#data management techniques
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goodoldbandit · 4 months ago
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How to Use Telemetry Pipelines to Maintain Application Performance.
Sanjay Kumar Mohindroo Sanjay Kumar Mohindroo. skm.stayingalive.in Optimize application performance with telemetry pipelines—enhance observability, reduce costs, and ensure security with efficient data processing. 🚀 Discover how telemetry pipelines optimize application performance by streamlining observability, enhancing security, and reducing costs. Learn key strategies and best…
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unicodehealthcareservices45 · 5 months ago
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#Best Clinical SAS Training Institute in Hyderabad#Unicode Healthcare Services stands out as the top Clinical SAS training institute in Ameerpet#Hyderabad. Our comprehensive program is tailored to provide a deep understanding of Clinical SAS and its various features. The curriculum i#analytics#reporting#and graphical presentations#catering to both beginners and advanced learners.#Why Choose Unicode Healthcare Services for Clinical SAS Training?#Our team of expert instructors#with over 7 years of experience in the Pharmaceutical and Healthcare industries#ensures that students gain practical knowledge along with theoretical concepts. Using real-world examples and hands-on projects#we prepare our learners to effectively use Clinical SAS in various professional scenarios.#About Clinical SAS Training#Clinical SAS is a powerful statistical analysis system widely used in the Pharmaceutical and Healthcare industries to analyze and manage cl#and reporting.#The program includes both classroom lectures and live project work#ensuring students gain practical exposure. By completing the training#participants will be proficient in data handling#creating reports#and graphical presentations.#Course Curriculum Highlights#Our Clinical SAS course begins with the fundamentals of SAS programming#including:#Data types#variables#and expressions#Data manipulation using SAS procedures#Techniques for creating graphs and reports#Automation using SAS macros#The course also delves into advanced topics like CDISC standards
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projectchampionz · 7 months ago
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POLICE INTELLIGENCE IN COUNTERTERRORISM EFFORTS: AN EVALUATION OF BEST PRACTICES
POLICE INTELLIGENCE IN COUNTERTERRORISM EFFORTS: AN EVALUATION OF BEST PRACTICES 1.1 Introduction Police intelligence plays a central role in counterterrorism efforts, enabling law enforcement agencies to identify, prevent, and respond to potential terrorist threats. Effective intelligence gathering, analysis, and sharing are critical for the success of counterterrorism operations, particularly…
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covrize123 · 8 months ago
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Techniques of Database Optimization
This piece discusses how businesses can manage rising IT costs, especially related to data and database management, in an era of global volatility and economic uncertainty.
It highlights that IT, particularly the storage and handling of data, is becoming increasingly expensive. While cloud storage has helped reduce some hardware costs, the growth of data often leads to unexpected expenses.
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The article emphasizes that database optimization can help businesses manage these costs without sacrificing performance.
Key strategies for achieving cost-efficiency include:
1.Database Performance Audits – Regular evaluations of the database environment to identify inefficiencies and performance bottlenecks.
2. Query Optimization – Improving the efficiency of database queries through performance analysis, refactoring queries, and proper indexing.
3.Indexing and Partitioning – Implementing efficient indexing strategies and partitioning large tables to speed up data retrieval.
4. Right-Sizing Cloud Resources – Adjusting cloud database resources based on actual usage patterns to avoid over-provisioning.
5. Data Tiering – Organizing data into different storage tiers based on access frequency to save on storage costs.
6. Serverless Databases – Using serverless architectures that scale automatically with demand to avoid maintaining excess capacity.
7. Data Compression and Deduplication – Reducing data size and eliminating redundancy to lower storage requirements.
8. Automation Using Infrastructure as Code (IaC) – Automating the provisioning and management of database resources for consistency and efficiency.
9. Backup and Recovery Optimization – Using incremental backups and compression to reduce storage needs for backup data.
10. Outsourcing Database Management – Engaging third-party providers to handle database management cost-effectively while maintaining high performance.
Conclusion:
The overarching message is that businesses should optimize their existing database infrastructure rather than constantly seeking new technologies.
Look for Database Management as a Service (DMaaS) providers who offer expert management and optimization services and have proven experience as they can help you take the stress off your shoulders.
