping#100 days of productivity#accounting#recruiting
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An Affordable and Quick Solution for B2B Businesses
An Affordable and Quick Solution for B2B Businesses
Target your high-potential prospect: First, you will need to target your prospect who might be your customer. You can research your market to target a high-potential prospect. Based on your target market you can target your right prospect. This is a very important process because a prospect can convert into a customer. If you target high-potential prospects you can convert them easily with an easy process. That can help you increase your sales quickly. You can hire a top-rated agency to market research and target high-potential prospects for you.
Gather Contact Information of your high-potential prospects: After targeting your high-potential prospects, you will need to gather their contact information, such as Phone numbers, Email addresses, etc. Using this information, you can reach out to them with your Services or Products and offer them. You can get many individuals or agencies on your side who build contact lists, email lists, and prospect lists based on your target audience. You can hire them to build a prospect contact list based on your targeted audience.

#List Building#Data Entry#Data Scraping#Lead Generation#Contact List#Data Mining#Data Extraction#Data Collection#Prospect List#Accuracy Verification#LinkedIn Sales Navigator#Sales Lead Lists#Virtual Assistance#Error Detection#Market Research#B2B business growth solution.#b2blead#salesleads#emaillist#contactlist#prospectlist#salesboost#businessgrowth#b2b
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Sociocosmos: Your Gateway to Authentic LinkedIn Growth
Are you tired of the endless grind of building a strong LinkedIn presence? Sociocosmos offers a unique solution to help you elevate your professional network effortlessly.
Why Choose Sociocosmos?
Authentic LinkedIn Profiles: Buy high-quality, real LinkedIn profiles that align with your industry and target audience.
Targeted Connections: Expand your network with genuine connections to industry influencers, potential clients, and like-minded professionals.
Enhanced Credibility: Boost your professional credibility and establish yourself as an expert in your field.
Increased Visibility: Get noticed by recruiters, hiring managers, and business opportunities.
Time-Saving Solution: Save valuable time and effort by outsourcing the tedious task of building a strong LinkedIn presence.
How It Works:
Select Your Package: Choose from a variety of packages tailored to your specific needs.
Provide Your Requirements: Share your industry, target audience, and desired connection goals.
Experience the Magic: Our team of experts will curate authentic LinkedIn profiles and connections to elevate your professional network.
Elevate Your LinkedIn Presence Today
Don’t let a weak LinkedIn presence hinder your career growth. Join the Sociocosmos community and unlock the power of authentic connections.
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LinkedIn data scraper extracts the professional user as well as business profile pages. Scraping LinkedIn data can be manually done and it needs a larger amount of time, effort, and human resources. We scrape LinkedIn data within the timeline and make efficiently for you with our LinkedIn profile data scraper. Our LinkedIn data scraper assists in getting potential employees, job posting, and getting data about the recruitments through LinkedIn.
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How you can grow your sell by using b2b lead generation
Growing your sales through B2B lead generation is essential for expanding your customer base and increasing revenue. Here are specific strategies to help you use B2B lead generation effectively to boost your sales:
Define and Understand Your Target Audience:
Start by identifying your ideal B2B customers. Understand their needs, challenges, and pain points. The more you know about your target audience, the better you can tailor your lead generation efforts to address their specific needs.
Content Marketing:
Create and share high-quality, informative content that resonates with your target audience. This can include blog posts, ebooks, whitepapers, webinars, and case studies. Ensure that your content offers solutions to common industry problems.
SEO and SEM:
Optimize your website and content for search engines. Effective SEO can help your business rank higher in search results, making it more likely that potential customers will find you.
Social Media Engagement:
Use social media platforms like LinkedIn, Twitter, and Facebook to engage with your audience. Share content, participate in industry discussions, and build relationships with potential customers.
Email Marketing:
Develop targeted email marketing campaigns that deliver value to your subscribers. Use personalized, relevant content to nurture leads and guide them through the sales funnel.
LinkedIn Sales Navigator:
Consider using LinkedIn Sales Navigator, a premium tool for finding and connecting with potential B2B customers. It provides advanced search and lead management features.
Networking and Industry Events:
Attend trade shows, conferences, and industry events to connect with potential customers. These events offer valuable opportunities to build relationships and showcase your products or services.
Cold Outreach:
Reach out to potential leads through email or social media. Craft personalized messages that focus on the benefits of your solution for their specific needs.
By combining these strategies and maintaining a customer-centric approach, you can effectively use B2B lead generation to grow your sales and expand your business. Building strong relationships and demonstrating the value of your offerings will play a crucial role in converting leads into loyal customers see more....
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#b2b#b2b lead generation#b2b saas#business#lead generation#data entry#linkedin lead generation#web research#web scraping
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The Future of Professional Networking: Exploring LinkedIn Scraping
In the digital age, the importance of professional networking cannot be overstated. LinkedIn, the premier platform for business and career networking, hosts millions of profiles and a plethora of company information. For businesses and individuals alike, accessing this wealth of data can offer significant advantages. This is where the concept of LinkedIn scraping comes into play, revolutionizing how we gather and utilize information.
Understanding LinkedIn Scraping
They refers to the process of extracting data from LinkedIn profiles and company pages using automated tools. This technique allows users to collect a wide range of data points such as job titles, skills, endorsements, company details, and much more. By automating the data collection process, scraping LinkedIn provides a more efficient and scalable way to gather crucial information compared to manual methods.
