#data warehouse modernization

[johnsongray22]

Data Warehouse Modernization Strategies You Must Know in 2024

Data warehouse modernization encompasses various approaches tailored to your business requirements. Explore the blog to learn the top strategies for modernizing the data warehouse.

[goognublog]

Data Warehouse Consulting Services | Modern Data Infrastructure

Optimize your data strategy with Goognu’s Data Warehouse Consulting Services. We help design, build, and manage scalable data warehouse solutions that ensure fast, secure, and reliable access to critical business insights — empowering smarter decision-making.

[hanasatoblogs]

Big Data vs. EDW: Can Modern Analytics Replace Traditional Data Warehousing?

As organizations increasingly rely on data to drive business decisions, a common question arises: Can Big Data replace an EDW (Enterprise Data Warehouse)? While both play crucial roles in managing data, their purposes, architectures, and strengths differ. Understanding these differences can help businesses decide whether Big Data technologies can entirely replace an EDW or if a hybrid approach is more suitable.

What Does EDW Stand for in Data?

An EDW or Enterprise Data Warehouse is a centralized repository where organizations store structured data from various sources. It supports reporting, analysis, and decision-making by providing a consistent and unified view of an organization’s data.

Big Data vs. EDW: Key Differences

One of the primary differences between Big Data and enterprise data warehousing lies in their architecture and the types of data they handle:

Data Type: EDWs typically manage structured data—information stored in a defined schema, such as relational databases. In contrast, Big Data platforms handle both structured and unstructured data (like text, images, and social media data), offering more flexibility.

Scalability: EDWs are traditionally more rigid and harder to scale compared to Big Data technologies like Hadoop and Spark, which can handle massive volumes of data across distributed systems.

Speed and Performance: EDWs are optimized for complex queries but may struggle with the vast amounts of data Big Data systems can process quickly. Big Data’s parallel processing capabilities make it ideal for analyzing large, diverse data sets in real time.

Big Data Warehouse Architecture

The Big Data warehouse architecture uses a distributed framework, allowing for the ingestion, storage, and processing of vast amounts of data. It typically consists of:

Data Ingestion Layer: Collects and streams data from various sources, structured or unstructured.

Storage Layer: Data is stored in distributed systems, such as Hadoop Distributed File System (HDFS) or cloud storage, allowing scalability and fault tolerance.

Processing Layer: Tools like Apache Hive and Apache Spark process and analyze data in parallel across multiple nodes, making it highly efficient for large data sets.

Visualization and Reporting: Once processed, data is visualized using BI tools like Tableau, enabling real-time insights.

This architecture enables businesses to harness diverse data streams for analytics, making Big Data an attractive alternative to traditional EDW systems for specific use cases.

Can Big Data Replace an EDW?

In many ways, Big Data can complement or augment an EDW, but it may not entirely replace it for all organizations. EDWs excel in environments where structured data consistency is crucial, such as financial reporting or regulatory compliance. Big Data, on the other hand, shines in scenarios where the variety and volume of data are critical, such as customer sentiment analysis or IoT data processing.

Some organizations adopt a hybrid model, where an EDW handles structured data for critical reporting, while a Big Data platform processes unstructured and semi-structured data for advanced analytics. For example, Netflix uses both—an EDW for business reporting and a Big Data platform for recommendation engines and content analysis.

Data-Driven Decision Making with Hybrid Models

A hybrid approach allows organizations to balance the strengths of both systems. For instance, Coca-Cola leverages Big Data to analyze consumer preferences, while its EDW handles operational reporting. This blend ensures that the company can respond quickly to market trends while maintaining a consistent view of critical business metrics.

Most Popular Questions and Answers

Questions: Can Big Data and EDW coexist?

Answers: Yes, many organizations adopt a hybrid model where EDW manages structured data for reporting, and Big Data platforms handle unstructured data for analytics.

Questions: What are the benefits of using Big Data over EDW?

Answers: Big Data platforms offer better scalability, flexibility in handling various data types, and faster processing for large volumes of information.

Questions: Is EDW still relevant in modern data architecture?

Answers: Yes, EDWs are still essential for organizations that need consistent, reliable reporting on structured data. However, many companies also integrate Big Data for advanced analytics.