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rajaniesh · 11 months ago
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Supercharge Your Data: Advanced Optimization and Maintenance for Delta Tables in Fabric
Dive into the final part of our series on optimizing data ingestion with Spark in Microsoft Fabric! Discover advanced optimization techniques and essential maintenance strategies for Delta tables to ensure high performance and efficiency in your data Ops
Welcome to the third and final installment of our blog series on optimizing data ingestion with Spark in Microsoft Fabric. In our previous posts, we explored the foundational elements of Microsoft Fabric and Delta Lake, delving into the differences between managed and external tables, as well as their practical applications. Now, it’s time to take your data management skills to the next…
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newfangled-vady · 1 year ago
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legalfirmindia · 1 year ago
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Data Protection: Legal Safeguards for Your Business
In today’s digital age, data is the lifeblood of most businesses. Customer information, financial records, and intellectual property – all this valuable data resides within your systems. However, with this digital wealth comes a significant responsibility: protecting it from unauthorized access, misuse, or loss. Data breaches can have devastating consequences, damaging your reputation, incurring…
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#affordable data protection insurance options for small businesses#AI-powered tools for data breach detection and prevention#Are there any data protection exemptions for specific industries#Are there any government grants available to help businesses with data security compliance?#benefits of outsourcing data security compliance for startups#Can I be fined for non-compliance with data protection regulations#Can I outsource data security compliance tasks for my business#Can I use a cloud-based service for storing customer data securely#CCPA compliance for businesses offering loyalty programs with rewards#CCPA compliance for California businesses#cloud storage solutions with strong data residency guarantees#consumer data consent management for businesses#cost comparison of data encryption solutions for businesses#customer data consent management platform for e-commerce businesses#data anonymization techniques for businesses#data anonymization techniques for customer purchase history data#data breach compliance for businesses#data breach notification requirements for businesses#data encryption solutions for businesses#data protection impact assessment (DPIA) for businesses#data protection insurance for businesses#data residency requirements for businesses#data security best practices for businesses#Do I need a data privacy lawyer for my business#Do I need to train employees on data privacy practices#Does my California business need to comply with CCPA regulations#employee data privacy training for businesses#free data breach compliance checklist for small businesses#GDPR compliance for businesses processing employee data from the EU#GDPR compliance for international businesses
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oraki01 · 1 year ago
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Programmatic advertising represents a paradigm shift in the world of digital marketing, offering advertisers unprecedented levels of precision, efficiency, and effectiveness. By leveraging data-driven techniques and advanced targeting capabilities, advertisers can reach the right audience with the right message at the right time, maximizing the impact of their campaigns and driving tangible results. With the integration of Gam 360 Reseller, advertisers can further enhance their precision targeting efforts, ensuring that their ads reach the most relevant users across a diverse range of premium publishers and inventory. However, success in programmatic advertising requires careful planning, continuous optimization, and a thorough understanding of the complexities involved. With the right strategy and approach, advertisers can unlock the full potential of programmatic advertising and achieve their marketing objectives in today's dynamic digital landscape.
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thedbahub · 1 year ago
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A Guide to Columnstore Index Maintenance
In today’s data-driven world, the ability to efficiently manage and analyze vast amounts of information is paramount. SQL Server, a cornerstone technology in the realm of database management, offers a powerful feature known as Columnstore Indexes. These indexes are designed to dramatically improve query performance, making them an indispensable tool for businesses that rely on data analytics. In…
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avinashkumar1202 · 1 year ago
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Embark on a captivating journey with us as we unfold the transformative story of our company's digital evolution. Witness the milestones, challenges, and triumphs that shaped our path from envisioning a digitally-driven future to making it a reality.
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marketxcel · 1 year ago
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The Ultimate Customer Value Optimization Guide
Unlock the secrets to maximizing customer value with our comprehensive guide. Learn proven strategies to enhance customer satisfaction, boost retention, and drive business growth. Discover the key to long-term success in the competitive market.
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hitechdigital · 2 years ago
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Top 5 Strategies for Data Aggregators to Ensure B2B Data Quality
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Elevate your B2B data quality with expert insights. This essential read outlines five strategies for data aggregators, tackling common challenges in data management. Enhance your data's accuracy, consistency, and value, ensuring superior results in your analytics and customer engagements. Dive into the blog for transformative data solutions.