The Benefits of LinkedIn Scraping
The advantages ofLinkedIn data scrape are multifaceted, catering to various needs across different sectors:
1. Recruitment: For recruitment agencies and HR professionals, scraping LinkedIn can streamline the talent acquisition process. By extracting detailed profiles, recruiters can quickly identify and contact potential candidates that match specific job criteria.
2. Sales and Marketing: Sales teams can leverage scraping LinkedIn to build comprehensive lead lists. By targeting profiles that fit their ideal customer persona, businesses can enhance their outreach efforts and improve conversion rates.
3. Market Research: Companies conducting market research can use LinkedIn scraping to gather data on competitors, industry trends, and demographic information. This insight can inform strategic decisions and help businesses stay ahead of the curve.
Ethical and Legal Considerations
While LinkedIn scraping offers numerous benefits, it is crucial to navigate the ethical and legal landscape carefully. LinkedIn's terms of service explicitly prohibit unauthorized scraping of their data. Violating these terms can lead to legal repercussions and the banning of accounts. Therefore, it is essential to use compliant and ethical methods when performing LinkedIn scraping.
Introducing a Streamlined LinkedIn Scraper API
For those looking to implement LinkedIn scraping on a large scale, a streamlined LinkedIn scraper API is an invaluable tool. This API enables real-time data scraping of profiles and company information, providing up-to-date insights and information. By using such an API, businesses can efficiently gather and process data at scale without compromising on accuracy or speed.
Best Practices for LinkedIn Scraping
To ensure successful and compliant LinkedIn scraping, consider the following best practices:
1. Respect LinkedIn’s Terms of Service: Always adhere to LinkedIn’s guidelines to avoid potential legal issues. Use scraping tools that are designed to operate within these constraints.
2. Data Accuracy: Ensure that the scraping tool you use can accurately capture the necessary data points without errors. This reliability is crucial for maintaining the quality of your data.
3. Privacy Considerations: Be mindful of user privacy and data protection laws. Avoid scraping personal information that is not publicly available or necessary for your use case.
Conclusion:
LinkedIn scraping is transforming the way we access and utilize professional data. Whether for recruitment, sales, marketing, or research, the ability to extract and analyze LinkedIn data efficiently can provide a competitive edge. By using a streamlined LinkedIn scraper API, businesses can achieve real-time data scraping of profiles and company information at scale, ensuring they have the most current and relevant information at their fingertips. For those seeking a reliable solution,Scrapin.io offers a robust platform designed to meet these needs, enabling users to harness the full potential of LinkedIn data scraping while maintaining compliance and ethical standards.
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I will provided data entry service. Product listing from Amazon.
#Data entry#Data mining#Virtual assistant#Web scraping#B2b lead generation#Business leads#Targeted leads#Data scraping#Data extraction#Excel data entry#Copy paste#Linkedin leads#Web research#Data collection
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Gaining a Competitive Edge: How LinkedIn Profile Extractors Boost Business Strategies
In today's competitive business landscape, gaining a competitive edge is crucial for the success and growth of any organization. One powerful tool that can significantly contribute to this advantage is the use of LinkedIn Profile Extractors. These specialized software or algorithms allow businesses to extract valuable data and insights from LinkedIn profiles, providing them with a wealth of information to enhance their business strategies.
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GLITZ & GLAMOUR & GLOOM

boss!harry castillo x assistant!reader
chapter one — job no. 12
synopsis — you’ve quit your job and you now need something new. however your job interview with the expensive looking man is more confusing than it needs to be. sugar daddy!harry AU
word count — 3.5K
warning tags — nothing crazy for this chapter. 18+ for eventual smut. slight insecurity from the reader. talks about money issues.
series masterlist | read on ao3
You were so done with being poor.
That’s what you told yourself as you handed in your two weeks notice at your current–well, former now–job, ignoring your scowling boss, looking at you like a crazy person. You avoided his sharp eye contact, swivelling your head as you turned to exit through the creaking door.
“I hope you know what you’re doing!” He yelled back at you, his degrading voice vibrating off the walls of the room. Cringing, you darted out of the room, before he could spit anymore fire at you.
In all honesty, you had no idea what you were doing. You had hours, your coworkers were generally friendly, but you could not deal with one more measly paycheck, barely leaving you with any spare savings after every dime was spent on rent. New York was expensive and your degree felt more and more underused every day, with your time exclusively dedicated to organising grown men, who couldn’t tell their left foot from their right.
While you had a love hate relationship with being an assistant, it was time to get out of this job.
Briskly walking through the halls of your office, you quietly sat back behind your desk, feeling the burning gaze of your coworkers. You know what they think. Silly girl with silly dreams of more in the big city. It didn’t seem so silly before.
Now, as you try to remember your to-do list, you busy yourself back into your laptop screen, typing LinkedIn into the search bar.
“So, you finally did it.”
Yelping, you spin around in shock, completely unaware of your deskmate you had snuck up behind you. She flashed a kind smile, showing off perfectly white teeth, and sat down beside you. Her presence was usually friendly, however you couldn’t deal with any questions at this moment in time. “Yeah, hey, Marlene. She’s all handed in. In two weeks, I’m gone”
Marlene squeals, throwing her arms around you, squeezing you tight to her warm chest. “I’m so proud of you. I couldn’t imagine leaving here without a plan or new job lined up. You’re so brave.”
You grimace at her back-handed words, pushing them to the back of your mind. “Thanks, sweetheart. If you know of any assistant jobs going, please let me know.” You shake her limbs away from her body, giving her a tight lipped smile.
