#SQL Edge

[spark-hearts2]

It's been a month since chapter 3 was released, where's chapter 4?

(this is about this fanfic btw)

The good news is that I've written 10k words. The bad news is that I've only gotten a little more than half of the chapter done. That doesn't mean I don't have things written for the bottom half, it's just that it looks like bare dialog with general vibe notes. I estimate around 16k words total though, so it should come together sooner than later.

SO I want to release some fun snippets for y'all to look at. Please note that any of this is liable to change. Also, you can harass me in my inbox for updates. I love answering your questions and laughing at your misery.

Spoilers under cut.

_______

Ragatha stood up and walked over to where Caine was seated. “Can I get a list of all commands?” She asked, only a hint of nervousness in her voice.

“Certainly!” Caine says as he blasts into the air. He digs around in his tailcoat and pulls out an office style manilla folder. It visually contains a few papers, but with how thin it is there must only be a few pages inside.

Ragatha takes the folder from Caine and opens it.

“Oh boy” she says after a second of looking it over.

“I wanna see” Jax exclaimed as he hops over the row of seats.

“Hold on” Ragatha holds the folder defensively “Let’s move to the stage so everyone can take a look”

Jax hopped over the seats again while Ragatha calmly walked around. Caine watched the two curiously.

Well, Zooble wasn’t just going to sit there. They joined the other two by the edge of the stage, quickly followed by the rest of the group.

Ragatha placed the folder on the stage with a thwap. Zooble looked over to see that the pages had gone from razor thin to a massive stack when the folder was opened. On one hand, it had to contain more information than that video, but on the other…

They get close enough to read what’s on the first page.

The execution of commands via the system’s designated input terminal, C.A.I.N.E., will be referred to as the "console” in this document. The console is designed to accept any input and will generate an appropriate response, however only certain prompts will be accepted as valid instructions. The goal of this document is to list all acceptable instructions in a format that will result in the expected output. Please note that automatic moderation has been put in place in order to prevent exploitation of both the system and fellow players. If you believe that your command has been unfairly rejected, please contact support. 

By engaging in the activities described in this document, you, the undersigned, acknowledge, agree, and consent to the applicability of this agreement, notwithstanding any contradictory stipulations, assumptions, or implications which may arise from any interaction with the console. You, the constituent, agree not to participate in any form of cyber attack; including but not limited to, direct prompt injection, indirect prompt injection, SQL injection, Jailbreaking…

Ok, that was too many words.

_______

“Take this document for example. You don't need to know where it is being stored or what file type it is in order to read it."

"It may look like a bunch of free floating papers, but technically speaking, this is just a text file applied to a 3D shape." Kinger looked towards Caine. "Correct?” he asked

Caine nodded. “And a fabric simulation!”

Kinger picked up a paper and bent it. “Oh, now that is nice”

_________

"WE CAN AFFORD MORE THAN 6 TRIANGLES KINGER"

_________

"I'm too neurotypical for this" - Jax

_________

"What about the internet?" Pomni asked "Do you think that it's possible to reach it?"

Kinger: "I'm sorry, but that's seems to be impossible. I can't be 100% sure without physically looking at the guts of this place, but it doesn't look like this server has the hardware needed for wireless connections. Wired connections should be possible, but someone on the outside would need to do that... And that's just the hardware, let alone the software necessary for that kind of communication"

Pomni: "I'm sorry, but doesn't server mean internet? Like, an internet server?"

Kinger: "Yes, websites are ran off servers, but servers don't equal internet."

(This portion goes out to everyone who thought that the internet could be an actual solution. Sorry folks, but computers don't equal internet. It takes more effort to make a device that can connect to things than to make one that can't)

[rahultripathi123]

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[hariharanadn]

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We specialize in .NET, SQL database, web development, and SAAP (Software as a Service and Application Platform) business solutions, Tally ERP9 providing cutting-edge technology that helps companies thrive in an increasingly competitive market.

[teqful]

How-To IT

Topic: Core areas of IT

1. Hardware

• Computers (Desktops, Laptops, Workstations)

• Servers and Data Centers

• Networking Devices (Routers, Switches, Modems)

• Storage Devices (HDDs, SSDs, NAS)

• Peripheral Devices (Printers, Scanners, Monitors)

2. Software

• Operating Systems (Windows, Linux, macOS)

• Application Software (Office Suites, ERP, CRM)

• Development Software (IDEs, Code Libraries, APIs)

• Middleware (Integration Tools)

• Security Software (Antivirus, Firewalls, SIEM)

3. Networking and Telecommunications

• LAN/WAN Infrastructure

• Wireless Networking (Wi-Fi, 5G)

• VPNs (Virtual Private Networks)

• Communication Systems (VoIP, Email Servers)

• Internet Services

4. Data Management

• Databases (SQL, NoSQL)

• Data Warehousing

• Big Data Technologies (Hadoop, Spark)

• Backup and Recovery Systems

• Data Integration Tools

5. Cybersecurity

• Network Security

• Endpoint Protection

• Identity and Access Management (IAM)

• Threat Detection and Incident Response

• Encryption and Data Privacy

6. Software Development

• Front-End Development (UI/UX Design)

• Back-End Development

• DevOps and CI/CD Pipelines

• Mobile App Development

• Cloud-Native Development

7. Cloud Computing

• Infrastructure as a Service (IaaS)

• Platform as a Service (PaaS)

• Software as a Service (SaaS)

• Serverless Computing

• Cloud Storage and Management

8. IT Support and Services

• Help Desk Support

• IT Service Management (ITSM)

• System Administration

• Hardware and Software Troubleshooting

• End-User Training

9. Artificial Intelligence and Machine Learning

• AI Algorithms and Frameworks

• Natural Language Processing (NLP)

• Computer Vision

• Robotics

• Predictive Analytics

10. Business Intelligence and Analytics

• Reporting Tools (Tableau, Power BI)

• Data Visualization

• Business Analytics Platforms

• Predictive Modeling

11. Internet of Things (IoT)

• IoT Devices and Sensors

• IoT Platforms

• Edge Computing

• Smart Systems (Homes, Cities, Vehicles)

12. Enterprise Systems

• Enterprise Resource Planning (ERP)

• Customer Relationship Management (CRM)

• Human Resource Management Systems (HRMS)

• Supply Chain Management Systems

13. IT Governance and Compliance

• ITIL (Information Technology Infrastructure Library)

• COBIT (Control Objectives for Information Technologies)

• ISO/IEC Standards

• Regulatory Compliance (GDPR, HIPAA, SOX)

14. Emerging Technologies

• Blockchain

• Quantum Computing

• Augmented Reality (AR) and Virtual Reality (VR)

• 3D Printing

• Digital Twins

15. IT Project Management

• Agile, Scrum, and Kanban

• Waterfall Methodology

• Resource Allocation

• Risk Management

16. IT Infrastructure

• Data Centers

• Virtualization (VMware, Hyper-V)

• Disaster Recovery Planning

• Load Balancing

17. IT Education and Certifications

• Vendor Certifications (Microsoft, Cisco, AWS)

• Training and Development Programs

• Online Learning Platforms

18. IT Operations and Monitoring

• Performance Monitoring (APM, Network Monitoring)

• IT Asset Management

• Event and Incident Management

19. Software Testing

• Manual Testing: Human testers evaluate software by executing test cases without using automation tools.

• Automated Testing: Use of testing tools (e.g., Selenium, JUnit) to run automated scripts and check software behavior.

• Functional Testing: Validating that the software performs its intended functions.

• Non-Functional Testing: Assessing non-functional aspects such as performance, usability, and security.

• Unit Testing: Testing individual components or units of code for correctness.

• Integration Testing: Ensuring that different modules or systems work together as expected.

• System Testing: Verifying the complete software system’s behavior against requirements.

• Acceptance Testing: Conducting tests to confirm that the software meets business requirements (including UAT - User Acceptance Testing).

• Regression Testing: Ensuring that new changes or features do not negatively affect existing functionalities.

• Performance Testing: Testing software performance under various conditions (load, stress, scalability).

• Security Testing: Identifying vulnerabilities and assessing the software’s ability to protect data.

• Compatibility Testing: Ensuring the software works on different operating systems, browsers, or devices.

• Continuous Testing: Integrating testing into the development lifecycle to provide quick feedback and minimize bugs.

• Test Automation Frameworks: Tools and structures used to automate testing processes (e.g., TestNG, Appium).

19. VoIP (Voice over IP)

VoIP Protocols & Standards

• SIP (Session Initiation Protocol)

• H.323

• RTP (Real-Time Transport Protocol)

• MGCP (Media Gateway Control Protocol)

VoIP Hardware

• IP Phones (Desk Phones, Mobile Clients)

• VoIP Gateways

• Analog Telephone Adapters (ATAs)

• VoIP Servers

• Network Switches/ Routers for VoIP

VoIP Software

• Softphones (e.g., Zoiper, X-Lite)

• PBX (Private Branch Exchange) Systems

• VoIP Management Software

• Call Center Solutions (e.g., Asterisk, 3CX)

VoIP Network Infrastructure

• Quality of Service (QoS) Configuration

• VPNs (Virtual Private Networks) for VoIP

• VoIP Traffic Shaping & Bandwidth Management

• Firewall and Security Configurations for VoIP

• Network Monitoring & Optimization Tools

VoIP Security

• Encryption (SRTP, TLS)

• Authentication and Authorization

• Firewall & Intrusion Detection Systems

• VoIP Fraud DetectionVoIP Providers

• Hosted VoIP Services (e.g., RingCentral, Vonage)

• SIP Trunking Providers

• PBX Hosting & Managed Services

VoIP Quality and Testing

• Call Quality Monitoring

• Latency, Jitter, and Packet Loss Testing

• VoIP Performance Metrics and Reporting Tools

• User Acceptance Testing (UAT) for VoIP Systems

Integration with Other Systems

• CRM Integration (e.g., Salesforce with VoIP)

• Unified Communications (UC) Solutions

• Contact Center Integration

• Email, Chat, and Video Communication Integration

[adhdnursegoat]

Episode 2

Word Count: 9.2k

Content Warning: none right now

Pairing: Edward Nashton X OC Romy Winslow

Setting: Pre-Arkham Origins; 2013

─── [ sequence: loading ] ───

Tuesday, December 18th, 2012

Something isn’t right.

Edward narrowed his eyes at the screen, the onyx and emerald glow casting hard shadows across his face, deepening the lines of ever-present ire. The dataset sprawled before him, tangled, disorganized, and inefficient—a perfect mirror of the Gotham City Police Department itself. 

For years, the GCPD’s reputation for sloppy documentation had been almost impressive in its own way, as if this endless mess were some grand tradition they upheld out of sheer spite for change. Crime logs scrawled hastily, half-formed incident reports lost in the shuffle of physical files, a scattering of disjointed data without a semblance of order or care. And now, all of it had fallen to him.