Questions: Which industries benefit most from Big Data platforms?

Answers: Industries like retail, healthcare, and entertainment benefit from Big Data’s ability to process large volumes of unstructured data, providing insights that drive customer engagement and innovation.

Questions: Can Big Data handle structured data?

Answers: Yes, Big Data platforms can process structured data, but their true strength lies in handling unstructured and semi-structured data alongside structured data.

Conclusion

While Big Data offers impressive capabilities in handling massive, diverse data sets, it cannot completely replace the functionality of an Enterprise Data Warehouse for all organizations. Instead, companies should evaluate their specific needs and consider hybrid architectures that leverage the strengths of both systems. With the right strategy, businesses can harness both EDWs and Big Data to make smarter, faster decisions and stay ahead in the digital age.

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[rajaniesh]

Implementing Data Mesh on Databricks: Harmonized and Hub & Spoke Approaches

Explore the Harmonized and Hub & Spoke Data Mesh models on Databricks. Enhance data management with autonomous yet integrated domains and central governance. Perfect for diverse organizational needs and scalable solutions. #DataMesh #Databricks

[oliviamiller048]

Revolutionizing Analytics: How Modern Data Warehouses are Reshaping Decision-Making

In today's fast-paced and data-driven world, businesses face a constant influx of information from a multitude of sources. Extracting meaningful insights from this data is crucial for making informed decisions, optimizing operations, and gaining a competitive advantage. To meet the demands of data-driven decision-making, traditional data warehouses have evolved into modern data warehouses, revolutionizing the way organizations approach analytics. In this article, we will explore how modern data warehouses are reshaping decision-making and empowering businesses with actionable insights.

The Evolution of Data Warehousing: From Legacy to Modern

Traditional data warehouses, often housed on-premises, were designed to store and manage structured data from operational systems. They relied on batch processing and had limitations in terms of scalability and real-time data analytics. As data volumes exploded, these legacy systems struggled to keep up with the demand for faster insights and analysis.

Enter modern data warehouses, built on cloud-based infrastructure. They represent a paradigm shift in data management and analytics, addressing the challenges of data scalability, real-time processing, and diverse data types. Modern data warehouses empower businesses with the capability to process vast amounts of data quickly and efficiently, transforming raw data into actionable insights.

Key Features of Modern Data Warehouses:

Scalability and Elasticity: Cloud-based modern data warehouses offer scalable and elastic resources. Organizations can adjust their computing power and storage based on demand, ensuring optimal performance during peak usage periods.

Real-time Data Analytics: Modern data warehouses support real-time data processing, enabling businesses to analyze data as it is generated. This capability provides organizations with up-to-the-minute insights, facilitating timely decision-making.

Data Integration: Modern data warehouses excel at integrating data from various sources, including structured, semi-structured, and unstructured data. They can seamlessly ingest data from databases, applications, IoT devices, social media, and more.

Cost Efficiency: Cloud-based data warehouses follow a pay-as-you-go model, eliminating the need for upfront infrastructure investments. This cost-effective approach makes data warehousing accessible to organizations of all sizes.

Advanced Analytics Capabilities: Modern data warehouses offer built-in support for advanced analytics, including machine learning and AI. This empowers organizations to derive deeper insights and uncover hidden patterns in their data.

Reshaping Decision-Making with Modern Data Warehouses:

Faster Insights: Modern data warehouses process data in real-time, reducing the time between data generation and analysis. Decision-makers can access the latest information, enabling faster and more informed decision-making.

Data-Driven Strategy: With comprehensive data integration and analysis capabilities, modern data warehouses enable organizations to develop data-driven strategies. By relying on empirical evidence rather than intuition, businesses can refine their approaches and achieve better outcomes.

Identifying Trends and Patterns: Modern data warehouses facilitate in-depth analysis of large datasets, helping organizations identify trends and patterns that may have gone unnoticed in traditional data warehousing systems. These insights enable businesses to proactively respond to market changes and customer preferences.

Personalized Customer Experiences: By leveraging advanced analytics, modern data warehouses enable businesses to create personalized customer experiences. They can understand customer preferences, predict behavior, and offer tailored products and services.