You aren’t sure if she replies, but she does leave you alone. You aren’t the closest of friends with Marlene, however you do appreciate her presence in the office. You were aware of her fortunate financial situation, seemingly able to afford luxury goods, like a Prada handbag one week, and a Gucci scarf the next. Most days, she eats out, always coming to work the next day with an eloquent story on the latest restaurant she had visited. Her hands remained freshly manicured, always patched as soon as any nail got chipped.
You were slightly envious.
You were aware that both you and Marlene were on the same salary, both being personal assistants to the financial managers. She must’ve had a second job, you think every time she comes in to work with a smile on her face. There’s no way she could be that happy tailing a pretentious, stuck-up piece of work for eight hours a day.
Unfortunately for you, your financial situation was slightly dire. The cost of living in New York City was becoming increasingly a problem, barely able to scrape by each week. Your tiny apartment ran cold most nights, unable to find the spare change to flick on the heating. The fridge was bare most weeks, besides from the odd condiment bottle and slab of butter.
It was not a glamorous lifestyle at all.
Marlene wanders off, seemingly done with the conversation. There was no point asking her for help. You sigh and stare back at your screen.
Maybe you need a new profile picture?
––––––
Staring out the window, you notice how the sun has already left the sky, with beautiful orange flecks reflecting off the little clouds. It was late and you have yet to let yourself finish your day. LinkedIn was a bust, with no one in your network of peers looking for any new assistants, so you decided that maybe you’d go back to study.
Scrolling through the course page of a nearby institution, you once again didn’t notice the presence behind you until it was too late.
“So, I was thinking–”
“Jesus, Marlene!”
“–and I may have thought of a job for you.”
You wince at her strange wording. Screwing your eyes up, you bring your fingers to your temples, soothing the frustrating seeping out of your pores. You were exhausted. The only thing on your mind was an ice cold margarita and your fluffy bed socks. “What kind of job is it?”
Marlene pauses, finding her words on the tip of her tongue. The delay worries you. “It’s an assistant job.”
You cock an eyebrow. “You sure? You seem unsure about that.”
“It’s just–” Marlene trails off, peeking around the room to see if anyone was listening. It was silly of her; everyone had left hours ago. “It’s not your regular assistant job.”
You roll your eyes, sick of her discrete behaviour. Standing up, you begin packing up your things, placing your worn books and pens away in your satchel, avoiding eye contact. “I don’t have time for this, Marlene. Just send me an email.”
Before you could walk away, you feel the light pressure of hands against your arms, holding you back. Squealing, you turn back to Marlene. “Marlene, st–”
“It’ll pay really well.”
“I–” You pause, unable to find the words to stop Marlene. Sighing, you give her a small smile, shaking your head in exasperation. “Fine. Hit me.”
Marlene grins widely, gesturing for you to sit with her once more. Her nails tap against the desk excitedly, waves of positivity oozing out of her. Hastedly, Marlene removes her phone from her pocket, pulling up an email. Suspiciously, she scrolls down to just the end of the email, and turns her phone screen so you can see the words in front of you. You pout in confusion.
Castillo Finance
Area of Expertise – Administration
Job title – Job no. 12
Marlene rambles away, as you try to read at the same. “I’ll send an email to my girl, because I know the lovely lady that works there– of course, I’ll need to explain it some more. It’s a bit different, but you’ll be fine. Oh, you’ll just love it. We can see each other more. Oh, I can’t wait!”
“Marlene, just wait–” She stops her spew of word vomit as you speak, flashing a smile.
“Yes?”
“What kind of administrative job?”
“It’s, uh– personal assistant! Very similar to what you do now.”
You don’t believe her and she knows that, but Marlene waves away your concerns. “You just head there tomorrow and tell the front desk you’re there to apply for “Job no. 12”, they’ll sort out everything for you.”
Job no. 12.
You squint as you check the address on your phone. Private equity. Now that’s a new one for you. Staring up at the towering building in front of you, you fear you have bitten off more than you can chew. You believe Marlene now when she said that this would pay well. The building is massive, easily one of the tallest in the area. Large windows stand up to the sky, presenting clean and glorious views into the foyer of the building.
Nervously, you walk through the doors and take in the expensive sights. Everything is pristine. The granite floors sparkle as you clack your shoes against the stone. Plush furnishings on the couches and throws light up the room, appearing as though it could be out of a magazine.
You walk up to the front desk, voice small, as you flash a smile to the administrator sitting behind the desk. She’s beautiful, with clean clothes and perfect makeup. If you saw her walking down the street, you’d assume she was a supermodel. You weren’t aware that real people looked like that. Coughing to clear your throat, you capture her attention.
Flicking her head up, she peers at you from over the top of her cat-eye glasses, staring at you like you were her lunch. You gulped as she spoke. “Can I help you, sweetheart?”
“Uh,” you pull out your email, staring at what Marlene had forwarded you. It wasn’t the same email she showed you in the office–for some reason, she never let you see the full email–but a new email, with the confirmation of your job interview. In the subject line, it had today’s date with an identification number. “I have an interview for job number twelve? My ID number is 478.”
The lady scoffed, turning back to her computer. You swear you could hear her mutter under her breath, but you couldn’t make out any words she said. However, it did seem unfriendly and calculated. She reads out your name and looks back at you, disapprovingly.
“Yes, that’s me.” You confirm your identity, shoving away any feelings of insecurity that were beginning to creep up on you as you watched the supermodel stare you up and down. She was most certainly judging how you looked.
Miss Supermodel, as you’ve decided to call her, scowls but nods her head. “Take the elevator to the right. Go to floor twenty four. Someone will direct you from there.” She waves you hand away, sending you off into the wild.