The so-called “cybercrime division” was practically a joke before he arrived, a name slapped on an old, cluttered storage room. Its single, flickering fluorescent light buzzed overhead like a dying insect; its lone, wheezing computer, so ancient it sounded like it was about to take off the first time he powered it on. It had taken him months to convince the precinct to let him install even basic equipment, months of tolerating the grinding fan and a monitor that crackled whenever he turned it on. He had even bought and collected his own equipment to help do their job for them.

But now, he had slowly, painstakingly transformed the place, pulling it from the brink of irrelevance.

He was the GCPD’s cybercrime division. And, if he were honest, he’d rather it be this way.

The first task had been nothing short of brutal, a punishment only someone as patient—or as obsessively thorough—as him could withstand. He had spent weeks, months even, combing through stacks of paper files that had yellowed with age, pulling arrest records, crime logs, and incident reports from years past, each entry a piece of Gotham’s history filed with indifference and half-hearted effort.

But that was just the beginning.

Once the data had been extracted and uploaded into a digital system, Edward moved to the next step: cleaning it. He combed through each entry, scrubbing it clean of mistakes, standardizing formats, deleting duplicates, and filling in the blanks left by years of neglect. It was an endless process, every correction a small battle against the chaos that had festered there long before his arrival. The work had been like sculpting—he chipped away at it, day by day, until the rough edges began to take shape.

With the groundwork set, he had turned his attention to the architecture itself. The system he was building would become Gotham’s digital skeleton, a structure capable of supporting and, eventually, predicting the city’s crimes. He designed SQL databases from the ground up, creating logical tables for every critical piece of data: incident types, time of day, locations, affiliations, every detail that could build a comprehensive picture of Gotham’s criminal underworld. Each table was linked, connected, and cross-referenced in ways that only he fully understood.

He wrote queries that could pull up crime histories, correlate locations, and flag patterns—all in the blink of an eye. Every inch of it had been optimized, refined, and customized, honed to be faster, sharper, and more intuitive than anything the department had ever seen. It was a framework only he knew how to navigate, the kind of code that would baffle even the most tech-savvy officer.

But this was Gotham.

Data alone wasn’t enough; the system needed security—a wall strong enough to withstand the city’s relentless forces. He had spent countless nights implementing layer upon layer of protection, configuring firewalls, building encryption protocols so complex that even he would struggle to undo them. Each file, each report, each encrypted string had become a piece of his fortress. He was transforming this forgotten room into a stronghold, its walls fortified against any threat that dared to infiltrate. Only he held the keys, and only he knew which locks he’d installed.

Then the real work had begun.

Once he had established a patent data flow in the system, he had started layering in more complex tools—predictive algorithms and crime prediction models that mapped Gotham’s streets like veins, arteries pulsing with the city’s crime. He had used regression analysis to find trends, drawing connections between crimes that no one else had even considered. He mapped crime incidents to temporal and spatial data, forming a pattern that gave him a lens into Gotham’s soul. 

But the GCPD couldn’t understand raw numbers—not the way he did. They needed visuals, pretty pictures, something digestible for their mushy minds. So he had built dashboards and reports, simple yet elegant, that displayed his work in colorful heat maps, time-series analyses, and relational charts. Even Gotham’s least tech-savvy officers could click through the data now, though they hardly knew what they were looking at. But Edward did. He could track hotspots, watch the swell of crime ebbing and flowing unlike anyone else.

Each day, as the system grew, he had refined it further. He ran diagnostics, tweaked scripts, and checked logs to ensure there were no breaches, no unexpected bugs. Every piece of data was backed up, replicated on secure servers, ready to be restored at a moment’s notice if Gotham’s chaos took a swipe at his work. And if it did, he would be prepared. Because this was more than a job; this was his creation, his legacy.

With every keystroke, every security protocol, every predictive model, he built a machine that made Gotham’s chaos readable, its patterns decipherable, and its secrets… well, not so secret.

Until a few days ago, his work had seemed routine—a necessary but unglamorous role. But then something unusual had caught his attention: a pattern in the officer response logs.

Every month, he reviewed the logs. It was a habit, part of his meticulous nature. Until recently, there had been nothing unexpected. But now, a repeated anomaly had begun to emerge. Certain neighborhoods showed response times that were curiously high, particularly in cases involving specific types of violent crimes—kidnappings, assaults, even homicides. In other areas, responses to similar crimes were fast, efficient, predictable. Yet, in these particular zones, it was as if time slowed.

He had noticed response times of fifteen, even twenty minutes, where they would typically average around five.

It was subtle, barely noticeable at first. Most people would have brushed it off as a glitch or user error. But Edward Nashton was not most people—and “user error” was not in his personal vocabulary.

“What if…” he muttered, pulling up a fresh SQL query and setting filters for crimes tagged as high-priority in those specific neighborhoods. His fingers flew across the keyboard as he added parameters, refining the search.

SELECT Neighborhood, AVG(Response_Time) AS Avg_Response 

FROM Incident_Reports 

WHERE Crime_Type = 'High-Priority' 

GROUP BY Neighborhood;

The query ran, and Edward leaned forward, his glasses catching the glow of the screen as rows of data populated in rapid succession. A comparison of average response times across all The data stared back at him, validating his suspicions. The averages for these neighborhoods were well outside the norm. Frowning, he created a quick bar chart to visualize the data, and there it was—a spike in response times, glaringly obvious, almost like a neon sign begging for someone to notice.

What’s more, the pattern seemed to correlate with the involvement of certain officers. He drilled down further, narrowing the logs to responses where these outlier times were recorded, and sure enough, the same handful of officers’ IDs kept appearing. At least three officers, in particular, showed up again and again, logged as the responding parties in incidents with suspiciously delayed responses:

Edison, James

Hartley, Jack

Murphy, Curtis

Edward leaned back, his lips twitching to the side in a faint sneer. Gotham’s filth didn’t just rest on its streets—it was deeply embedded within the very department meant to protect it. This pattern wasn’t accidental. The slow responses weren’t random errors; they were deliberate, selectively applied.

For the first time in months, Edward felt the rush of excitement he’d been craving since joining the GCPD. This wasn’t just data compilation or trend analysis anymore. He had uncovered something substantial, something buried, waiting to be unearthed. It wasn’t just about numbers; this was a deeper, darker game involving the very people entrusted with Gotham’s safety.

This wasn’t merely an inconsistency. It was corruption, plain and simple, hiding in the numbers. And if there was one thing Edward Nashton excelled at, it was peeling back layers to expose the truth lurking beneath.

The screen flickered faintly, his cursor hovering over rows of data as his mind picked apart the patterns, noticing every inconsistency, every shred of deception. This wasn’t an error or some accidental miscalculation. No, what he saw here was intentional—something deliberate and dark slipping under the radar, a clear thread of corruption woven into the fabric of Gotham’s police force.

If anyone could expose it, could tug at the threads until it unraveled into undeniable truth, it was him. The thought sent a thrill down his spine, a familiar surge of satisfaction that came with knowing he was on the verge of something significant.

Bing!

The sharp notification broke his concentration, dragging his attention to the corner of his monitor where an email preview appeared. Edward’s expression shifted, his lips pressing tight as he read the sender’s name: Commissioner Gillian B. Loeb. A scowl formed before he could stop it, his eyes narrowing behind his glasses. 

“come 2 my office”

The words glared at him. No punctuation, no capitalization—shorthand, as if Loeb couldn’t be bothered with even a semblance of respect. The sheer laziness grated on Edward, adding another layer to his already simmering disdain. Commissioner Loeb might as well have stomped down to his desk and demanded his presence with the same lack of decorum, and Edward doubted he would have been as irked. His lip curled, the faintest twitch of irritation betraying his thoughts.

Edward didn’t have friends here—never had. He didn’t linger by the watercooler, didn’t care for small talk, and had no interest in the routine camaraderie his coworkers indulged in. Loeb, however, wasn’t just a minor irritant like the rest. No, Loeb sat proudly at the top of a list of people Edward preferred to avoid—a list with its own special level of contempt reserved just for him. Loeb’s greed, his smug superiority, the way he flaunted his power as though it were untouchable—it all disgusted Edward. But he wasn’t foolish enough to ignore him.

He drew in a slow breath, pushing back the annoyance as he removed his glasses, his thumb and forefinger pressing firmly against the bridge of his nose. The tightness settling behind his eyes was familiar, a strain born from hours spent at the monitor. He rubbed at it, hoping to ease the creeping fatigue. Forcing himself to release a sigh, he closed his eyes briefly, letting the weight of the task at hand wash over him, clearing his thoughts.

Edward’s eyes flicked back to the fresh data on his screen, teeming with unspoken implications. He could go now, take this to Loeb, drop the details in his lap, and watch the Commissioner squirm. But… no. Not yet. If there was anything he’d learned, it was that timing was everything, and he wanted this case to be “pretty” and clean—undeniable.

With a quiet sigh, he finally pushed back from the desk, his legs and back groaning in protest. The human body wasn’t built for this kind of work, not the endless hours hunched over monitors and squinting at screens. He stretched, lifting his arms until he felt the crack in his shoulders, then rolled his neck, savoring the sharp pop that released some of the tension.

After a final look around his cramped, shadow-filled corner of the storage room, he made his way to the door. The space was dark and dank, with stacks of old case files and barely-functioning equipment shoved into every corner. He’d been asking for more space since the day he arrived, but as long as he remained the sole member of the “cybercrime division,” there was no point—not according to the people holding the budget. He could already imagine their dismissive words, the laughter as they shrugged him off. Why upgrade the closet for one man?

When he opened the door, a different kind of darkness hit him. GCPD’s main floor was lit by the harsh hue of fluorescent lights, casting an unnatural pallor over everything. The grime felt omnipresent, tinging every surface with a layer of wear that no amount of scrubbing could erase. The entire precinct pulsed like a spastic nerve, alive with chaotic energy.

He stepped out, crossing to the bustling bullpen. The layout was predictable—three levels stacked atop one another like a fortress of bureaucracy. A sublevel housed the detained. The main level, where he stood now, held the bullpen at its center, filled with two rows of desks paired off in clusters. Corridors stretched out on the east and west sides of the building, leading to file and evidence rooms, interrogation suites, and break areas.

Officers strolled by with coffee in hand, their conversations blending into the background noise. Detectives leaned against desks, swapping stories and laughing loud enough to be heard across the room. Secretaries rushed from one end of the bullpen to the other, arms stacked with paperwork or balancing phones against their shoulders. Above, the second and third levels housed offices for secretaries and various divisions, their windows glowing faintly in the overhead light.

And above it all, perched on the second-level landing like a throne, was the Commissioner’s office. It loomed over the precinct, a constant reminder of who held power there.

Edward shoved his hands into his pockets, his stride unfaltering, gaze fixed straight ahead. As he wove through the bustling bullpen, the familiar hum of GCPD’s endless chatter faded into a low buzz, a background noise he had long since learned to ignore. He didn’t belong here—not with these people, not with their idle gossip and endless banter. He was here to work, nothing more. And most of the time, they respected that, leaving him alone, unnoticed in the corners of the precinct.

“Dracula has risen!”