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technicalfika · 2 years ago
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Unlocking Your Future: How to Become an SQL Engineer at Top Tech Companies
As a college student with aspirations of landing your dream job at a top tech giant company, becoming an SQL Engineer can open the doors to a data-driven and fulfilling career. SQL (Structured Query Language) is an essential skill in the tech industry, enabling professionals to manage and analyze vast amounts of data efficiently. In this comprehensive guide, we will explore the key steps to…
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computerwaste · 2 years ago
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Data Destruction Secrets Exposed: What They Don't Want You
Introduction:
In today's digital age, data is currency, and we're all vulnerable to potential data breaches and cyber threats. Whether you're an individual or a business, your sensitive information can be a goldmine for malicious hackers. That's why data destruction is critical – it's the ultimate shield to protect your secrets. But, what if I told you there are data destruction secrets they don't want you to know? In this eye-opening article, we'll reveal the hidden truths about data destruction and how you can take charge of your data security.
The Dirty Truth Behind "Delete" Buttons:
You might think clicking that "delete" button is enough to erase your files permanently. But here's the shocking truth: it's not! Data deleted conventionally can often be recovered with basic data recovery software. Cybercriminals love this vulnerability, and they're just waiting to get their hands on your discarded information.
Formatting: A False Sense of Security!
Have you ever formatted a hard drive, thinking you've wiped it clean? Brace yourself for this revelation: formatting only removes the file system, leaving the actual data intact. With the right tools, your private files can still be retrieved with ease. Don't let formatting lull you into a false sense of security.
Thrift Store Treasures: A Hacker's Paradise!
Did you know that old electronic devices you donate or sell can be a goldmine for data thieves? The information you thought was gone forever might still be lurking on that old smartphone or laptop. Don't let your carelessness become a hacker's paradise – discover how to truly obliterate data before saying goodbye to your gadgets.
The Art of Overwriting: Your Ultimate Weapon!
Enter the world of true data destruction: overwriting! By using specialized data wiping software, you can overwrite your storage devices with random data patterns, making the original information unrecoverable. This powerful technique ensures that your data is genuinely gone forever, leaving hackers empty-handed.
Demystifying Degaussing: The Magnetic Erasure!
Ever heard of degaussing? It's the clandestine method used by security experts to neutralize magnetic storage media. By erasing magnetic fields, degaussing leaves data irreversibly scrambled, thwarting any data-recovery attempts. Uncover the secrets of degaussing and add another layer of protection to your sensitive data.
Conclusion:
Now that you know the shocking truths about data destruction, you have the power to protect yourself and your valuable information. Don't be fooled by the simplicity of "delete" buttons or the illusion of formatting. Embrace the true techniques of data destruction, like overwriting and degaussing, to ensure your privacy and security are never compromised.
Knowledge is power, and now you're equipped with the knowledge to safeguard your digital world. Take charge of your data security and don't let the secrets of data destruction remain hidden any longer. Stay one step ahead of cybercriminals and protect what matters most – your data, your secrets, and your peace of mind!
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rajaniesh · 1 year ago
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Mastering Microsoft Purview Workflow: Revolutionize Your Data Governance
Dive into the world of Microsoft Purview Workflow, a key to mastering data governance. Learn how it automates data integrity, compliance, and collaboration, revolutionizing your organization's data management practices for unparalleled efficiency and sec
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pitlanepeach · 18 days ago
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Radio Silence | Chapter Thirty-One
Lando Norris x Amelia Brown (OFC)
Series Masterlist
Summary — Order is everything. Her habits aren’t quirks, they’re survival techniques. And only three people in the world have permission to touch her: Mom, Dad, Fernando.
Then Lando Norris happens.
One moment. One line crossed. No going back.
Warnings — Autistic!OFC, domestic Lamelia, autistic meltdown on page, vaguely referenced public sex.
Notes — Timeline fuckery, as in I seem to have written Silverstone twice, in the last chapter and this one too. Clearly the podium fluff is too much for me to keep track of. So... Enjoy the extra fluffiness.
2023 (Silverstone — Hungary)
The sea was warm and quiet, the waves nothing but a soft hush against the sand.
Amelia sat with her legs tucked under her, an oversized white linen shirt hanging loosely over her bikini. Her hair was wet, curled slightly at the ends from the salt water. She was squinting at the horizon, watching the sunlight paint the beach in a million shades of gold.
Behind her, Lando dropped onto the towel with two icy cold drinks, one for each of them. He pressed a kiss to the back of her shoulder.
“This place is fucking amazing,” he said.
She hummed in agreement, leaning her head against his. “Warm, but breezy. The perfect in-between.”
He grinned. “Yeah? You glad I managed to convince you to come then?”