Unsure of whether to thank her or not, you decide on a polite nod, and make your way into the elevator, pressing the 24 button. Just as your fingers go to press the close button, you notice a man from the distance heading towards the elevator. Politely, you press your hand to the cool metal of the door, keeping the doors from closing and cutting him off.
As the man approaches, he notices the open door, and widens his eyes at the polite gesture. Grateful, he offers a small nod as he gets in, standing next to you, without trying to take up too much room in the elevator.
You grin to yourself. Trying not to stare at the man before you, you can’t help but rake your eyes over his body. He’s built strongly, an easy six feet tall. His eyes are warm and dark, like melting chocolate, begging you to just stare in, and fall deep into the pools of blackness. His clothes are clean and fancy, definitely something designer. He must be important, you think to yourself.
“Thank you for holding the door.” He offers, and you let yourself feel happy for a moment. It’s not like you care about what a random man in an elevator thinks about you, but something about making this specific man happy sets your insides alive. Without taking up too much space, he presses the 25 button, and returns to his original posture. Taking a quick peek at you, he clears his throat. “I haven’t seen you around here before.”
You turn to look at the kind man next to you. He’s staring directly back, his eye contact strong and dominant, like he owns the place. It makes your heart flutter. “I’m here for a job interview.”
He smiles and turns away. “Ah.” The elevator goes quiet again as it reaches your floor, opening the doors onto floor twenty four. Just as you step out, you hear a quiet voice call out to you.
“Good luck.”
As you turn back, the elevator doors have already closed, and you are unsure if you had imagined it or not. Shrugging, you continue towards the front desk.
The lady behind the desk is, just like Miss Supermodel, absolutely beautiful. Her clothes are also designer, with not a single hair or thread out of place. She looks like she came directly out of a Vogue magazine.
Biting your lip, you open your mouth to speak, but are interrupted by a pitchy, male voice behind you. “Andrea, I need your help.”
The man pushes you aside, nearly tumbling to the ground, as you watch the show in front of you. A man, not older than thirty, but already going bald, is red in the face, his hands full of binders. He’s frantic as he pulls out what seems to be a contract, and shoves it into the lady’s–Andrea’s–face.
“Where’s Mr Castillo?” His voice comes out in exhausted gasps, like he’s just ran a marathon. However, by your calculations, he couldn’t have run more than one hundred feet.
Andrea shrugs, obviously annoyed by this mousy man and his antics. “Which Mr Castillo are we talking about, Sanders? Surely you can understand my confusion, as this is Castillo Finance.”
Sanders scowls at Andrea, pulling back the sheet of paper with a huff. “My boss Mr Castillo, genius. Have you seen him, or do I need a competent administrator to understand what’s relevant in the conversation?”
“I haven’t seen him today, Sanders, now get these contracts out of my face and maybe check his office.” She blinks at him like he’s a child. “On a different floor.”
Aggressively, Sanders gathers his office equipment and heads past the door, staring daggers at you as he leaves. You believe he must not have appreciated the eavesdropping, however you’ll never say no to free entertainment. Collecting yourself, you approach the desk once again, and go to speak. Andrea, however, interrupts you. “How can I help?”
Without thinking, you blurt out, “I’m sorry he talks to you like that,” before immediately regretting what you said. The air goes thick with tension, as Andrea stares back at you, eyes of glass.
“He’s a dick.” She says plainly, making a giggle slip from your lips. She smiles back, before composing herself, and returning to her professional self. “Now, what can I help you with?” She repeats herself, coughing as she watches you stutter.
“I’m here for a job interview.” You speak plainly, pulling up your phone once again. You give her your name and wait for Andrew to finish finding what she needs on her computer. All of a sudden, she stops cold, turning back towards you slowly. Her face runs white.
“You’re applying for “Job no. 12”?” Her voice comes out in a small whisper, which presses confusion into your brain. You couldn’t help but think ‘what the hell is so wrong with this job?’
You clear your throat. “Yes.” You pause. “Have I done something wrong?
“Of course not!” Andrea’s voice escapes in a cool laugh, but you can help but notice how forced it is. “It’s just, it’s a word of mouth job, and I’m just,” she looks you up and down like you said something crazy, or if you’ve worn something wrong, “confused.”
“It's a personal assistant job… am I wrong?”
Andrea looks back at you plainly. There must be some information you are missing here. You simply can’t understand why she is looking at you like you’ve got something on your face. “I guess so.” She eventually speaks, however her words are too plain for your liking. “I mean, yeah, sure, it’s a personal assistant role.”
Andrea stands, wandering over to a nearby office, muttering under her breath words you just barely catch. “Personal assistant job, pfft, it’s definitely a personal kind of assisting.” Opening the door, you watch as she says something to one of her coworkers.
For the third time today, you are met with one of the most beautiful women you’ve ever seen. Furrowing your brows, you observe how the two women whisper to themselves, before the new girl nods towards you, inviting you to join their discussion.
The new lady speaks at you, her voice so quiet you could almost miss it. “Who sent you this job?” She mutters.
You can’t believe the question. “My old co-worker, Marlene Beauregard.”
The two ladies gasp and turn to each other, a small smile whispering across their lips.
Andrea speaks up first. “And she told you…” She trails off, expecting you to finish her sentence.
“She told me that she knew of a personal assistant job for me–this “job number twelve”–and set up the interview with me.” You pause. “What’s going on?”
The new lady quirks a smile. “Nothing at all. I’ll call Harry. You’re going to be late for your interview.”