Optimizing Operations: Data-driven decision-making extends beyond customer experiences. Organizations can use data insights to optimize internal operations, streamline processes, and enhance overall efficiency.

FAQ about Modern Data Warehouses:

Q1: Can small and medium-sized businesses benefit from modern data warehouses?

A1: Absolutely. Modern data warehouses, with their scalability and cost efficiency, are accessible to organizations of all sizes. Small and medium-sized businesses can leverage modern data warehouses to gain actionable insights, make informed decisions, and drive growth.

Q2: Do modern data warehouses replace business intelligence tools?

A2: No, modern data warehouses complement business intelligence (BI) tools. While data warehouses store and manage data, BI tools provide visualization and reporting capabilities, allowing users to explore data and create dashboards.

Q3: Are modern data warehouses secure?

A3: Yes, modern data warehouses prioritize data security. Cloud-based data warehouses implement robust security measures, including encryption, access controls, and compliance features, to protect sensitive information.

Q4: How difficult is it to migrate from a traditional data warehouse to a modern one?

A4: Data warehouse migration requires careful planning and execution. The complexity of the migration process depends on factors such as the size of the data, data structure, and the technology used. However, with proper planning and the assistance of experts, the migration can be seamless and rewarding.

Q5: What impact does data warehouse modernization have on data governance?

A5: Data warehouse modernization strengthens data governance practices. Modern data warehouses offer better data quality, standardization, and consistency, making it easier for organizations to adhere to data governance policies and compliance regulations.

Conclusion

Modern data warehouses have revolutionized the way organizations approach data analytics and decision-making. With real-time data processing, scalability, and advanced analytics capabilities, modern data warehouses empower businesses with timely, actionable insights. As more organizations embrace data-driven strategies, modern data warehouses will continue to play a pivotal role in shaping the future of business intelligence. By leveraging the power of data and analytics, businesses can unlock new opportunities, optimize operations, and stay ahead in the increasingly competitive digital landscape. Embracing the potential of modern data warehouses is not just a step towards staying relevant; it is the key to thriving in the data-driven era.

[dark-rx]

Military Leaders Warn Conservative Budget Plans Put Country At Risk

WASHINGTON (AP) — Military service leaders told senators Wednesday that passing a temporary budget that keeps defense spending largely flat will hurt readiness and efforts to modernize the armed forces. The vice chiefs of the Army, Navy, Marine Corps and Air Force said that if they don’t get additional funding, they at least need the flexibility to shift money to ensure priorities are covered. Congress has been unable to get through a full 2025 fiscal year budget and instead has passed temporary stopgap measures that largely keep funding at 2024 levels. A bill passed Tuesday by the House would increase defense spending by about $6 billion and trim $13 billion in non-defense spending, which are rather flat changes for both categories when compared with an overall topline of nearly $1.7 trillion in discretionary spending. The legislation now moves to the Senate. This would be the first year that Congress hasn’t passed a defense spending bill and will instead use a full-year continuing resolution, the military leaders said. They said that continuing the 2024 budget lines doesn’t allow the services to start new contracts, including for weapon modernization or housing and other improvements. “Ultimately, the Army can afford a large, ready or modern force, but with the current budget, it cannot afford all three,” Gen. James Mingus, vice chief of staff of the Army, told the Senate Armed Services readiness subcommittee. “Either we provide soldiers the capabilities needed to win or accept greater risks in other areas.” He warned that the Army will pay for those risks down the road, “not in delayed projects or budget adjustments, but in real-world battlefield consequences. We need to invest in the things and training our soldiers need for the next fight, not the last fight.” Other service leaders echoed his warning, noting that shortfalls in shipbuilding, maintenance and sustainment affect both the Navy and the Marine Corps. Adm. James Kilby, vice chief of naval operations, said this “will slow shipbuilding, including our amphibious warships.” Marine leaders have long complained about the lack of critically needed amphibious ships that can transport Marines at sea to combat. As of Wednesday morning, said Gen. Christopher Mahoney, assistant commandant of the Marine Corps, just 13 of the Navy’s 32 amphibious ships were available for use. And Air Force Lt. Gen. Adrian L. Spain, deputy chief of staff, said the continuing resolution will affect combat readiness in his service “to the tune of about $4 billion.” President Donald Trump and Defense Secretary Pete Hegseth have both spoken extensively about the need to focus on military readiness and lethality. But the government is also facing drastic cuts in spending and personnel, driven by the Department of Government Efficiency, or DOGE, run by billionaire Trump adviser Elon Musk. Senators acknowledged the continuing resolution presents a challenge for the military, but they provided no clear answer on whether flexibility will be built in as the spending bill heads to the Senate this week. “From a readiness standpoint, none of us think this is helpful. What would be worse, in my view, is a government shutdown,” said Sen. Dan Sullivan, R-Alaska. Sen. Mazie Hirono, D-Hawaii, questioned whether the deployment of active duty forces to the southern border is impeding training and readiness because troops are largely erecting barriers and helping border agents with intelligence, logistics and other tasks. She said having warfighters “overseeing the stocking of civilian warehouses and data entry on the (CBP computers)” doesn’t sound like the emphasis on lethality that Hegseth has promised.