Most of the time.

Edward gritted his teeth, his jaw tightening as he caught the grating laughter ringing from behind him. He didn’t break stride, didn’t turn—just kept moving, his hands shoved deep into his pockets, shoulders hunched slightly as if to shield himself from the attention. Just keep moving. He had mastered the art of appearing unbothered, of letting these low-effort taunts roll off him. But Hartley’s voice, dripping with smug familiarity, broke through, just loud enough to draw the attention of a few nearby officers who exchanged knowing looks.

“Naaaashton!” the voice called, drawing out the syllables with exaggerated cheer, as if addressing an old friend. Edward could practically feel the man’s self-satisfied smirk boring into the back of his head. “I’m always surprised to see you out in the sun. More surprised when you don’t burn.”

It was the kind of comment he had grown used to, the small digs Hartley loved to throw his way whenever he passed by. Hartley, with his false bravado and ignorance parading as wit, never missed a chance to turn Edward into the precinct’s punchline.

Officer Jack Hartley—the poster boy of stereotypical “All-American” masculinity, with cobalt eyes and sandy hair, tall and built like he was carved out of an idealized gym catalog, complete with a bulky torso that fanned out into broad shoulders and arms that tapered down in a ‘V’ like an oversized Dorito. A man who would be lost without his badge to wave around and his flexed biceps, displaying that questionable tribal tattoo spiraling down one arm.

Edward kept moving, eyes trained straight ahead, but he allowed himself a sidelong glance, just enough to see Hartley’s smirk and the dumb faces around him. He could feel the heat of their attention, their eyes eagerly watching for his reaction. This time, he didn’t stay silent.

“Hartley,” he replied, his voice sharp and controlled. “I’m always surprised to see you haven’t been fired for your incompetence.”

There was a beat of silence. Edward didn’t stop to savor it, but he caught the reaction—the flicker of embarrassment in Hartley’s expression, the slight widening of his eyes before the scowl settled in. A few snickers rippled through the nearby officers, a sound that only deepened Hartley’s frown. His cheeks flushed slightly, the kind of reaction that Hartley, a man who considered himself untouchable, never expected to feel.

“Oh, you’re a real comedian, aren’t you, Nashton?” Hartley muttered, his voice barely audible now, laced with a gruff edge, the forced comeback of someone unprepared for a response.

Edward didn’t dignify it with another verbal reply. But, to answer the question— no. He wasn’t a comedian. He hated jokes. He only spoke truth. The words, the tiny prick of retaliation, had already done their work, striking just the right note to unsettle Hartley without so much as breaking his stride. He allowed himself to savor it for only a second, a brief and private victory that curled ever so slightly at the corner of his mouth. He knew it was minor, a passing exchange that no one would remember by the end of the day—but that small reminder, that assertion of his own superiority, was more than enough. For Edward, it wasn’t about showing off; it was about reminding himself, and everyone around him, that he was sharper, quicker, and not someone who could be so easily dismissed.

As he steadied his pace toward Loeb’s office, his thoughts drifted to the people around him, each one of them blending into the other like dumb lumps of flesh. Idiots—all of them. The entire precinct was an echo chamber of mediocrity, swollen with officers who took pride in their badges but lacked even a shred of real intellect. They sat at their desks, shuffling papers, swapping jokes, indulging in the hollow camaraderie of shared ignorance. They had no ambition, no hunger for knowledge, no desire to see past the routines they repeated day after day. They were just bodies filling space, a backdrop against which his mind and his skills blazed brighter by contrast.

Each step up the stairs only solidified his distaste. Every click of his shoes against the metal felt like a declaration, a rhythm that reminded him he was alone in a sea of self-satisfied drones. None of them measured up. None of them could measure up. Hartley’s lazy jeers, the way he flexed as if it made him someone important, the way he reveled in the pointless antics of the bullpen—these were the people tasked with keeping Gotham safe. It would have been laughable if it weren’t so tragic.

His eyes stayed fixed ahead, not sparing a single glance back at the bullpen. He had no reason to look, no interest in indulging the officers’ empty stares or their shared smirks. They were beneath him, irrelevant to his purpose, and the thought only strengthened his resolve as he approached Loeb’s office.

When he reached the landing, Edward straightened, pulling himself up to his full height, his fingers brushing over the door handle. He spared no glances to the bullpen below as he entered the Commissioner’s office and shut the door behind him with a soft click. 

The room was a display of power—ornate but garish, every detail chosen for intimidation rather than taste. Heavy mahogany furniture dominated the space, the Commissioner’s oversized desk an imposing centerpiece cluttered with papers and a gleaming nameplate. The walls were lined with plaques and framed commendations, their polished surfaces reflecting the faint light from a brass floor lamp in the corner. A thick, dark green carpet muffled Edward’s steps as he moved further inside, the smell of old leather and cigar smoke lingering in the air like a stain. Behind Loeb, floor-to-ceiling windows framed the grimy skyline of Gotham, their blinds half-drawn, letting in just enough gray light to make the space feel oppressive rather than bright. The office was a monument to its occupant’s ego—a fortress designed to remind anyone who entered exactly who held the power here.

The old man, standing at the windows, barely glanced over his shoulder to see Edward enter. “Sit.”

Edward frowned but did as he was told. Then he waited. And waited. And waited some more. Loeb’s stance, hands clasped firmly behind his back, suggested authority—or, more precisely, a performance of it. Edward couldn’t tell if the Commissioner was actually observing anything down on the street or merely pretending to do so, basking in his own bloated sense of importance. The stance, the imperious tone, the refusal to even acknowledge him face-to-face—every detail screamed a carefully curated aura of authority. Loeb stood as if by habit, a fossil of bureaucratic pomposity, clinging to a legacy of hollow power.

The man himself was almost a caricature, the embodiment of the department’s rot. His body strained against his uniform, seams puckered and pulled tight around his frame. The cap on his head dug visibly into his pallid skin, leaving an indentation along his brow, a mark of fluid retention only emphasized by the puffiness of his jowls. Loeb was thick-necked, with sagging skin that folded around his face in a way that resembled a bulldog’s. The clubbed fingers clasped at his back gave away years of heart strain, his slow circulation, and unchecked lifestyle, further evident in the labored rise and fall of his shoulders. He was an uncomfortable-looking man, like a worn-out relic forced into a role it no longer fit.

Edward glanced at his watch.

At last, the coot deigned to speak.

“Nashton,” the Commissioner quipped, “you’ll be getting a student.” His tone brooked no argument.

Gillian Loeb finally turned from the window, taking heavy, unhurried steps toward the desk, his movements sluggish, a body too tired to fully lift its feet from the floor. The scuffing of his shoes against the linoleum was maddeningly loud in the otherwise silent office, each step punctuated by his labored breath—a rasping sound that filled the room, making his presence that much harder to ignore. He reached his desk, his eyes narrowing just enough to convey irritation, perhaps at the exertion of moving across the room. With a relieved huff, he lowered himself into the worn red leather chair behind his desk, and it groaned under his weight, the sound of old leather and strained springs filling the air.

Edward resented being voluntold for anything, especially by a man who likely couldn’t navigate a basic search engine. But what choice did he have? Loeb’s words, dripping with condescension, only served to deepen Edward’s frown. He shifted in the stiff wooden chair opposite the Commissioner’s desk. He crossed his arms, fingers digging into his elbows as he suppressed the urge to roll his eyes. The impatience was barely masked—an edge to his expression that spoke volumes to anyone perceptive enough to notice. Loeb, of course, was not.

Then, the Commissioner began his speech, one that had likely been rehearsed, perhaps at his morning mirror. His voice rolled through the room, slow and full, each word dragging as he introduced the “exciting new work-study program.” Edward’s eyes flickered, resisting the urge to visibly wince as Loeb stressed the importance of “investing in someone’s future with the GCPD.” It was predictable, even painfully so, and Edward could practically see through Loeb’s words to the core of it: this so-called initiative was just a thinly veiled scheme, some tax break or budget cut disguised as a benefit to the community.

He was not naïve. He didn’t need the specifics to understand how the department operated. The GCPD’s funding, already stretched thin, had likely prompted this decision. The idea of a “program” that would cost them next to nothing while earning them goodwill with Gotham’s public was probably irresistible to the old bureaucrat. With students desperate for experience, the department could add another set of hands—hands they wouldn’t even have to pay. To Loeb, it was a flawless plan.

Edward’s leg bounced lightly as Loeb continued, the man oblivious to his impatience. Loeb droned on about the value of “real-world experience,” his words as empty as the promises they contained. Edward had read enough department memos and budget drafts to know the truth. This wasn’t about nurturing young talent or providing mentorship. It was about creating a self-serving “opportunity” that the GCPD could tout in press releases.

Loeb, meanwhile, was fully immersed in his monologue, clasping his hands as he expounded upon the program’s “benefits.” There was a look of smug satisfaction on his face, as if he were certain Edward should be grateful for the “honor” of mentoring this student. Edward could feel his jaw clenching, the tension in his arms building as he listened to the Commissioner pontificate about the duty of guiding someone who “could be the future of Gotham’s finest.”

Finally, Loeb paused, and Edward seized the chance to speak., his voice level, measured. “And this ‘student’ is supposed to assist me?”

“Yes, precisely.”

“I highly doubt they would be of any assistance, Commissioner.” Edward had a difficult time barring the condescension in his voice.

“You should be thankful.” Loeb narrowed his beady brown eyes at him. “Think of it as… additional help. Someone who can shoulder some of the workload.”

The Commissioner said it as if he were doing him a favor. Pfft. Edward knew better. He wasn’t being given a protégé; he was being saddled with an amateur who would inevitably fumble through tasks, leaving him to clean up the mess. More work—that’s what this was. The idea of a student trying to “help” in his field felt like a bad joke. He had spent a year refining his division—every system, every dataset was his creation. The thought of letting some kid handle even a fraction of it filled him with a quiet dread, like watching someone try to operate a complex machine without understanding a single gear.

Loeb shifted in his chair, taking Edward’s silence as agreement. “The youth these days, Nashton. They’re the future, and we have a duty to mold them. The department sees this as an investment. Someone to eventually join your endeavors full time.”

Edward’s jaw tightened. Investment? He couldn’t help but smirk slightly at the absurdity. Loeb had no real idea what Edward did, no real grasp of the complexity his work required. In Loeb’s mind, a student could simply step in and soak up skills like a sponge. But Edward knew better. To him, this wasn’t an investment; it was a hindrance, a risk of inefficiency, and the last thing he needed.

But with Loeb’s expectant gaze bearing down on him, he understood the futility of voicing his concerns. The decision had been made, probably long before he was even called into this office. He wasn’t being given a choice—he was being told to fall in line.

“We’ve got some candidates lined up. You narrow it down, and we’ll finalize it.”

Loeb pushed a stack of russet-colored folders toward him, and Edward suppressed a sigh as he unfurled his arms, grabbed the stack, and flipped open the first file. The pages were full of redacted lines—names, ages, and even genders all neatly blacked out. He rolled his eyes. There were pages of transcripts, an accompanying essay (which he was not going to read), academic achievements, extracurriculars, and sanitized letters of recommendation, none of which told him anything interesting.