––––––
You stare forward at the third lady as she pours over your CV. Her office is sleek, but small, organised so as much furniture as possible can be squashed into the same space. The walls are a crisp egg shell white, with a luxurious window sitting behind her, overlooking the city. Across her desk is a name plate.
Liza Brown. Human Relations Coordinator.
She hums gently. “Impressive.” She licks her fingers and turns to the second page of your CV, another agreeable sound coming from her mouth. “Studied at NYU, very chic. Journalism, very trendy. This is a glowing recommendation–”
Liza takes your CV and holds it up to the light. For some reason.
“How long were you in your old role?”
You sigh. “Four years, but it was time to move on. They didn’t pay me very well and I wanted to use my degree.”
Liza smirks. “So, you are applying for a personal assistant role again? That’s not very investigative journalism of you.”
“I need a job.” You say plainly.
“So,” She eyes you up, “you thought job number twelve was the job for you?”
“Why does everyone–”
However, your words are cut off as the door swings open, and elevator man walks in, frantically rubbing down his blazer jacket. “Sorry I’m late, was on a call and–”
He interrupts himself as he looks at you, with recognition in his eyes. They’re just as warm and inviting as they were half an hour ago, except this time, there was a spark of something else in there. “It’s you.”
“It’s me.” You repeat, not breaking eye contact with him.
Liza interrupts, her voice laced with confusion. “Do you two know each other?”
“No–” Elevator man says plainly, turning away from you and making his way to the other side of Liza’s desk. “We simply met earlier, however, I do believe formal introductions are in order.”
He extends his hand out to you. “Harry Castillo.”
You take his hand and say your name, which he repeats slowly and surely, like he was trying to memorise the way it sounded in his mouth. Out of the corner of your eye, you notice Liza writing something down at her desk.
Once again, Liza interrupts, coughing to capture Harry’s attention. “She’s here about job number twelve?”
Harry looks alarmed. “Job number twelve? The g–”
“The personal assistant role.” Liza cuts him off, her voice harsh, like she’s speaking a different language.
Harry furrows his eyebrows. “But I al–”
Liza presses again. “The personal assistant job. Job number twelve is for a personal assistant role. Your personal assistant.” She grasps your CV in her hand and tosses it towards his chest. “Look over it.”
Just then you realise she had scribbled some writing across your CV, however you can’t make out any distinct words before Harry turns away from both of you, his eyes scanning the paper. When he turns back, his eyes have lost friendliness. “Ms Brown? A word.”
You watch sheepishly as they exit the office. Unfortunately, the room is soundproof, unable to make out any words from their frantic conversation. It isn’t until they both enter the room again that you feel slightly calmer.
Harry stalks you like prey, his eyes scanning you up and down.
He’s studying you.
Finally, he speaks, his voice calm.
“Can you start in two weeks?”
You exhale a breath you weren’t even aware you were holding. Somehow, you had gotten a job, without barely trying. You couldn’t understand your luck. In the back of your head, you knew something was off, but in that moment, you couldn’t find it in you to care.
However you stop yourself. Dread fills you. You didn’t have a job for the next two weeks. You couldn’t possibly afford two weeks out of work. Your smile drops from your face, something that Harry doesn’t miss.
“Is there a problem?” He says it warmly, with genuine concern in his voice.
You sigh, frowning. “Two weeks? Is there any possible way I can start earlier?”
Harry seems confused. “Earlier? Why’s that?”
“I’m currently out of work and I–”
He understands, immediately cutting you off, focusing his attention onto Liza.
“Take down her information and get her onto payroll immediately. Talk with payroll and make sure she gets an advance check of two weeks of pay.” He looks you up and down. “And add on a bonus. Maybe a grand?”
You gasp, unsure of what to say. Before you can even manage any words, Harry winks, speaking softly under his voice. “Buy yourself some new clothes, something cute, and I’ll see you in two weeks.”
------
a/n – okay so i haven't published fanfiction for soooo long–since the incident we don't speak of–so i apologise if this is kinda rusty, however i enjoy writing it.
tag list – @joeldjarin @moyavsemoya @glitterspark @ro-nahime-things @throttlepascal @umadirectioner @roslynsworld @morganlolitta @isa942572
#harry castillo#harry castillo x reader#harry castillo smut#harry castillo fluff#harry castillo angst#pedro pascal#pedro pascal x reader#pedro pascal smut#pedro pascal fluff#pedro pascal fanfiction#pedro pascal fandom#materialists#materialists cast
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lovers nor friends | terry richmond
pairing: terry richmond x black fem oc summary: lines always end up crossed between friends with benefits. warnings: 18+ steam. suggestive content. wc: 251 an: yeah, idk if I'll get around to Echoes, so a blurb it is. remember: likes are nice, but reblogs, asks, and comments are encouraged!
They weren’t lovers. No weekly dates, good morning texts, or random bouquets waiting for her when she arrived to work in the morning after a long evening. But, they were far from friends.
Friends updated each other on what had occurred since their last encounter six months ago, something they’d blame on busy schedules and the circle of life—happy birthday messages and congratulatory notes when LinkedIn profiles were updated and Facebook reminded them of anniversies. Friends had boundaries. Friend didn’t cross lines. They had a role—one they usually played well.
His role was different. She never planned to welcome auditions for it, not until a pair of seafoam green eyes and a charming smile convinced her to welcome his walk-on.