“Yes.” She said. “I’m going to have so much to get done when we get back to the factory, but I needed a break.”
Lando chuckled and stretched out beside her, propping himself on one elbow. “Hm. I know. And now you’re relaxed. That’s nice.”
She gave him a sidelong look. “Don’t say it like that. I can be relaxed. I relax a lot.”
“…No you don’t.”
She huffed. “Shut up.”
He reached for her hand, lacing their fingers together. “C’mon. Don’t get pissed off. It’s true, yeah? You have been stressed, but you’ve also been fucking ace with Oscar. With the team. I know the car isn’t what you want it to be, but it’s a lot bloody better than it was.”
Amelia softened. She leaned down to kiss him. “Thanks, husband.”
Lando’s eyes sparkled. “Say it again.”
“Husband?”
He groaned. “God, that’s hot.”
She laughed. “You’re such a weirdo.”
“You married me.”
“I clearly have poor taste.” She teased.
“Liar.”
He sat up and kissed her properly this time — slow and warm and a little lazy. She all but melted into it, fingers curling in the fabric of his swim shorts.
They ended up tangled together on a beach blanket under the slope of the rocks, just out of sight. The rest of the world fell away. It was just them. Skin on skin, hearts in sync, breathless laughter caught in the salt breeze.
Later, Amelia rested her cheek on Lando’s bare chest, listening to his heartbeat.
“I think,” she said softly, “I could stay here forever.”
He smoothed her hair back out of her face. Stared at her, like he was memorising her all over again. “Yeah, baby. Me too.”
The design lab was buzzing — a low but constant thrum of voices, keyboard clicks, air vents, printers, someone’s half-muffled phone call. The kind of sensory chaos most people filtered out without effort.
Amelia couldn’t today.
She had her noise-cancelling headphones on, her iPad open to three separate CAD model views, and a mechanical pencil tapping against her knee in a rhythm only she understood.
They were reviewing a mock-up for the 2024 suspension. One of the junior engineers; bright, eager, but careless, had accidentally uploaded an outdated spec into the shared build folder.
It seemed small. A mistake, an easy correction. But it meant the last two days of precision design work she’d done were out of sync with the rest of the development team’s data.
And that meant wasted time. Faulty conclusions. A domino collapse of calculations that had been perfect in her head.
She tried to breathe through it. In. Out. In again. But the wrongness sat in her chest like a ton of bricks.
Someone, Callum, tried to make light of it. “It’s no big deal. We’ve still got time before CFD locks—”
“No,” she said, voice tight. “You don’t understand. It’s wrong now. It’s all wrong.”
Her hands were shaking.
“Hey, it’s okay,” another engineer said carefully. “We’ll fix it. It was just a wrong upload—”
“Stop talking.” Her voice cracked, sharp and sudden. “Please. Just stop. Stop—”
She couldn’t hear them anymore. The hum of the lights had turned into a roar. The feeling of her shirt collar was too much. Her thoughts weren’t lining up right.
She stood up too fast. Knocked over a pen cup. The clatter made her flinch violently.
Then she was breathing hard. Too fast. Too loud. Her eyes stung. Her palms burned.
The room blurred. All noise. Too many people. Too many things out of place.
She left. Walked straight out the door, down the hall, past the glass break room, past a surprised intern holding two coffees. She found an empty office, one of the glass-walled side rooms, and ducked inside.
Lights off. Curtains drawn.
She sat on the floor. Curled into herself, hands pressed to her ears. Shaking.
She didn’t cry, not exactly. But her body trembled with the overload — her nervous system in revolt. All she could do was breathe and wait it out.
Ten minutes later, the door opened slowly.
Lando.
He said nothing at first. Just slipped inside and sat down on the floor beside her. Close, but not touching.
She didn't look up.
“Callum came to find me. He’s panicking.” He said.
She let out a half-broken noise. “I hate this. I hate when this happens.”
He shook his head. “Baby—“
Her shoulders curled tighter. "It’s all wrong,” she whispered. “I had it perfect. In my head. And now it’s wrong and I can’t fix it, and they don’t understand why it matters. They think I’m overreacting.”
“You’re not.”
“They think I’m difficult.”
“You’re not.”
She finally looked at him. Her face was pale, eyes glassy. “It felt like… too much. All at once. I couldn't stop it.”
Lando reached out, slow, deliberate, and gently took her hand. “I know, baby.” He said softly. “You don’t have to pretend, though. You know that. And I’m proud of you for walking away when you needed space.”