[inspofromancientworld]

Caral-Supe Civilization

By Ontrvet - Own work, CC BY-SA 3.0, https://commons.wikimedia.org/w/index.php?curid=18736804

The Caral-Supe, also known as the Caral or Norte Chico, are a group of people that lived along the north-central coast of modern-day Peru from 3500-1800 BCE, contemporary to the building of the Egyptian pyramids. They also lived along the Fortaleza, Pativilca, and the Supe rivers. They are considered to be the oldest-known civilization in the Americas, predating cultures like the Olmecs by nearly 2000 years.

By I, KyleThayer, CC BY-SA 3.0, https://commons.wikimedia.org/w/index.php?curid=2441867

Though there was a complex culture, the Caral-Supe people did not leave any ceramics or evidence of other visual arts behind. They did grow cotton with irrigation, which was a very important crop for clothing and nets as their animal protein sources were marine, even among those who lived inland. This reliance on marine protein sources lead to the hypothesis called the "Maritime Foundations of Andean Civilizations' hypothesis (MFAC), in which the culture began on the coast and then moved inland to find and then cultivate cotton to support those on the coast.

By I, Xauxa, CC BY 2.5, https://commons.wikimedia.org/w/index.php?curid=2503267

In addition to maritime protein, the Caral-Supe people also ate squash, beans, guava, and sweet potato, adding avocado and achira in northern areas. More recent studies also show that maize was also grown. Prior to about 2013, it was thought that the Caral-Supe didn't have a staple food that they grew. According to Evidence for maize (Zea mays) in the Late Archaic (3000–1800 B.C.) in the Norte Chico region of Peru published in 2013, 'New data drawn from coprolites, pollen records, and stone tool residues, combined with 126 radiocarbon dates, demonstrate that maize was widely grown, intensively processed, and constituted a primary component of the diet throughout the period from 3000 to 1800 BC.'

By I, Xauxa, CC BY 2.5, https://commons.wikimedia.org/w/index.php?curid=222037

Without an artistic or written record, it's difficult to know a lot about the Caral-Supe culture. They did leave behind a vast wealth of buildings, including large pyramids. They also built settlements close together, making it perhaps the most densely populated area area during the 3rd millennium BCE, with the possible exception of Northern China. Quipu have been found, though exactly how or why they were used is uncertain, as it is with later Andean civilizations.

Credit: Caral Archaeological Zone – Ministry of Culture of Peru

Efforts have been made to extrapolate what type of government the Caral-Supe people had, including the economy, ideology, and physical bases of power would have been. Evidence for a central government include some of the structures being built in one or two large pushes and large warehouses left behind. Other economic evidence include the trade relationships between the inland and maritime groups as well as those living else where as evidenced by 'Caral] exported its own products and those of Aspero to distant communities in exchange for exotic imports: Spondylus shells from the coast of Ecuador, rich dyes from the Andean highlands, hallucinogenic snuff from the Amazon.'

source: https://www.ancient-origins.net/ancient-places-americas/unique-artifacts-shed-light-daily-life-5000-year-old-city-caral-002019

The ideology is harder to pin down because they didn't decorate their buildings. A gourd was found with what appears to be the Staff God, a depiction of a human-like figure holding instruments of power, this one being 'a leering figure with a hood and fangs' and it is the oldest such depiction. As this type of depiction is common among other pre-Colombian Andean societies, it is thought that access to deities and the supernatural was a part of the purpose of government.