He didn’t rehearse lines; they came naturally, quickly rolling off the tongue. Hesiod would be disgraced. For the poetry and carefully crafted sentiments he’d whisper in her ear as he dug into her in search of the finest treasure dripping in honey and liquid gold.
They weren’t lovers.
“You feel so good, mama.” Honeyed words, sweet and savory, whispered against the shell of her ear as he relished in the pleasurable pain of her nails scraping his skin. He groaned softly. She whimpered quietly.
He’d douse her in adoration and gentle care when the night ended—washing her body slowly, massaging her trembling thighs, and wrapping his arms around her while she slept peacefully. “Goodnight, baby,” he whispered, welcoming her back against his chest.
Neither were they friends.
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Tags: @mauvecherie-writes @saintslewis @vile-harlot @emjayewrites @turn-thy-paige @theglamclosetsl @kirayuki22 @greedyjudge2 @notapradagurl7 @irishmanwhore @honeytoffee @theogbadbitch @jazziejax @kumkaniudaku @becauseimswagman1
#saturnville#black!reader#black reader#original writing#aaron pierre#aaronpierre#aaron pierre x black reader#terry richmond#terry richmond x black reader#terry richmond x black!reader#terry richmond x oc#terry richmond x black oc#terry richmond x black fem oc#terry richmond smut
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𐙚 busy woman pt. 2 ໒꒱ ‧₊˚
⌗ pairings: eren x reader, slight! erwin x reader
⌗ summary: you don’t believe in fate, but you do believe in probability. the odds of running into a stupidly attractive guy at a highly competitive internship interview? low. the odds of him rejecting you? …higher. the odds of ending up in the same program — and on the same project team after all that? practically zero. and yet, here you are.
⌗ word count: 1.4k
♥ pt. 3 ♥ masterlist ♥
You keep your head down during the remainder of orientation, pretending to be deeply fascinated by the welcome folder in front of you. The company logo, the neatly organized internship schedule, the overly enthusiastic "Welcome to Amazon!" message— all of it is infinitely more appealing than the possibility of accidentally making eye contact with him again.
Eren Yeager.
Your first real rejection of the year. Over 200 resumes and internship applications sent, countless hours of cold calling, but nothing stung quite like his.
The same guy you had foolishly, delusionally asked out after your interview. And now, by some cruel joke of the universe, he’s sitting just a few tables away, existing in your professional space like a bad omen.
You steal a glance in his direction. He’s leaning back in his chair, lazily spinning a company-branded pen between his fingers, looking completely unbothered. Meanwhile, you feel like you’re on the verge of overheating.
It’s fine. You’ll just avoid him for the next three months. Simple.
That delusion lasts for approximately five minutes.
“Alright, let’s get you all into your project teams!” the program manager announces with a bright smile.
You hold your breath. Please, no. Please, no.
Names are called, groups are formed, and then—
"Eren Yeager,
The rest of the names blur into static.
You don’t move at first, clinging to the hope that maybe, just maybe, you misheard. That your brain, fried from years of caffeine abuse and late-night study sessions, is simply playing tricks on you. Maybe all those Celsius energy drinks finally did you in, and this is just some sort of fever dream.
Or, better yet, maybe this is an opportunity. You could file a lawsuit claiming that excessive caffeine consumption has caused you to hallucinate a really hot guy who rejected you without a second glance, and Amazon is complicit. Emotional damages, mental distress— hell, you could probably milk it for enough settlement money to put a dent in your student loans.
But then you hear the sound of a chair scraping against the floor, and your delusions of denial crumble.
You look up.
Eren is pushing himself up from his seat, tilting his neck from side to side to relieve tension— from what? Holding up his annoyingly beautiful head? It’s unfair, really. Even his neck is attractive. You try not to stare, irrationally envious of whatever lucky girl will get to kiss that neck, rest her head against it, run her fingers through his perfectly long, tousled hair,
Nope. Not going there.
And then he starts making his way toward the assigned table.
You wish a freak power outage would strike the building right now— it is Washington, after all. Would the damn rainy weather finally work in your favor for once?
But with a deep breath, you gather your things and force yourself to follow. You’re an adult. A professional. You will notlet some pretty boy ruin this for you.
You take a seat across from him, avoiding his gaze as introductions begin. Names, majors, eager smiles— interns all fresh-faced and ready to climb the corporate ladder. You do the same, maintaining the facade of someone who is totally, definitely not having an internal crisis.
But you can feel it. His eyes on you. Like he’s only just now registering your existence.
And then, finally—
“Huh.”
The noise is barely more than a breath, but it snaps your focus to him before you can stop yourself.
“Huh?” You respond instinctively, confirming your existence to the very man who rejected you with less warmth than the average LinkedIn recruiter. Fuck.
He tilts his head slightly towards you, green eyes scanning your face as if trying to place you in a different context. “Didn’t expect to see you here.”
His tone isn’t mocking. If anything, it’s just... casual. Which somehow makes it worse.
You force a polite smile. “Yeah. Funny how that worked out.”
“Yeah,” he muses, leaning back in his chair. “Really funny.”
He doesn’t sound amused at all.
The team lead starts talking, outlining project expectations and assigning initial tasks. You nod along, take notes, throw yourself into the discussion. But every so often, out of the corner of your eye, you catch him looking at you.
Like he’s still trying to piece together how you ended up here.
And maybe you are too.
The first week of the internship is a blur of onboarding meetings, technical trainings, and awkward team introductions. You keep your head up the best you can, focusing on your work and doing your best to pretend Eren Yeager doesn’t exist.
It’s easier said than done.