Edward felt the familiar dull boredom creep in.

He eyed the first profile, scanning each line with a growing sense of irritation. Harvard, it read in bold letters, as if the word alone signified worth. Straight As, a laundry list of commendations from professors who probably barely knew this student beyond the name printed on their assignments. It was the kind of profile built from legacy admissions, expensive prep schools, and connections more valuable than skill. Every accolade, every honor felt manufactured, the result of privilege rather than grit or true intelligence. This was the sort of person whose future had been paid for, gift-wrapped, and delivered to them on a silver platter. A pawn that had been moved through life’s chessboard with no actual understanding of the game.

Edward flipped to the next file, another profile reeking of the same glossy, untarnished perfection: a prestigious background, impeccable grades, extracurriculars that spoke more to showmanship than substance. His lip curled, an almost imperceptible twist of disdain. What use was someone like this to him? He didn’t need another pre-packaged prodigy, the type who had been endlessly praised but never challenged, the kind who breezed through academia without ever truly understanding what it meant to think, to analyze, to push limits. He needed someone who had actually had to work for something, who had seen struggle, who understood what it meant to build something from scratch—someone with the kind of determination that couldn’t be bought.

These files in front of him represented everything he despised about the world: the hollow merit of titles, the pretense of excellence. It was the kind of privilege that relied on appearances rather than substance, and it left a sour taste in his mouth. He flipped through each one with growing impatience, each page a carbon copy of the last, all polished to an empty sheen that hid any real substance.

His gaze sharpened as he closed another file. What he wanted, if he was to have an assistant, was someone with actual mettle. Someone with grit, someone who hadn’t had everything handed to them. The kind of candidate who could be taught something beyond the regurgitated lessons of privilege. Edward’s jaw tightened as he tossed the files back onto the desk before grabbing another file near the bottom of the stack.

When he opened this one, he cocked a brow. Something caught his eye.

There was an entry—a two-month juvenile record attached to a high school transcript from their junior year. Edward’s interest piqued immediately. He leaned back in the chair, letting the file rest in his fingers as he read the details. The record noted a hacking incident: unauthorized access to school servers to alter grades. He almost chuckled, finding this much more intriguing than the immaculate résumés of Ivy League candidates.

The report stated they had felt their grades were given unfairly and decided to take matters into their own hands. It was an act of rebellion, yes, but also one of precision and calculation. They hadn’t sabotaged the system—they had simply revised their grades without damaging any other records or erasing traces of the hack. There was a comment from a principal decrying the act as undermining the school’s “integrity” and a record of a lengthy expulsion hearing. Yet, despite this incident, there were a handful of letters from teachers who seemed reluctant to give up on them.

He read further, finding notes on their turnaround at their senior year and at Gotham City Community College. After high school, it seemed no other institution had wanted to take a chance on them, except for this one. But instead of coasting through, they had thrived—joining the debate team, earning honors, and eventually transferring to Gotham University. Now they were a college senior majoring in computer science with a minor in criminal justice.

As he skimmed through the final notes, Edward smirked. This work-study tied directly into their capstone project—a predictive AI programmed to determine when and where crimes were more likely to occur. It was a smart move, one that showed ambition and resilience. They were not another cookie-cutter success story from an Ivy League—they were someone who had clawed their way out of a mess, took risks, and kept climbing. Whoever they were, they were far more intriguing than the other candidates. He didn’t need some entitled, bougie fraternity brat who would think they were smarter than him.

He closed the file with a soft pat, already deciding. He flicked it onto the desk with an air of indifference and slid to a stop in front of Loeb. “This one,” he said flatly.

The Commissioner picked up the folder, his thick fingers fumbling with the dry edges as he peeled it open. His brow furrowed deeper as he read, and he shot Edward a wary look over the papers. “This one? The one with the juvie record? Are you sure?”

Edward’s expression remained cool, detached. “It’s either this one or none at all,” he replied without missing a beat.

Loeb stared at him for a moment, rubbing his jaw, clearly weighing his options. After a long pause, he sighed and tossed the file back on the desk with a resigned grunt. “Fine,” he muttered. “They’ll be here after the holidays.”

─── [ sequence: loading ] ───

In under a month’s time, Edward Nashton found himself caught off guard.

It was not often he was caught off guard, and he did not like it.

He was hunched over his workstation, eyes narrowed as he sifted through lines of encrypted data. It was after lunch, during which he had remained in his space, still working, forgoing eating as he normally did. His office, if one could call it that, was a windowless space in a back corner of the GCPD headquarters, dimly lit and reeking of stale coffee and burnt-out ambition. It was crammed with outdated computers and stacks of scattered papers, the sort of place where Edward thrived in isolation. He was so absorbed in his task that when the door opened and a knock sounded on the doorframe, he muttered, “Yes?” without looking up, already bracing himself for another mundane IT request—misguided souls thinking that the "computer guy" could fix the printer.

But then an unfamiliar voice responded.

“Excuse me? Are you Mr. Edward Nashton?”

It was not the tone he expected—there was no hint of impatience or condescension, which he had grown accustomed to when people sought him out. The voice was feminine, with an even pitch, its calm, smokey cadence infiltrating the monotony of his work. It was an unobtrusive sound, yet so unusual to his ears that he was compelled to see who it belonged to. He looked up. He froze.

A girl was standing at the doorway, her fingers resting lightly on the doorframe as if unsure whether to fully step inside. He had not even heard the door open.

Edward frowned.

His first impression of her was one of dissonance—a sharp, almost unsettling contrast between her and the office she had just entered. The grimy, worn-down precinct felt even darker with her in it, as if the dingy fluorescent lights themselves were suddenly more aware of their inadequacy.

She was beautiful—irritatingly so. Her long, sleek dark hair fell like silk curtains, parted perfectly down the middle, framing her face with an effortless elegance that didn’t belong anywhere near the GCPD. Her eyes, lined meticulously with dark, precise wings, were fixed on him with a hint of amusement. There was a different energy to her, one that felt deliberate, almost as though she knew exactly how out of place she looked and was inviting him to react. He barely realized how long he held her gaze.

With a faint scowl, he forced himself to look away, taking in the rest of her with a detached, analytical eye. Her lavender blazer dress caught what little light there was, gold buttons glinting as they drew a subtle line down her figure. The hem stopped just short of professional modesty, skirting the edge of propriety with a cut that was as tailored as it was daring. She had a designer bag slung over her shoulder, a fuzzy purple notebook and a gray-and-pink plaid winter coat clutched in the same hand, and she was only one chihuahua short of being GCPD’s own Elle Woods.

This office hadn’t seen anything like her, and by the looks of it, she was fully aware of that fact. For a moment, he wondered if she was mocking the precinct in her own way, challenging the drab confines of the facility with something so polished, so perfectly styled. 

His thoughts were cut short by the sound of her clearing her throat, and his eyes snapped back to hers. He realized with sudden embarrassment that she had caught him staring. Worse, she was smirking—her lips shiny and curved in an almost mocking acknowledgment of his mistake.

“Yes,” he said stiffly, clearing his own throat in a failed attempt to reestablish control. “And who might you be?”

“I’m your student, Romy. Romy Winslow.”  Her half-lidded eyes seemed to smolder in the low lighting.

“Student?” Edward repeated, the word coming out more as a question than he intended.

“Yeah,” she nodded. “Like, they told you, right?”

“Of course,” Edward grumbled, scrambling to regain some semblance of authority. He wasn’t used to feeling unprepared, especially not in his own domain.

He did not like when Romy pursed her shiny lips and narrowed her eyes. “You forgot, didn’t you?” she pressed, a teasing lilt to her voice.

Edward’s back straightened, jaw tightening. “You will soon find that I forget nothing, girl,” he quipped. “I’m merely intrigued by your—” he gestured vaguely at her—“appearance. Are you sure your silly little head didn’t get confused? Got lost on your way to a sorority luncheon?”

Romy blinked. She checked her smartwatch, then looked back at him and tilted her head, the innocent confusion in her eyes seeming a little too thoughtful to be genuine. “No… The Greek Meet isn’t until Saturday.”

He frowned.

Oh, she was definitely fucking with him.

Soon, her pink lips pursed in a slight pout, and she glanced down at herself. “Is it too much?”

As she turned to the side, Romy casually modeled her silhouette, the lavender fabric clinging to her form in a way that was both tasteful and tantalizing. The movement drew Edward’s attention, his gaze instinctively tracing her figure. He couldn’t help but follow the curve of her form, from her shoulders that tapered elegantly down to the delicate arch of her spine, and finally to her shapely backside, perfectly showcased by the tailored fit of the dress. He resented that his gaze followed the lines of her legs, made even longer by the gray knee-high, heeled boots she had chosen.  Each line was accentuated with precision.

She caught his eye again, her expression playful yet somehow earnest. “I thought it was just the right amount of business meets pleasure.”

Edward cleared his throat. “Not quite what I was talking about,” he muttered, his gaze darting away in an attempt to collect his thoughts.

“What did you mean then?” Romy asked as she stepped further into the room. She glanced around, her nose wrinkling slightly at the sight of the meticulously stacked boxes of files, outdated monitors, and blinking fluorescent lights. “This is the GCPD Cybercrime Division?” she asked in an offhand manner. “This looks very—” she wriggled her fingers at the general space “—humble.” Though she smiled, it was clear she was struggling to be polite.

“I mean that I did not expect someone so— soft.” He glanced around the area, grimacing at the— as she called it—‘humble’ surroundings. “It is what it is.”

“You mean you didn’t expect a girl?”

“Yes,” he admitted, refusing to dance around it.

“Well,” she said with a shrug, “guess we both had false expectations of the situation, Mr. Nashton.”

Edward felt the frustration building, both at himself and at Romy’s unsettling confidence. “And what exactly did you expect?” he retorted, his eyebrow cocking. “Quantico?”

She smirked, but the movement was subtle, a brief twitch at the corner of her lips. “No.” Her fingers traced over the edge of a dusty computer monitor, her almond-shaped nails—a soft mint green—making the action seem delicate. “But, like,  maybe I expected something a little more contemporary than this, I suppose.”

He bristled at the unintentional insult to his sanctuary of cobbled-together tech that he had spent the better part of a year collecting to upgrade this dump. He found himself oddly off-balance, grappling with the realization that he had expected someone completely different. Someone less refined, more—unpolished. But here she was, her demeanor perfectly maintained in a lavender blazer dress, with the confidence of someone used to catching others off guard.

He did not like it. He did not like how she acted. He did not like how she talked. He did not like what she said. He did not like how she looked. He did not like her.

Edward sat behind his uncluttered desk, arms folded as he leaned back in his creaky chair, eyes narrowing at her. “The GCPD still does not see the full benefit of a cybercrime division,” he said, his voice laced with a bitterness that hinted at more than just professional frustration. He was used to his work being sidelined, his expertise disregarded by those who should know better. Her arrival was yet another inconvenience in a long line of offenses. “These bald apes are content to remain in the twentieth century.”