She gripped his fingers tightly. Grounded. Fiddled with his wedding band.
And little by little, her breathing began to slow.
Later, Amelia returned to her desk. The office had quieted. A sticky note sat on her monitor from Oscar, in his neat, blocky handwriting.
YOU’RE ALLOWED TO HAVE BAD DAYS — Ducky
She exhaled a shaky laugh.
Callum brought her tea an hour later and didn’t say a word, just left it on her desk like a peace offering. She nodded her thanks, smile tight but genuine.
She reopened her iPad, fingers steady now. Her brain still hurt, her skin still buzzed with leftover static, but she was here. She was okay.
And she could fix this.
The strategy room was windowless, cold, and lit by the slightly too-white fluorescents that made Amelia’s eyes burn.
She sat near the front with her iPad open, stylus twirling between her fingers as various engineers clicked through performance graphs on the large screen. Tyre degradation, pit stop windows, stint lengths, lap delta comparisons. The usual mess of variables before a race.
Oscar was next to her, elbows on the table, listening intently. He never interrupted. Never fidgeted. Just watched. Logged everything.
When the final graph flicked across the screen with the projected optimal strategy, medium-hard-medium, Amelia tilted her head, expression flat.
“No,” she said simply.
A pause.
One of the strategy engineers, Jeremy, looked up. “You don’t agree?”
“No. That doesn’t win us anything. That gives us a decent P6, maybe. P7 if the Mercs behave.”
“And what would you suggest?”
Amelia tapped the stylus against her pad. “Soft-Hard. Big launch, early gain. One stop. Pit window between 14 and 18, if the tyres last. Risky, but Oscar’s tyre management is good enough. He’s not heavy on the fronts.”
Oscar, quiet until now, nodded. “That’s what I felt in FP2. Softs felt clean even on the heavier fuel run. Just needs the rear temps managed early.”
Amelia gave him a slight smile, not warm exactly, but approving. “Driver agrees.”
Jeremy frowned. “If we pit early, we get undercut risk. Traffic.”
“We’re already in traffic,” Amelia replied. “You think anyone’s just going to make room for us? The only way through is to make it past them before the midfield concertina sets in. That means launch tyre, low fuel window, commit to Plan A. We stay reactive. Flexible. But we commit.”
Oscar added, “And if it doesn’t work?”
She looked at him. Direct. “Then it doesn’t. But we’ve learned more than we would’ve finishing behind both Alpines.”
Silence. Then, slowly, Andrea leaned back in his seat and said, “It’s bold.”
“That’s how we race,” Amelia said.
Another pause. Then a nod from Andrea. “Alright. Amelia, prep two versions of the radio calls. One if we need to abort early. One if we push deep into the stint.”
“Already halfway done,” she said, flipping to a new tab.
Oscar leaned toward her, voice low. “You really think we can pull it off?”
“I wouldn’t say it if I didn’t.”
“I like it,” he said, almost to himself.
She looked at him sideways. “You trust me?”
He blinked. “Yeah. I do.”
She smiled, barely. “Then we’re good. Don’t be late to the grid walk. Make sure Lando’s had some water.”
“Yeah. I will,” Oscar muttered.
As the team filed out, Jeremy passed Amelia with a nod. “You’re not as scary as everyone said you’d be.”
“No,” she shrugged. “Not scary. Just… specific.”
Oscar held the door open, glancing at her. “Will you make me cookies if I finish top five?”
“Yes,” she agreed. “With raspberries. Just don’t tell Kim. He keeps telling me off for giving you treats that aren’t on your meal plan.”
“Mean.” Oscar complained.
“Very mean.” Amelia agreed.
The moment Lando stepped off the scale in parc fermé, Amelia launched herself at him.
He barely got his arms up in time to catch her — she collided with his chest like a missile, legs wrapping around his waist, arms tight around his neck.
“You crazy, crazy man,” she whispered fiercely into his ear, smiling so wide it hurt. “You data-defying freak.”
Lando laughed, breathless, still winded from the final laps but suddenly full of adrenaline again. “Hello, my beautiful wife.”
She kissed him hard, not the polished PR kind, but the messy, gleeful, post-race kind that tasted like sweat and relief. Cameras were around them, but neither of them cared. Hadn’t for a long time.
“P2,” he said, dazed.
“Yes,” she said, still clinging to him. “I’m so proud of you.”
He set her down, barely. She kept one hand fisted in his fireproofs, grounding herself.