For one, he’s annoyingly good at what he does. While everyone else is still figuring out the company’s internal tools, he’s already breezing through code reviews, making small tweaks like he’s been here for years. It’s frustrating. But what’s more frustrating is the way everyone seems to gravitate toward him. The other interns in your group (especially the girls) loudly laugh at his dry humor, lean in when he talks, and nod a little too eagerly at his suggestions.
You? You do the opposite. You keep conversations strictly professional, responding to him only when necessary, ignoring the way his deep voice somehow cuts through all the background noise.
And, for the most part, it works.
Until Friday.
Your team decides to grab lunch together after a morning of back-to-back meetings. You consider skipping, making up some excuse about needing to catch up on work, but you don’t want to seem antisocial—not yet, at least. It’s only the first week, and burning that card too early would be a rookie mistake. Better to save it for when projects ramp up and you actually need to lock in.
Besides, you’re not just here to sharpen your technical skills. Networking is just as valuable (if not more), according to every career advisor who has ever haunted your inbox with “friendly reminders” about the importance of building connections in the workplace! So you tag along, telling yourself it’s the smart move.
And it is. It would be. If it weren’t for him.
You start strategizing, surveying the seating arrangements like a war general preparing for battle. The Art of War, internship edition. You claim a spot at the far end of the table, strategically positioning yourself between the most talkative team members so that maybe, just maybe, you can make it through lunch without having to interact with him.
That’s the plan. The mission. And you’re really, really hoping it doesn’t fail.
Again—easier said than done.
“So,” one of the interns, Sasha, says, pointing her chopsticks at you. “You guys knew each other before this, right?”
You nearly choke on your food. “What?”
She glances between you and Eren, who’s seated diagonally across from you, picking at his rice bowl with a bored expression. “You both interviewed on the same day, didn’t you?”
You hesitate. “Uh, yeah, I guess.”
Sasha grins. “That’s so cute! Like, fate or something.”
You let out a strained laugh. “More like unfortunate probability.”
Eren finally looks up at you, amusement flickering in his green eyes. “You don’t believe in fate?”
You grip your chopsticks tighter. “I believe in statistics.”
“Huh.” He tilts his head. “Then what are the odds of you asking me out after the interview and us ending up here?”
Your stomach drops.
The table falls silent.
You want to die.
Sasha’s eyes go wide. Another intern, Jean, lets out a low whistle. “Damn. That happened?”
You open your mouth, then close it. You should lie. Deny, deny, deny. But you can already feel the heat creeping up your neck, the betrayal of your own body giving you away before you can make up an excuse.
Eren, the absolute menace, just smirks.
Well, as they say, the truth will set you free. For better or worse, with no perfectly rehearsed answer from your imaginary shower monologues, you do your best to improvise. “I was feeling bold,” you say finally, forcing a casual shrug. “Didn’t expect to see him again, so I figured why not?”
Sasha gasps, her eyes sparkling with excitement. “Wait, that’s actually so badass.”
Eren hums. “Yeah. Ballsy move.”
You shoot him a glare, but he just pops a piece of chicken into his mouth like he hasn’t just obliterated your entire sense of dignity with one sentence.
The conversation finally shifts after that, but you can feel his gaze still lingering on you, a second longer than necessary before he looks away.
For the rest of lunch, you sulk to yourself. Fuck the career center, you should’ve just stayed in the office. And if fate was actually real, fuck her too.
#copium#eren x you#eren x reader#eren x y/n#eren yeager x reader#eren yeager x you#eren yeager x y/n#eren jeager x reader#eren jeager x you#aot x reader
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How Businesses Use Web Scraping Services?

In today's digital era, businesses are always on the lookout for ways to stay ahead of the competition. One way they do this is by harnessing the power of data. Web scraping services have become indispensable tools in this pursuit, providing businesses with the means to gather, analyze, and act upon large quantities of data from the internet. Let's explore how businesses use web scraping services and the benefits they offer.
What Is Web Scraping?
Web scraping is a method of extracting data from websites. It involves using scripts or automated tools to retrieve specific data from web pages, which is then stored and organized for further analysis. Web scraping services offer a systematic way to obtain this data, enabling businesses to gather information about competitors, customers, market trends, and more.
How Businesses Use Web Scraping Services
Competitor Analysis:
Businesses use web scraping to monitor competitors' websites, including pricing, product information, and marketing strategies.
By tracking competitors' actions, companies can adapt their strategies, develop competitive pricing models, and enhance their product offerings.
Market Research:
Web scraping allows businesses to collect data on market trends and customer preferences by analyzing product reviews, ratings, and forums.
This insight helps businesses make informed decisions regarding product development, marketing strategies, and customer engagement.
Lead Generation:
Companies can scrape data from websites and social media platforms to identify potential leads.
Contact information, demographics, and other relevant data can be gathered, allowing businesses to tailor their outreach efforts more effectively.
Brand Monitoring:
Web scraping services enable businesses to track online mentions of their brand, products, or services.
This helps companies gauge their brand reputation, understand customer sentiment, and quickly address any issues that may arise.
Price Optimization:
Retailers use web scraping to monitor competitors' pricing in real time.
By understanding current market prices, businesses can optimize their own pricing strategies to remain competitive and maximize profits.
Content Aggregation:
Media and news organizations often use web scraping to gather content from multiple sources.
This allows them to curate and present a wide range of information to their audience, enhancing their own content offerings.
Financial Data Analysis:
Financial institutions and analysts use web scraping to collect data on stock prices, economic indicators, and other financial metrics.
This data helps inform investment strategies and market predictions.