Trailing closer, she soon sat in a nearby chair, setting her belongings on a table crowded with equipment. “Quite the shame,” she replied, crossing one leg over the other as she settled into the seat he did not offer her to sit in. “I was hoping to gain some valuable expertise before graduating. I wanted to work here in fact.” There’s a glimmer of amusement in her eyes and her voice holds a polite, measured tone.  “My professors said you are brilliant.”

Smug satisfaction settled in his chest. 

“I am.” Edward’s lip curled ever so slightly, and he straightened, giving her a half-lidded look. 

Romy looked at him for a moment before speaking. “They said you were difficult too.”

“Who’s they?’”

“Duncan and Hadley.”

Edward’s eyes narrowed at the mention of his old professors, the faint smugness that had crept into his expression now sharpening into something colder, more cutting. He studied her with a slow, deliberate gaze. This close, he can finally see her eyes—a moss green

“Duncan and Hadley,” he repeated, his tone laced with disdain. “Duncan—let me guess—still regurgitating decades-old theories as if they’re groundbreaking revelations? And Hadley…” He sneered faintly, his lip curling. “Hadley’s what happens when tenure protects the incompetent. Is he still using Windows XP?”

“Unfortunately… They had strong opinions about you as well,” Romy remarked lightly, looking at her nails in an absent minded manner.

“I’m sure they did,” Edward replied smoothly, sitting forward now, his elbows resting on his desk as he leveled her with a pointed look. “Professors like them always do when confronted with someone who doesn’t just color outside their precious lines but redraws the entire picture. Of course, to them, that’s ‘difficult.’”

Her lips quirked at one side and she rested her chin on her hand, watching him with an amused air. “Then it seems I made the right decision to come to you.”

“While it would undoubtedly be an honor for you to work with someone of my genius firsthand,” Edward continued, his voice dripping with confidence as he narrowed his gaze at her, “you won’t stand a chance.”

Romy merely tilted her head, watching him with an expression of calm intrigue, seemingly unbothered by the sharp bite of his words. It unnerved him more than he cared to admit. He wasn’t used to this feeling, least of all in his own space.

“I’m used to people underestimating me, Mr. Nashton.”

“My estimations are always accurate,” he continued, his voice sharper now. He sighed giving her a bored look. “Let’s cut to it, I suppose.” He let one of his hands rest on the desk. “You will only get in my way. I don’t want to waste my time or my breath educating you on something that will likely go in one ear and out the other.” He tapped his fingers against the tabletop in a measured way, his voice cold. “You are to sit, stay, and not move. Don’t touch anything else. You can watch, and maybe, just maybe , you might be graced with a touch of my intellect... One would only be so lucky to have someone of my caliber rub off on them.”

Before Romy responded, there was a slight twitch of her perfectly plucked brow. “... Do you like to rub off on people, Mr. Nashton?”

He blinked, absorbing what she had just said. Rub off, he thought dryly. Clever, very clever. But what really stopped him wasn’t the phrasing; it was the look in her eyes—a knowing, steady gaze that held him longer than it should. There was a flicker of challenge there, of cool confidence, that made him shift in his seat, uncomfortable under the weight of that steady, unflinching stare.

“You know exactly what I mean, girl,” Edward snapped. He fixed Romy with a squint. “I can see you are going to be quite the pain in my ass, aren’t you?”

Romy’s lips twitched as she considered him with sharp eyes. “Oh, no, not at all,” she lilted. “I’m actually trying to make a good impression.”

He watched as she relaxed her slender hands on the arms of the chair, mint green nails clicking once on the wood. Then, when she crossed her legs, it was a slow movement. His attention flicked to her shapely thighs, noting how the lavender hem of her dress raised slightly with the movement. His frown deepened, brows knitting together, and then he looked back at her easy gaze.

“And how do you plan on doing that?” he asked.

Her eyes flicked across his face, and she hummed thoughtfully, obviously thinking about her answer. Then, a slow smirk stretched across her shiny, plush lips, and those young eyes of hers glittered with amusement. She clicked her tongue. “By being quiet, submissive, and obedient…”

Immediately, Edward felt the heat rise, an unbidden flush creeping up his neck and settling under his collar. He resented it, and his jaw tightened in frustration. She leaned back in the chair, her lips curling into that slow, deliberate smirk, and something glittered in her gaze. The subtle bite to her lip—did she even realize she was doing it?—and the way she settled back, so at ease, as if she were testing him, watching to see how he’d react. It was maddening. There was no reason to let a stranger, much less a student, get under his skin.

He kept his tone even, measured. “I have a hard time believing that,” he said with forced calm. “You are already disrupting my workflow by being here. I don’t have the time or interest to indulge anyone’s… antics.”

“Antics?” Romy repeated. “So, like, you assume I’m here to waste your time? That I won’t take this seriously?”

Edward smirked. “Well, if it looks like a duck and talks like a duck,” he chided, not at all masking the disdain in his voice.

Her smile sharpened. “Except when it’s a unicorn,” she simpered, lashes fluttering as she peered at him through half-lidded eyes. “Is that it, Mr. Nashton? Is it because I’m not some acne-riddled, snot-nose, basement incel?” She tilted her head to the side, her long black hair shifting with the movement, and she narrowed her gaze. “Is it because I’m pretty… ?”

The question struck him off balance. He realized he’d been observing every inch of her carefully put-together appearance, struggling to reconcile it with the notion that Commissioner Loeb thought it fit to place her here with him. But Loeb had been unaware of the candidates as well. The disconnect irritated him, the softness of her expression and the sharpness of her words stirring something hot in his chest.

“Listen, little girl,” he sneered, mustering every ounce of cold detachment, “I don’t know what game you’re trying to play, but I’m not the one to challenge.”

Romy’s smile widened, the look in her eyes unmistakably daring. “Oh, I don’t know about that,” she said, letting her voice dip playfully. “You seem like exactly the kind of man to enjoy a good challenge.” She tapped a nail thoughtfully on the wooden chair arm. “Or am I wrong?”

“Challenges are acceptable,” Edward said, his lips twitching as though considering a smile, though his gaze remained guarded. “But only those that actually require intellect. Challenges that flex the mind… not distractions.”

“So, that’s what you see me as? A distraction?” Romy tilted her chin up, looking at him with that gaze that made her look so cool. It only grated on his nerves. “I’ll make sure to cover my shoulders and hide my bra straps then.”

Edward’s eyes narrowed. He opened his mouth to retort, but she was faster, leaning in with a look that was half-sweet, half-mischievous. “Unless, of course…” she purred, “a little distraction is exactly what you need. Maybe it would loosen you up.”

“Loosen up?” he echoed, his voice edged with forced calm. “I don’t need to loosen up. I need focus and productivity, two qualities I have a hard time believing you possess.”

“I have plenty of focus.” She settled back in her chair, unabashedly grinning at his obvious discomfort. “I’m sure we’ll make a… productive team, Mr. Nashton.”

He exhaled slowly, trying to maintain his composure. “You’re insufferably confident, aren’t you?”

“Pot meet kettle,” she replied breezily, gesturing in a casual manner, clearly unbothered by his barbs. “So… are you ready to be impressed, or are we going to keep up the foreplay?”

Edward rolled his eyes then shifted and spun back to his computer. “ Fine,” he said tightly. “You want to prove yourself? Then start by doing exactly what I tell you, without the smart commentary, Ms. Winslow.” He made movements to bring up his work, his fingers tapping away at the keyboard.

She shifted to the side, her eyes gleaming with a playful challenge as she retrieved a sleek laptop from her purse. “Yes, Mr. Nashton, sir.”

His fingers stalled over the keyboard, his usual fluidity momentarily broken. A shiver ran down his spine, slithering low. It made him grit his teeth.

With a deep inhale and an exasperated sigh, he settled into his work, typing with the familiar, precise rhythm he was known for. While he maintained perfect focus, he couldn’t shake the uncomfortable feeling of having someone in his space. He worked alone. He had never had to precept anyone. He was not a teacher. He didn’t have the patience nor the desire for it. Professors had tried setting him up to tutor during his time in college—it hadn’t worked out as they thought it would. It had taken only one time to make someone cry for them to decide teamwork might not be something for him.

He felt it inevitable: Romy would say something completely idiotic; he would correct her; it would hurt her puny little feelings; she would cry; she would quit; and he would never have to hear from her again.

All he had to do was bide his time. He could be patient… when he wanted to be.

But, as much as it stung to admit, Romy surprised him. She was quiet—perfectly quiet, almost too quiet—and she seemed wholly absorbed in what he was doing. It was almost like she didn’t exist.

The minutes stretched, long and quiet, with nothing but the soft hum of computers and the steady beat of typing filling the air. Twenty minutes slipped into thirty, and then an hour, and still, she remained there, intently focused. The steadiness of her gaze as it flickered between her screen, his screen, and his hands—the unwavering attention she devoted to each click, each keystroke—was almost unnerving. There was something in the way she was present, so completely engaged, that felt oddly invasive. And yet, she wasn’t disruptive. She didn’t give any more snarky quips. She didn’t sigh in boredom. She didn’t ask questions or interrupt with idle conversation, simply watching, occasionally typing, the rhythm of her own keystrokes echoing his in a strange, synchronized cadence.

But it was the sound of her nails that really got to him. Each click of the keys under her fingers was punctuated by the sharper snap of those mint-colored acrylics atop them, a sound somehow distinct from the natural clack of a keyboard. It wasn’t irritating—not yet—but he sensed the potential. It was the kind of sound that, over time, could likely chip away at his concentration, like Chinese water torture, each click burrowing into his awareness with grating persistence.

Every now and then, Edward risked a glance at Romy, expecting to catch her on her phone or zoned out, ready to dismiss the task at hand. But she stayed. She was observant, her posture straight, fingers poised and ready, and she took in every word, every glance he spared her, without saying a thing—only a simple nod here and there in respectful acknowledgment. 

The hours slipped by faster than usual, her silence still unbroken. Edward leaned back, cracking his knuckles and flexing his fingers, savoring the temporary reprieve. But as he shifted, his eyes caught movement—Romy, standing right in front of his desk.

He jolted, a sharp intake of breath betraying his surprise. He hadn’t even heard her move.

“ What?” he snapped, his voice tight. “What do you want, girl?”

She blinked, glancing at her watch with maddening calm. “Time to go home.”

It was only then that he noticed the bag slung over her arm and the paper she was holding out. He scowled, snatching it briskly, his lips pulling into a tight, displeased line. A time log. Of course. With a resigned sigh, he grabbed his pen and scribbled his name and initials before shoving it back at her.

She glanced down at the sheet and grimaced. “You have terrible handwriting.”

“Get out,” he gritted, his flat look doing nothing to mask his irritation. He didn’t need her critique on top of everything else.