“That was such an amazing drive,” she said, quieter now. “Every lap. You didn’t put a single foot wrong. And I’m so proud of you, Lando.”
He looked at her for a long moment, his eyes glinting under the brim of his cap. “Thank you, baby. For this. You. The car.”
“Anything for you,” she whispered, leaning up on her tiptoes and brushing their noses together. “I was getting tired of you moping around the apartment and yelling at Gran Turismo.”
He snorted. “You love when I yell at Gran Turismo.”
“I love you,” she said simply.
Someone called his name, an FIA official, maybe, or one of the social team, but he ignored it for a second longer. His thumb brushed her jaw. “Meet me at the podium?”
“I’ll be there.” Watching, always watching, always in awe of the man she loved.
“I want to spray you with champagne.” He told her.
“You’re not allowed to,” she warned. “I’ll be sticky.”
“Don’t care.” He grinned.
She rolled her eyes, kissed him again, and let him go.
Later, after the podium ceremony, after she did get sprayed, and did yell “Lando Norris, don’t you dare!” on live television, they curled up together in the back of the hospitality unit, him shirtless, her in one of his McLaren hoodies, and split a tiny bottle of celebratory wine Oscar had swiped from the hospitality fridge.
“I missed this,” Lando murmured, head on her shoulder.
She brushed his curls back from his forehead. “Podiums?”
“No,” he said, looking up at her. “You. You being happy. You being here, at McLaren, with me.” He paused, and she leaned closer curiously as he gazed at her, all soft and sweet and so dearly tender. “I kept it, you know? The note you left me before you joined RedBull. The one where you called me an asshole. The booklet too, with the race notes. You were the reason for every podium I got the year after that, you know?”
She swallowed thickly. Stared at him. Reached her hand up to cup his face. “You’re not an asshole.” She whispered. Needed to say it. Needed him to know that she didn’t believe that anymore.
“I am sometimes,” he grinned lopsidedly. “But you love me anyway.”
“I love you anyway.” She whispered.
It started with the toaster.
Specifically, with Lando kicking the cupboard under the sink in frustration because where the hell was the toaster? and why is there no bloody counter space anymore?
“I moved it because your smoothie machine was leaking again,” Amelia said from the floor of the living room, surrounded by three open boxes of car telemetry printouts and what looked like half of a sock drawer.
“I fixed the leak.” Lando told her.
She frowned at her pencil. “You fixed it with duct tape.”
“That’s how men do it,” Lando said, crouching to help pick up a stack of papers that had slipped under the coffee table. “Are these important?”
“Yes. They’re the data sheets from Oscar’s last long run simulation—don’t fold them!”
“I wasn’t going to—” He paused. “Okay, I was.”
She snatched them out of his hand, stuffing them back into a manila folder that was already bursting. Over the last few months, their beautiful apartment had started to look less like a home and more like an office. Helmets on shelves, engineering notebooks piled on chairs, printer cables tangled with furniture.
Lando stood up and did a slow 360° in the living room. “Have we… always had this much stuff?” He asked, his eyebrows pulling together.
“No,” Amelia said. “You moved in with a single suitcase of clothes and a sim rig. I had four crates of notebooks, over two hundred pairs of shoes, and a bookshelf. Now you have a room full of gaming stuff, we have two Dyson fans, my office is overflowing, and Max’s cats all-but live here part-time.” She pointed at the cat-tree they had stuffed into a tight corner by the window.
Lando rubbed the back of his neck. “You want to move?”
“I don’t want to,” she said bluntly, “but we’ve started tripping over each other. Literally. I had to do my work in the bathroom yesterday because you needed to use the extension cord in my office to use your NutriBullet.”
“There was no space in the kitchen.” He argued.
“Yes, I know. It was still a ridiculous solution.” She told him flatly.
He tried not to laugh. “Baby, you’re still mad?” He cooed.
“Lando,” she said, looking up at him, serious now. “We’ve outgrown this place. I love it, and it will always be our first home, but I don’t want to have to think about if I have space in my wardrobe to buy a new pair of shoes when I see ones that I like.” She said, biting her lip. “And I need a bigger office. You need a streaming room that doesn’t double as a spare room. It’s not fair to shove Oscar onto a pull-out bed every time he’s here.”
He flopped down next to her, wrapping his arms around her waist and pulling her onto his lap. “Suppose we could have a bigger kitchen.” He mumbled against her neck. “A nicer balcony. Maybe a dining room.”