The Benefits of Using Web Scraping Services
Time and Cost Savings:
Manual data collection is time-consuming and labor-intensive. Web scraping automates this process, saving businesses time and resources.
Data Accuracy:
Automated web scraping services can retrieve data more consistently and accurately than manual methods, reducing the risk of human error.
Real-Time Data:
Businesses can access real-time data, allowing them to make more agile and informed decisions.
Customizable Data Collection:
Web scraping services can be tailored to target specific data points, ensuring businesses get the exact information they need.
Actionable Insights:
By analyzing the data collected through web scraping, businesses can gain valuable insights into customer behavior, market trends, and industry shifts.
Legal and Ethical Considerations
While web scraping offers numerous benefits, businesses must also be mindful of the legal and ethical implications of using these services. Scraping data without permission from the website owner may violate terms of service or intellectual property rights. Therefore, it is crucial to adhere to the legal boundaries and ethical guidelines surrounding data collection.
Conclusion
Web scraping services have become essential tools for businesses across various industries. By leveraging these services, companies can gain access to valuable data, allowing them to make better decisions and maintain a competitive edge. However, it is important to use web scraping responsibly, respecting legal and ethical considerations. With the right approach, businesses can harness the full potential of web scraping services to drive growth and success.
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A pro-Israel “surveillance network” that has offered bounties for information on pro-Palestinian protesters is establishing a foothold in Australia and claims to have secured meetings with key federal politicians, leaked messages show.
Shirion Collective, which has largely focused on the US and UK, boasts of its ability to scrape digital fingerprints to “aggressively track and expose antisemites”. It is one of a number of groups that have gained prominence on social media during the Israel-Gaza war, publicly naming individuals it accuses of being antisemitic.
Shirion Collective claims it has an AI tool called Maccabee which can identify and track targets.
In one post on X, Shirion outlines a scenario in which the tool creates and releases deepfake videos – falsified content that looks and sounds genuine – to embarrass individuals who take down posters picturing Israeli hostages.
On its X account, Shirion Collective has claimed to offer bounties of US$500 for information on people in videos. In a December post it claimed it would pay up to US$15,000 for “crucial insights” about politicians, US$7,500 for medical doctors and US$250 for students.
Leaked screenshots of Shirion’s Telegram channel, shared with Guardian Australia by the White Rose Society, an anti-fascist researchgroup, show Shirion has become active in Australia, with participants identifying potential targets and boasting of attempts to meet the home affairs minister, Clare O’Neil, and the shadow home affairs minister, James Paterson.
Anonymised Shirion members discussed presenting O’Neil and Paterson with a list of names to ensure they were “brought to justice according to the rule of law”.
“Need help. We managed to get into home affairs calendar, need to come prepared with people with hate speech and names that the government didn’t held [sic] accountable,” one anonymous user said.
“Meeting with Clair [sic] or her stuff [sic] … we also have a meeting with the shadow minister.”
Both O’Neil and Paterson’s offices said they had not met anyone who identified themselves as part of Shirion Collective.
The leaked texts show people on the Shirion channel discussed adding the names of individuals to a “watch list” and mass reporting posts on social media.
Some Australians whose social media accounts were linkedin the channel had shared antisemitic, racist and conspiracy theory content on social media. Others were pro-Palestinian activists who do not appear to have posted or shared antisemitic content.
When contacted via its social media accounts, a Shirion member describing themself as the “social media guy” said the “Ai is a quiet project with an internal team”.
The Shirion member said “bounties were for info and was in the USA not Australia”. The member said Shirion’s Telegram channel was open.
“The telegram [sic] is open and we do a soft verification that people are real. But freedom of speech is welcome there,” the Shirion member said.
The member said they would refer Guardian Australia’s questions to a “commander” but no further response was received.
Shirion Collective is one of several groups that say they track and fight antisemitism, largely through identifying individuals online.
Canary Mission, which has been operating since at least 2015, maintains lists of students, professors and other individuals on its website who it claims “promote hatred of the USA, Israel and Jews”. Another prominent account on X, StopAntisemitism, shares the names and employers or academic institutions of individuals, and often directs its more than 298,000 followers where to make complaints.
The leaked posts from the Shirion Collective Telegram channel point to some publicly available material its contributors regard as antisemitic, but also discuss creating “infiltrator” accounts to view and share material from private Instagram accounts.
In the leaked posts seen by Guardian Australia, contributors do not reveal personally identifiable information about any individual that is not publicly available.
The Shirion Collective account on X/Twitter has identified people it alleges have posted antisemitic material, or statements in support of Hamas, and tagged in their employer or academic institution in the case of students.
Naming someone online is not necessarily illegal, but Michael Bradley, a managing partner at Marque Lawyers, warned there were potential implications depending on the nature of the claims, such as harassment and intimidation or even racial vilification.
“Using social media as a mechanism for coalescing groups that want to engage in doxing activity, it’s obviously extremely powerful,” he said.
Last month, a Sydney resident named Theo had a picture of his house and his street address posted to a Facebook group.
Theo, who asked that his surname not be used, had raised a Palestinian flag and placed a blackboard with messages critical of Israel in front of his Botany home.
Less than two weeks later, a jerry can with rags stuffed into it, a disposable lighter and large bolts were placed on the bonnet of his car with a message that read: “Enough! Take down flag! One chance!!!!”
The incident prompted the deployment of the bomb squad and local police.
The investigation has not been transferred to the counter-terror investigators and remains with local police.
also

@huzni @el-shab-hussein @dirhwangdaseul
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