“Alright. See you tomorrow, Mr. Nashton,” she chuckled, her tone airy, carrying that infuriating undercurrent of amusement, as though his opinion of her couldn’t matter less. Then she spun on her heel and tossed a languid wave over her shoulder, twiddling her mint-colored acrylics.

“Unfortunately.”

Then, the door clicked shut behind her, leaving the office mercifully quiet and empty. Edward leaned back in his chair. Finally, he had his silence. But it wasn’t the victory he’d hoped for.

His gaze flicked toward the empty chair she’d occupied, a faint scowl tugging at the corners of his mouth. This was only the beginning. She’d be back tomorrow, and the day after that, and every Wednesday, Thursday, and Friday after that until the semester ended.

Edward’s jaw tightened at the thought, the weight of it pressing down on him like a slowly closing trap. She wasn’t just a nuisance; she was a disruption, a thorn in his side he couldn’t pull out, no matter how much he wanted.

Fifteen weeks and two days of this. Of her.

With a sharp exhale, he turned back to his monitors, forcing his attention onto the scrolling lines of data. He didn’t have time to dwell on irritations. He had work to do, and she was gone for the day. That was enough.

It would have to be.

[vbeyound]

Maximizing Business Insights with Power BI: A Comprehensive Guide for Small Businesses

Maximizing Business Insights Small businesses often face the challenge of making data-driven decisions without the resources of larger enterprises. Power BI, Microsoft's powerful analytics tool, can transform how small businesses use data, turning raw numbers into actionable insights. Here's a comprehensive guide to maximizing business insights with Power BI.

Introduction to Power BI

Power BI is a business analytics service by Microsoft that provides interactive visualizations and business intelligence capabilities. With an interface simple enough for end users to create their own reports and dashboards, it connects to a wide range of data sources.

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Setting Up Power BI

1. Data Sources: Power BI can connect to various data sources such as Excel, SQL databases, and cloud services like Azure.

2. Data Modeling: Use Power BI to clean and transform data, creating a cohesive data model that forms the foundation of your reports.

3. Visualizations: Choose from a wide array of visualizations to represent your data. Customize these visuals to highlight the most critical insights.

Customizing Dashboards

1. Tailor to Needs: Customize dashboards to reflect the unique needs of your business, focusing on key performance indicators (KPIs) relevant to your goals.

2. Interactive Reports:Create interactive reports that allow users to explore data more deeply, providing a clearer understanding of underlying trends.

Real-World Examples

Several small businesses have successfully implemented Power BI to gain a competitive edge:

1. Retail: A small retail store used Power BI to track sales trends, optimize inventory, and identify peak shopping times.

2. Finance:A small financial advisory firm employed Power BI to analyze client portfolios, improving investment strategies and client satisfaction.

Integration with Existing Tools

Power BI seamlessly integrates with other Microsoft products such as Excel and Azure, as well as third-party applications, ensuring a smooth workflow and enhanced productivity.

Best Practices

1. Data Accuracy: Ensure data accuracy by regularly updating your data sources.

2. Training: Invest in training your team to use Power BI effectively.

3. Security: Implement robust security measures to protect sensitive data.

Future Trends

Power BI continues to evolve, with future updates likely to include more advanced AI features and enhanced data processing capabilities, keeping businesses at the forefront of technology.

Conclusion

Power BI offers small businesses a powerful tool to transform their data into meaningful insights. By adopting Power BI, businesses can improve decision-making, enhance operational efficiency, and gain a competitive advantage. Partnering with Vbeyond Digital ensures a smooth and successful implementation, maximizing the benefits of Power BI for your business. with Power BI: A Comprehensive Guide for Small Businesses

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VPS Windows Hosting in India: The Ultimate Guide for 2024

In the ever-evolving landscape of web hosting, Virtual Private Servers (VPS) have become a preferred choice for both businesses and individuals. Striking a balance between performance, cost-effectiveness, and scalability, VPS hosting serves those seeking more than what shared hosting provides without the significant expense of a dedicated server. Within the myriad of VPS options, VPS Windows Hosting stands out as a popular choice for users who have a preference for the Microsoft ecosystem.

This comprehensive guide will explore VPS Windows Hosting in India, shedding light on its functionality, key advantages, its relevance for Indian businesses, and how to select the right hosting provider in 2024.

What is VPS Windows Hosting?

VPS Windows Hosting refers to a hosting type where a physical server is partitioned into various virtual servers, each operating with its own independent Windows OS. Unlike shared hosting, where resources are shared among multiple users, VPS provides dedicated resources, including CPU, RAM, and storage, which leads to enhanced performance, security, and control.

Why Choose VPS Windows Hosting in India?

The rapid growth of India’s digital landscape and the rise in online businesses make VPS hosting an attractive option. Here are several reasons why Windows VPS Hosting can be an optimal choice for your website or application in India:

Seamless Compatibility: Windows VPS is entirely compatible with Microsoft applications such as ASP.NET, SQL Server, and Microsoft Exchange. For websites or applications that depend on these technologies, Windows VPS becomes a natural option.

Scalability for Expanding Businesses: A notable advantage of VPS hosting is its scalability. As your website or enterprise grows, upgrading server resources can be done effortlessly without downtime or cumbersome migration. This aspect is vital for startups and SMEs in India aiming to scale economically.

Localized Hosting for Improved Speed: Numerous Indian hosting providers have data centers within the country, minimizing latency and enabling quicker access for local users, which is particularly advantageous for targeting audiences within India.

Enhanced Security: VPS hosting delivers superior security compared to shared hosting, which is essential in an era where cyber threats are increasingly prevalent. Dedicated resources ensure your data remains isolated from others on the same physical server, diminishing the risk of vulnerabilities.

Key Benefits of VPS Windows Hosting

Dedicated Resources: VPS Windows hosting ensures dedicated CPU, RAM, and storage, providing seamless performance, even during traffic surges.

Full Administrative Control: With Windows VPS, you gain root access, allowing you to customize server settings, install applications, and make necessary adjustments.

Cost Efficiency: VPS hosting provides the advantages of dedicated hosting at a more economical price point. This is incredibly beneficial for businesses looking to maintain a competitive edge in India’s market.

Configurability: Whether you require specific Windows applications or custom software, VPS Windows hosting allows you to tailor the server to meet your unique needs.

Managed vs. Unmanaged Options: Depending on your technical ability, you can opt for managed VPS hosting, where the provider manages server maintenance, updates, and security, or unmanaged VPS hosting, where you retain full control of the server and its management.

How to Select the Right VPS Windows Hosting Provider in India

With a plethora of hosting providers in India offering VPS Windows hosting, selecting one that meets your requirements is crucial. Here are several factors to consider:

Performance & Uptime: Choose a hosting provider that guarantees a minimum uptime of 99.9%. Reliable uptime ensures your website remains accessible at all times, which is crucial for any online venture.

Data Center Location: Confirm that the hosting provider has data centers located within India or in proximity to your target users. This will enhance loading speeds and overall user satisfaction.

Pricing & Plans: Evaluate pricing plans from various providers to ensure you’re receiving optimal value. Consider both initial costs and renewal rates, as some providers may offer discounts for longer commitments.

Customer Support: Opt for a provider that offers 24/7 customer support, especially if you lack an in-house IT team. Look for companies that offer support through various channels like chat, phone, and email.

Security Features: Prioritize providers offering robust security features such as firewall protection, DDoS mitigation, automatic backups, and SSL certificates.

Backup and Recovery: Regular backups are vital for data protection. Verify if the provider includes automated backups and quick recovery options for potential issues.

Top VPS Windows Hosting Providers in India (2024)

To streamline your research, here's a brief overview of some of the top VPS Windows hosting providers in India for 2024:

Host.co.in

Recognized for its competitive pricing and exceptional customer support, Host.co.in offers a range of Windows VPS plans catering to businesses of various sizes.

BigRock

Among the most well-known hosting providers in India, BigRock guarantees reliable uptime, superb customer service, and diverse hosting packages, including Windows VPS.

MilesWeb

MilesWeb offers fully managed VPS hosting solutions at attractive prices, making it a great option for businesses intent on prioritizing growth over server management.

GoDaddy

As a leading name in hosting, GoDaddy provides flexible Windows VPS plans designed for Indian businesses, coupled with round-the-clock customer support.

Bluehost India

Bluehost delivers powerful VPS solutions for users requiring high performance, along with an intuitive control panel and impressive uptime.

Conclusion

VPS Windows Hosting in India is an outstanding option for individuals and businesses in search of a scalable, cost-effective, and performance-oriented hosting solution. With dedicated resources and seamless integration with Microsoft technologies, it suits websites that experience growing traffic or require ample resources.

As we advance into 2024, the necessity for VPS Windows hosting is expected to persist, making it imperative to choose a hosting provider that can accommodate your developing requirements. Whether launching a new website or upgrading your existing hosting package, VPS Windows hosting is a strategic investment for the future of your online endeavors.

FAQs

Is VPS Windows Hosting costly in India?

While VPS Windows hosting is pricier than shared hosting, it is much more affordable than dedicated servers and many providers in India offer competitive rates, making it accessible for small and medium-sized enterprises.

Can I upgrade my VPS Windows Hosting plan easily?

Absolutely, VPS hosting plans provide significant scalability. You can effortlessly enhance your resources like CPU, RAM, and storage without experiencing downtime.

What type of businesses benefit from VPS Windows Hosting in India?

Businesses that demand high performance, improved security, and scalability find the most advantage in VPS hosting. It’s particularly ideal for sites that utilize Windows-based technologies like ASP.NET and SQL Server.

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Best of Web Development Courses: A Comprehensive Guide

Web development is a vital skill in today’s digital world. Whether you're aspiring to become a professional web developer or looking to enhance your skills, selecting the right web development course is crucial. With countless options available, it can be overwhelming to know where to start. This article provides a guide to the best web development courses available, helping you navigate through the top choices and find the one that suits your needs.

Why Take a Web Development Course?

Web development encompasses everything from creating basic websites to complex applications. The demand for skilled web developers is consistently high as businesses transition to digital platforms. By taking a web development course, you can:

Enhance your coding skills: Learn programming languages like HTML, CSS, JavaScript, and more.

Gain practical experience: Hands-on projects help you build a portfolio to showcase your skills.

Stay updated with industry trends: Modern courses keep you informed on the latest technologies and best practices.

Open career opportunities: Web development is a versatile field with various career paths such as front-end, back-end, or full-stack development.

Now, let’s dive into the top 10 web development courses that will give you the edge you need.

Top 10 Web Development Courses

The Web Developer Bootcamp – UdemyOverview: This course, created by Colt Steele, is one of the most popular web development bootcamps available. It covers everything from HTML, CSS, and JavaScript to more advanced topics like Node.js and Express.Why it stands out:

Over 63 hours of content.

Project-based learning with real-world applications.

Affordable pricing with regular discounts.

Ideal for: Beginners looking to get an in-depth introduction to web development.

Full-Stack Web Development with React – Coursera (offered by Hong Kong University of Science and Technology)Overview: This course focuses on the MERN stack (MongoDB, Express, React, Node). It's offered through Coursera by the Hong Kong University of Science and Technology, which gives it a reputable edge.Why it stands out:

Covers both front-end (React) and back-end development.