“And plenty of space for guests,” she said.
Lando leaned his head against hers. “Okay. Let’s look. After the triple header.”
“Yeah,” Amelia said, letting herself relax into his side. “I want to stay in this neighbourhood. Or close.”
“Shouldn’t be too hard.” He hummed.
She cracked a smile. “And I want us to start looking for a house in England, too. Not for now… but for later. Somewhere to disappear during off-seasons. With a big garden, and trees, and a big garage for me to play around with some cars again.” She rambled.
He stared at her, hearts in his eyes. “God, I love you.”
“I know,” she said softly, and kissed his cheek. “Come on. Carry me into the kitchen. My legs are numb, but I’ll help you find the toaster.”
From the pit wall, the view was beautiful.
The sun beat down on the Hungaroring like it was trying to melt the asphalt. The air was thick with it though, and Amelia’s headset slightly with heat distortion.
Oscar was starting from the second row. P4.
Lando P3. 
Both of her boys making up the second row.
Her fingers tapped restlessly against her keyboard, eyes flicking between sector deltas and real-time tyre temp data. She barely noticed the world around her, only the voices in her ear and the heartbeat under her skin.
“Oscar, radio check?”
“Radio good.” Calm, sharp. His tone was always a little flat, that’s what everyone said; that he was emotionless. It made them a perfect duo — she never needed to try to unravel his tone. If he was thinking something, feeling something, he said it.
“Copy. Full systems looking good. Expect higher degradation on rear left — we’ll manage it through lift points. Brake temps will spike early. Keep it smooth, ducky.”
“Understood.” He said.
She leaned back in her stool and glance to her left, giving her dad a confident smile. He leaned across to give her a heavy shoulder pat, squeezing hard.
The launch was perfect.
Oscar didn’t just hold his position off the line; he gained. He swept into Turn 1 ahead of Lewis, ahead of even his teammate. For one brief, glorious moment, he was P2 behind Max Verstappen, in only his 11th Formula 1 race.
Amelia didn’t flinch. Didn’t react. Just… hyper focused.
“Amazing job, Oscar. Straight into it. Eyes forward — target delta plus point-three, we’ll manage tyres early.” She said.
“Copy.”
Her hands hovered over the live strategy tools. They were starting on Plan A, soft-to-medium, but she had contingencies mapped like a chess board. She refused to ever resort to a late reaction.
By Lap 16, Lando had undercut Oscar and slotted into net P2.
Amelia knew it would happen. Still, she hated how early they’d had to box Oscar, forced into it by track position pressure and the undercut threat from Lewis behind. The window had been tight. And the McLaren pit stop wasn’t their best; 3.8 seconds. Enough to cost.
Oscar rejoined in traffic. Slower cars. Dirty air.
The moment Oscar keyed his mic, she knew he felt it too.
“Tyres feel edgy. Car’s moving around.”
“Yeah. I know. Let’s build up our temps gradually. Try not to fight the dirty air. We’re still advantage three, ducky. Cleaner air will come to us once we’re through this pack.”
He didn’t reply right away. But when he did, it was with full faith in her plan. “Copy. Staying patient.”
She made a note on her pad, already tracking tyre drop-off curves from the medium runners around him. There was still a shot at a P4 finish. Maybe more, if Ferrari made the wrong call. Again.
The race stabilised. Max was untouchable up front, but Lando and Oscar were both holding on. Lando ran solidly in P2. Oscar, behind him in P5 with Charles closing. Too slowly to be dangerous yet, but Amelia knew better than to relax.
“Leclerc at 2.2 behind. He’s on slightly newer mediums, but they’ll plateau. You’re doing exactly what I need you to do.”
“Rear left’s starting to slip.” He reported.
Amelia adjusted her headset mic. She didn’t raise her voice, but the sharpness of her tone cut through the heat and static. “We’re monitoring. Keep it tight in 11 and off the kerbs in Sector 2. We’ll be okay.”
Will leaned toward her, murmuring, “You sure we’re not going to lose it to Leclerc?”
She didn’t look away from the screen. “Not if he does exactly what I tell him. And he will.”
Leclerc wasn’t fast enough. And Oscar, even with graining tyres, rising temps, and thirty-five laps of non-stop pressure, didn’t put a wheel wrong.
“Last lap. Keep it clean. You’ve broken DRS.”
“Copy.” Calm. Professional. Perfectly Oscar.