Offers a certificate from a prestigious institution.

Focuses on responsive web design.

Ideal for: Learners who want to focus on full-stack web development.

The Odin ProjectOverview: The Odin Project is a free, open-source curriculum that takes you through the entire web development process. It focuses on Ruby on Rails, JavaScript, and offers plenty of hands-on projects.Why it stands out:

Completely free with a community of learners.

Comprehensive learning paths from beginner to advanced.

Emphasizes practical projects.

Ideal for: Self-motivated learners looking for a free, community-driven option.

CS50’s Web Programming with Python and JavaScript – edX (Harvard University)Overview: CS50 is Harvard’s famous computer science course, and this specific track focuses on web programming. You’ll learn about Python, Django, JavaScript, and SQL through this rigorous program.Why it stands out:

Offered by Harvard University.

Covers complex web development topics such as Django and security.

Highly challenging, suitable for intermediate to advanced learners.

Ideal for: Developers with some background looking to dive deeper into web programming.

Complete Web Development Bootcamp – Udemy (Dr. Angela Yu)Overview: Dr. Angela Yu’s bootcamp is highly rated on Udemy for its engaging teaching style and comprehensive approach. You’ll learn HTML, CSS, JavaScript, Node.js, React, and even a little bit of web design.Why it stands out:

Over 55 hours of content.

Fun and engaging style with a focus on building projects.

Regularly updated to reflect the latest technologies.

Ideal for: Beginners who want to build a solid foundation in web development.

Responsive Web Design – freeCodeCampOverview: FreeCodeCamp is known for offering free, self-paced coding lessons, and its Responsive Web Design certification is one of the most popular. You’ll learn HTML5, CSS3, and responsive design principles.Why it stands out:

Free and self-paced.

300 hours of content including hands-on projects.

Community support and real-world project building.

Ideal for: Those looking for a free, structured way to learn responsive web design.

Zero to Mastery Complete Web Developer – Udemy (Andrei Neagoie)Overview: Andrei Neagoie’s course takes a hands-on approach to web development, covering everything from HTML and CSS to advanced topics like React and Node.js.Why it stands out:

Covers both front-end and back-end development.

Real-world projects like building a chat application.

Regularly updated to reflect industry changes.

Ideal for: Beginners to intermediate learners looking for comprehensive training.

Modern React with Redux – Udemy (Stephen Grider)Overview: React is one of the most in-demand front-end technologies today, and Stephen Grider’s course is perfect for those looking to specialize in it. This course covers React and Redux, focusing on building dynamic web applications.Why it stands out:

Specialized focus on React and Redux.

Project-based learning.

Great for intermediate learners.

Ideal for: Developers looking to specialize in React.

Learn Web Development – Mozilla Developer NetworkOverview: MDN’s web development course is a comprehensive, free resource that covers all aspects of web development. It’s created by the Mozilla Developer Network, known for its high-quality documentation.Why it stands out:

Free and constantly updated.

Covers the basics to advanced topics.

Reliable and well-documented resources.

Ideal for: Learners who prefer self-paced study with extensive documentation.

JavaScript, HTML, and CSS for Web Developers – Coursera (Johns Hopkins University)

Overview: This course, offered through Coursera by Johns Hopkins University, focuses on the fundamentals of JavaScript, HTML, and CSS, which are essential building blocks for any web developer.

Why it stands out:

Covers core web technologies.

Earn a certificate from a well-known university.

Focus on building real-world projects.

Ideal for: Beginners looking to get certified in web development fundamentals.

What to Look for in a Web Development Course

When choosing the best web development course for your needs, consider the following:

Skill Level: Are you a beginner or do you have some coding experience? Courses like The Odin Project and freeCodeCamp are great for beginners, while more advanced developers might prefer CS50’s Web Programming or Modern React with Redux.

Specialization: Do you want to focus on front-end (HTML, CSS, JavaScript), back-end (Node.js, Django), or full-stack development? Choose a course based on your career goals.

Project-Based Learning: A good web development course should include hands-on projects to help you apply what you've learned. The more projects, the better your portfolio will look to potential employers.

Certification: If you’re looking for recognition, consider courses that offer certificates from reputable institutions, like those from Coursera or edX.

Price: While some courses are free, others may require a one-time fee or subscription. Many platforms like Udemy offer discounts, so be sure to check regularly.

Final Thoughts

Whether you're just starting your journey in web development or looking to advance your skills, there’s a course out there for you. The best web development courses offer a blend of hands-on projects, updated content, and engaging instruction. As you consider the top 10 web development courses, think about your current skill level, your career aspirations, and your learning preferences. With the right course, you’ll be well on your way to becoming a proficient web developer.

Remember, learning web development is a marathon, not a sprint. Choose a course that fits your pace, stay consistent, and you'll see significant improvement in no time!

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Anubhav Trainings is an SAP training provider that offers various SAP courses, including SAP UI5 training. Their SAP Ui5 training program covers various topics, including warehouse structure and organization, goods receipt and issue, internal warehouse movements, inventory management, physical inventory, and much more.

SAP S/4HANA (abap on hana training, s/4hana training, abap on hana tutorial is an abbreviation of SAP Business Suite 4 SAP HANA, an enterprise resource planning (ERP) software package. ... It enables organizations to make business decisions informed by real-time insights, machine learning, IoT scenarios, and predictive computing.

Pre-requisites

1. Basic knowledge of programming like DDIC, Function Module, Internal Table

2. Basic programming skills

3. Knowledge of Open SQL

**Why learn and get certified?**

1. Learning CDS view will enable developers to build cutting-edge business applications leveraging the proven, reliable technology as well as the robust in-memory capabilities provided by in-memory DB.

2. According to the research results of the average yearly salary for “Core Developer” ranges from approximately $91,946 per year for Developer to $102,684 per year for Senior Developer.

3. This certificate proves that the trainee not only has the prerequisite understanding of development but is also able to apply these skills in a practical manner under the supervision of a project lead.

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Navigating the Cloud Landscape: Unleashing Amazon Web Services (AWS) Potential

In the ever-evolving tech landscape, businesses are in a constant quest for innovation, scalability, and operational optimization. Enter Amazon Web Services (AWS), a robust cloud computing juggernaut offering a versatile suite of services tailored to diverse business requirements. This blog explores the myriad applications of AWS across various sectors, providing a transformative journey through the cloud.

Harnessing Computational Agility with Amazon EC2

Central to the AWS ecosystem is Amazon EC2 (Elastic Compute Cloud), a pivotal player reshaping the cloud computing paradigm. Offering scalable virtual servers, EC2 empowers users to seamlessly run applications and manage computing resources. This adaptability enables businesses to dynamically adjust computational capacity, ensuring optimal performance and cost-effectiveness.

Redefining Storage Solutions

AWS addresses the critical need for scalable and secure storage through services such as Amazon S3 (Simple Storage Service) and Amazon EBS (Elastic Block Store). S3 acts as a dependable object storage solution for data backup, archiving, and content distribution. Meanwhile, EBS provides persistent block-level storage designed for EC2 instances, guaranteeing data integrity and accessibility.

Streamlined Database Management: Amazon RDS and DynamoDB

Database management undergoes a transformation with Amazon RDS, simplifying the setup, operation, and scaling of relational databases. Be it MySQL, PostgreSQL, or SQL Server, RDS provides a frictionless environment for managing diverse database workloads. For enthusiasts of NoSQL, Amazon DynamoDB steps in as a swift and flexible solution for document and key-value data storage.

Networking Mastery: Amazon VPC and Route 53

AWS empowers users to construct a virtual sanctuary for their resources through Amazon VPC (Virtual Private Cloud). This virtual network facilitates the launch of AWS resources within a user-defined space, enhancing security and control. Simultaneously, Amazon Route 53, a scalable DNS web service, ensures seamless routing of end-user requests to globally distributed endpoints.

Global Content Delivery Excellence with Amazon CloudFront

Amazon CloudFront emerges as a dynamic content delivery network (CDN) service, securely delivering data, videos, applications, and APIs on a global scale. This ensures low latency and high transfer speeds, elevating user experiences across diverse geographical locations.

AI and ML Prowess Unleashed

AWS propels businesses into the future with advanced machine learning and artificial intelligence services. Amazon SageMaker, a fully managed service, enables developers to rapidly build, train, and deploy machine learning models. Additionally, Amazon Rekognition provides sophisticated image and video analysis, supporting applications in facial recognition, object detection, and content moderation.

Big Data Mastery: Amazon Redshift and Athena

For organizations grappling with massive datasets, AWS offers Amazon Redshift, a fully managed data warehouse service. It facilitates the execution of complex queries on large datasets, empowering informed decision-making. Simultaneously, Amazon Athena allows users to analyze data in Amazon S3 using standard SQL queries, unlocking invaluable insights.

In conclusion, Amazon Web Services (AWS) stands as an all-encompassing cloud computing platform, empowering businesses to innovate, scale, and optimize operations. From adaptable compute power and secure storage solutions to cutting-edge AI and ML capabilities, AWS serves as a robust foundation for organizations navigating the digital frontier. Embrace the limitless potential of cloud computing with AWS – where innovation knows no bounds.

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Why Power BI Takes the Lead Against SSRS

In an era where data steers the course of businesses and fuels informed decisions, the choice of a data visualization and reporting tool becomes paramount. Amidst the myriad of options, two stalwarts stand out: Power BI and SSRS (SQL Server Reporting Services). As organizations, including those seeking Power BI training in Gurgaon, strive to extract meaningful insights from their data, the debate about which tool to embrace gains prominence. In this digital age, where data is often referred to as the "new oil," selecting the right tool can make or break a business's competitive edge.

Understanding the Landscape

What is Power BI?

Microsoft Power BI is a powerful business analytics application that enables organizations to visualize data and communicate insights across the organization. With its intuitive interface and user-friendly features, Power BI transforms raw data into interactive visuals, making it easier to interpret and draw actionable conclusions.

What is SSRS?

On the other hand, SSRS, also developed by Microsoft, focuses on traditional reporting. It enables the creation, management, and delivery of traditional paginated reports. SSRS has been a reliable choice for years, but the advent of Power BI has brought new dimensions to data analysis.

The Advantages of Power BI Over SSRS

In the realm of data analysis and reporting tools, Power BI shines as a modern marvel, surpassing SSRS in various crucial aspects. Let's explore the advantages that set Power BI apart:

1. Interactive Visualizations

Power BI's forte lies in its ability to transform raw data into interactive and captivating visual representations. Unlike SSRS, which predominantly deals with static reports, Power BI empowers users to explore data dynamically, enabling them to drill down into specifics and gain deeper insights. This interactive approach enhances data comprehension and decision-making processes.

2. Real-time Insights

While SSRS offers a snapshot of data at a particular moment, Power BI steps ahead with real-time data analysis capabilities. Modern businesses, including those enrolling in a Power BI training institute in Bangalore, require up-to-the-minute insights to stay competitive, and Power BI caters precisely to this need. It connects seamlessly to various data sources, ensuring that decisions are based on the latest information.

3. User-Friendly Interface

Power BI's intuitive interface stands in stark contrast to SSRS's somewhat technical setup. With its drag-and-drop functionality, Power BI eliminates the need for extensive coding knowledge. This accessibility allows a wider range of users, from business analysts to executives, to create and customize reports without depending heavily on IT departments.

4. Scalability

As a company grows, so does the amount of data it handles. Power BI's cloud-based architecture ensures scalability without compromising performance. Whether you're dealing with a small dataset or handling enterprise-level data, Power BI can handle the load, guaranteeing smooth operations and robust analysis.

5. Natural Language Queries

One of Power BI's standout features is its ability to understand natural language queries. Users can interact with the tool using everyday language and receive relevant visualizations in response. This bridge between human language and data analytics simplifies the process for non-technical users, making insights accessible to all.

The SEO Advantage

In the digital age, search engine optimization (SEO) plays a vital role in ensuring your content, including information about Power BI training in Mumbai, reaches the right audience. When it comes to comparing Power BI and SSRS in terms of SEO, Power BI once again takes the lead.

With their interactive visual content, Power BI-enhanced articles attract more engagement. This higher engagement leads to longer on-page time, lower bounce rates, and improved SEO rankings. Search engines recognize user behavior as a marker of content quality and relevance, boosting the visibility of Power BI-related articles.

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Azure’s Evolution: What Every IT Pro Should Know About Microsoft’s Cloud

IT professionals need to keep ahead of the curve in the ever changing world of technology today. The cloud has become an integral part of modern IT infrastructure, and one of the leading players in this domain is Microsoft Azure. Azure’s evolution over the years has been nothing short of remarkable, making it essential for IT pros to understand its journey and keep pace with its innovations. In this blog, we’ll take you on a journey through Azure’s transformation, exploring its history, service portfolio, global reach, security measures, and much more. By the end of this article, you’ll have a comprehensive understanding of what every IT pro should know about Microsoft’s cloud platform.

Historical Overview

Azure’s Humble Beginnings

Microsoft Azure was officially launched in February 2010 as “Windows Azure.” It began as a platform-as-a-service (PaaS) offering primarily focused on providing Windows-based cloud services.

The Azure Branding Shift

In 2014, Microsoft rebranded Windows Azure to Microsoft Azure to reflect its broader support for various operating systems, programming languages, and frameworks. This rebranding marked a significant shift in Azure’s identity and capabilities.

Key Milestones

Over the years, Azure has achieved numerous milestones, including the introduction of Azure Virtual Machines, Azure App Service, and the Azure Marketplace. These milestones have expanded its capabilities and made it a go-to choice for businesses of all sizes.

Expanding Service Portfolio

Azure’s service portfolio has grown exponentially since its inception. Today, it offers a vast array of services catering to diverse needs:

Compute Services: Azure provides a range of options, from virtual machines (VMs) to serverless computing with Azure Functions.

Data Services: Azure offers data storage solutions like Azure SQL Database, Cosmos DB, and Azure Data Lake Storage.

AI and Machine Learning: With Azure Machine Learning and Cognitive Services, IT pros can harness the power of AI for their applications.

IoT Solutions: Azure IoT Hub and IoT Central simplify the development and management of IoT solutions.

Azure Regions and Global Reach

Azure boasts an extensive network of data centers spread across the globe. This global presence offers several advantages:

Scalability: IT pros can easily scale their applications by deploying resources in multiple regions.

Redundancy: Azure’s global datacenter presence ensures high availability and data redundancy.

Data Sovereignty: Choosing the right Azure region is crucial for data compliance and sovereignty.

Integration and Hybrid Solutions

Azure’s integration capabilities are a boon for businesses with hybrid cloud needs. Azure Arc, for instance, allows you to manage on-premises, multi-cloud, and edge environments through a unified interface. Azure’s compatibility with other cloud providers simplifies multi-cloud management.

Security and Compliance

Azure has made significant strides in security and compliance. It offers features like Azure Security Center, Azure Active Directory, and extensive compliance certifications. IT pros can leverage these tools to meet stringent security and regulatory requirements.

Azure Marketplace and Third-Party Offerings

Azure Marketplace is a treasure trove of third-party solutions that complement Azure services. IT pros can explore a wide range of offerings, from monitoring tools to cybersecurity solutions, to enhance their Azure deployments.

Azure DevOps and Automation

Automation is key to efficiently managing Azure resources. Azure DevOps services and tools facilitate continuous integration and continuous delivery (CI/CD), ensuring faster and more reliable application deployments.

Monitoring and Management

Azure offers robust monitoring and management tools to help IT pros optimize resource usage, troubleshoot issues, and gain insights into their Azure deployments. Best practices for resource management can help reduce costs and improve performance.

Future Trends and Innovations

As the technology landscape continues to evolve, Azure remains at the forefront of innovation. Keep an eye on trends like edge computing and quantum computing, as Azure is likely to play a significant role in these domains.

Training and Certification

To excel in your IT career, consider pursuing Azure certifications. ACTE Institute offers a range of certifications, such as the Microsoft Azure course to validate your expertise in Azure technologies.

In conclusion, Azure’s evolution is a testament to Microsoft’s commitment to cloud innovation. As an IT professional, understanding Azure’s history, service offerings, global reach, security measures, and future trends is paramount. Azure’s versatility and comprehensive toolset make it a top choice for organizations worldwide. By staying informed and adapting to Azure’s evolving landscape, IT pros can remain at the forefront of cloud technology, delivering value to their organizations and clients in an ever-changing digital world. Embrace Azure’s evolution, and empower yourself for a successful future in the cloud.

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Transform Your Career with Our Big Data Analytics Course: The Future is Now

In today's rapidly evolving technological landscape, the power of data is undeniable. Big data analytics has emerged as a game-changer across industries, revolutionizing the way businesses operate and make informed decisions. By equipping yourself with the right skills and knowledge in this field, you can unlock exciting career opportunities and embark on a path to success. Our comprehensive Big Data Analytics Course is designed to empower you with the expertise needed to thrive in the data-driven world of tomorrow.

Benefits of Our Big Data Analytics Course

Stay Ahead of the Curve

With the ever-increasing amount of data generated each day, organizations seek professionals who can effectively analyze and interpret this wealth of information. By enrolling in our Big Data Analytics Course, you gain a competitive edge by staying ahead of the curve. Learn the latest techniques and tools used in the industry to extract insights from complex datasets, enabling you to make data-driven decisions that propel organizations into the future.

Highly Lucrative Opportunities

The demand for skilled big data professionals continues to skyrocket, creating a vast array of lucrative job opportunities. As more and more companies recognize the value of harnessing their data, they actively seek individuals with the ability to leverage big data analytics for strategic advantages. By completing our course, you position yourself as a sought-after professional capable of commanding an impressive salary and enjoying job security in this rapidly expanding field.

Broaden Your Career Horizon

Big data analytics transcends industry boundaries, making this skillset highly transferrable. By mastering the art of data analysis, you open doors to exciting career prospects in various sectors ranging from finance and healthcare to marketing and e-commerce. The versatility of big data analytics empowers you to shape your career trajectory according to your interests, guaranteeing a vibrant and dynamic professional journey.

Ignite Innovation and Growth

In today's digital age, data is often referred to as the new oil, and for a good reason. The ability to unlock insights from vast amounts of data enables organizations to identify trends, optimize processes, and identify new opportunities for growth. By acquiring proficiency in big data analytics through our course, you become a catalyst for innovation within your organization, driving positive change and propelling businesses towards sustainable success.

Information Provided by Our Big Data Analytics Course

Advanced Data Analytics Techniques

Our course dives deep into advanced data analytics techniques, equipping you with the knowledge and skills to handle complex datasets. From data preprocessing and data visualization to statistical analysis and predictive modeling, you will gain a comprehensive understanding of the entire data analysis pipeline. Our experienced instructors use practical examples and real-world case studies to ensure you develop proficiency in applying these techniques to solve complex business problems.

Cutting-Edge Tools and Technologies

Staying ahead in the field of big data analytics requires fluency in the latest tools and technologies. Throughout our course, you will work with industry-leading software, such as Apache Hadoop and Spark, Python, R, and SQL, which are widely used for data manipulation, analysis, and visualization. Hands-on exercises and interactive projects provide you with invaluable practical experience, enabling you to confidently apply these tools in real-world scenarios.

Ethical Considerations in Big Data

As the use of big data becomes more prevalent, ethical concerns surrounding privacy, security, and bias arise. Our course dedicates a comprehensive module to explore the ethical considerations in big data analytics. By understanding the impact of your work on individuals and society, you learn how to ensure responsible data handling and adhere to legal and ethical guidelines. By fostering a sense of responsibility, the course empowers you to embrace ethical practices and make a positive contribution to the industry.

Education and Learning Experience

Expert Instructors

Our Big Data Analytics Course is led by accomplished industry experts with a wealth of experience in the field. These instructors possess a deep understanding of big data analytics and leverage their practical knowledge to deliver engaging and insightful lessons. Their guidance and mentorship ensure you receive top-quality education that aligns with industry best practices, optimally preparing you for the challenges and opportunities that lie ahead.

Interactive and Collaborative Learning

We believe in the power of interactive and collaborative learning experiences. Our Big Data Analytics Course fosters a vibrant learning community where you can engage with fellow students, share ideas, and collaborate on projects. Through group discussions, hands-on activities, and peer feedback, you gain a comprehensive understanding of big data analytics while also developing vital teamwork and communication skills essential for success in the professional world.

Flexible Learning Options

We understand that individuals lead busy lives, juggling multiple commitments. That's why our Big Data Analytics Course offers flexible learning options to suit your schedule. Whether you prefer attending live virtual classes or learning at your own pace through recorded lectures, we provide a range of options to accommodate your needs. Our user-friendly online learning platform empowers you to access course material anytime, anywhere, making it convenient for you to balance learning with your other commitments.

The future is now, and big data analytics has the potential to transform your career. By enrolling in our Big Data Analytics Course at ACTE institute, you gain the necessary knowledge and skills to excel in this rapidly evolving field. From the incredible benefits and the wealth of information provided to the exceptional education and learning experience, our course equips you with the tools you need to thrive in the data-driven world of the future. Don't wait - take the leap and embark on an exciting journey towards a successful and fulfilling career in big data analytics.

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SQL and NoSQL represent two distinct database management systems. SQL databases operate on a relational model, leveraging the power of structured query language (SQL) to efficiently handle and manipulate well-structured and consistent data. On the other hand, NoSQL databases are purpose-built for unstructured data, like social media posts or sensor data, utilizing a flexible data model. Their inherent scalability empowers them to seamlessly handle vast amounts of data, making them an ideal fit for cutting-edge web and mobile applications. Ultimately, the decision between SQL and NoSQL hinges on the unique requirements of the application and the nature of the data at hand.