When he crossed the line in P5, just behind Lewis, Amelia didn’t outwardly react. But her hand curled into a fist beneath the desk, opening and closing five times in even succession.
It wasn’t a podium. But it was a statement.
In the garage, the heat clung to them like a second skin. Amelia handed Oscar a water bottle before he even had to ask.
“You made them work for it,” she said.
Oscar looked at her, face half-smeared with visor marks, and raised a brow. “I was pushing hard.”
“I know,” she said, voice level. “Even after the weak strategy call. You salvaged your position, and it was impressive.”
He tilted his head. “Even that moment in Turn 2 where I had to back off?”
“Especially then,” she said. “That’s when I knew you were supposed to be my driver. You fight hard, but you race clean.”
Oscar snorted, leaning against the garage wall. “You’re very dramatic. And demanding on the radio.”
“You stayed ahead of a Ferrari on thirty-lap-old tyres. So…” She raised an eyebrow at him.
He smirked, then looked at her sideways. “Think we could’ve held that podium if we boxed one lap later?”
Amelia refused to lie. “Maybe. But we don’t deal in maybes. We deal in execution. And yours was great.”
He bumped her arm. “Thanks. I got a bit stressed there, after the first stop. You helped me keep my head.”
She smiled, faint but proud. “I’ll always do that.”
It wasn’t victory.
But it was control. It was consistency. It was yet another way of telling the world that Oscar Piastri, under her watch, was going to become something extraordinary.
Amelia found her husband sitting on one of the stackable pit wall chairs, half out of his fireproofs, head tipped back, hair damp with sweat. His eyes were closed, not asleep, but close to it. That bone-deep exhaustion that only comes after a truly hard-fought podium.
She nudged his knee with hers.
He cracked an eye open. Smiled when he saw that it was her. “Hey, Mrs. P5.”
She smiled right back at him. “Hi, Mr. P2.”
He let out a slow breath, opened his arms. She fell into them, onto his lap, and let him hold her. Tight. “Felt good today.” He started. “Felt like we were… properly in it. Like we’re not just pretending anymore.”
“You weren’t pretending in Silverstone, either,” she reminded him, sliding into the seat beside him. “But you really earned it today with that middle stint.”
He gazed down at her. “You always manage to do this.”
“What?” She asked, blinking at him.
“Say the exact right thing. Make me feel even better about a result I’m already proper buzzing about.” He explained, with a tilted smile. “Makes me feel like a bit of a muppet, honestly.”
She didn’t respond, just leaned over slightly, drawing something out from the inside of the pocket of her McLaren windbreaker. A thin silver chain, a small pendant strung on it. Lando in cursive letters, cut from a sheet of polished silver.
She held it up between them.
“A fan gave this to me outside the paddock,” she said, tone matter-of-fact. “Asked me to give it to you. I told her I was going to keep it.”
Lando blinked. “Wait—what?”
“Because,” she went on, “it has your name on it. And that’s comforting. Like when I labelled everything in the kitchen drawers so you stopped putting the spoons in the wrong place.”
He started laughing. “You think I’m a drawer?”
“I think you’re mine,” she said plainly. “And this necklace is a tactile reminder. So I’m keeping it. And I’m going to wear it all the time. Until it goes rusty, and then I’m going to have another one made. More permanent. And I’ll wear that one all the time too.”
Lando looked at her for a long moment, the corners of his mouth twitching with affection. “You’re so romantic.”
“Maybe.” She sighed, like it was the worst thing she’d ever been told.
That earned a full grin from him. Tired, slightly loopy from the adrenaline crash, but full and wide. He reached over and ran his fingers along the chain. “I love you, baby.” He said quietly.
She looked at him, blinked once. “I know.” A beat passed. She gave him the smallest smile, then added, “And I love you too.”
Lando pressed his forehead against hers. “God, I missed you during the cool-down room. Lewis and Max were being so serious. I just wanted to say something dumb and have you roll your eyes at me. Make everything feel fun again.”
“You did great,” she told him earnestly. “You kept Max behind you for more laps than most people have managed all year.”
He pulled her in then, quick and fierce, arms around her back, his mouth warm against hers. “You’re the only podium celebration I actually look forward to.” A pause. A long, lingering kiss. And then, “did you bring the chequered flag underwear?”
She glanced around before tugging at her top. 
He peeked down and smirked.
“Fucking class.” 
NEXT CHAPTER
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