By I, Xauxa, CC BY 2.5, https://commons.wikimedia.org/w/index.php?curid=2488467

Physical evidence includes a lack of damage due to warfare, including a lack of bodies that were injured in warfare, nor are there walls around the settlements. The complexity of Caral-Supe culture without the evidence of warfare or need for defense driving kin groups into larger societies is unique among those ancient societies that have been studied. Most complex cultures came about as a way to defend against others.

Further Reading:

Pyramidal structure unearthed in Chupacigarro, Peru

[maigo-san]

What are your zolu hcs?

this is inspired by a scene from the anime during Luffy's flashback post Marineford. It's the way Luffy doesn't cross Zoro's boundaries. At first, Luffy sees a lot of himself in Zoro and that's why he finds that Zoro can take the way he treated him (i.e. the manhandling, flinging around, teasing him relentlessly) and he was right to some degree, Zoro seems to tolerate pain despite not made out of gum so he does sometimes still yanked Zoro when he ran in the wrong direction and stuff like that. Zoro also does the same thing as him, pinching him, bonking foreheads, using his full power to fight Luffy, scolding or teasing Luffy back. But Luffy realizes that Zoro is an immovable force when it comes to things like sleeping or training and he stops bothering him. Sometimes he still asks Zoro to play with him as a way to share his excitement but he doesn't disturb him or poke him or steal his stuff anymore and just tap on Zoro's shoulder or his weight. Luffy doesn't even need to say anything because Zoro already knows what he wants and he also knows that his "clingy" captain likes to do this just for the sake of seeking Zoro. Sorry, it's such a small gesture but I will die on this hill because Luffy cares for Zoro as much as Zoro does for him

they call each other aibous/partners LOL either in the final saga or post-canon or when they get together. Had this idea after a Sabaody arc rewatch and saw RayRoger call each other that. Also why I find a lot of parallels between ZL and KidKiller. I find it even more fitting than right-hand man or vice-captain (but he could be all of them)

Zoro has a weird way with PDA. He doesn't do that much because he gets embarrassed by it. But he can't keep himself away from Luffy's personal space. Probably because Luffy does the same. He likes to sniff him discreetly; swing his leg on top of Luffy, acting like he was just nonchalantly chugging his beer; randomly pin Luffy down with his whole weight and falling asleep on top of him while Luffy looks so confused at first; press a palm on the back of Luffy's neck and pulling him to press their foreheads together while staring intensely into Luffy's eyes; neither of them saying anything until Nami told them to get a room; Zoro likes to bite Luffy, on his shoulder blades or his cheeks, due to cuteness aggression. He is actually the one who started it before Luffy developed a habit of biting him.

In modern AU, I really like to HC kindergarten/daycare/preschool teacher Luffy. His jobs can be pretty diverse, ranging from errand boy, to sex worker, to sumo wrestler, to boxer or MMA, to child care, to delivery service, pet sitter, warehouse operator, oil rig worker, beetle expert/scientist, and (a moot suggested) animal whisperer. Did he get a degree? maybe. Did it take him multiple tries to get a degree? could be. Did Sabo or Nami hook him up with a fake certificate? also possible. He might not even need them, this and that offered him after he helped them or something. While Zoro for me is usually pretty straightforward. A kendo athlete or teacher, anything by Luffy's side, bounty hunter or a hitman, or he gets paid to do the math equations in his classmates' assignments. At one point he was offered a data analysis or statistics job where he didn't last for a week because he got bored, had a bad attitude, and was often late due to getting lost

I have so many zl hcs I have not made any fanwork of, but these are the ones I thought abt at the top of my head so I hope you enjoyed it. Let me know what you think.

Bonus mature one to make this five hcs in total

Luffy bottoms, Zoro tops. Sometimes, Zoro is more of a side or touch-me-not, so they would use toys, hands, or tongues. Luffy looooves Zoro's mouth, almost more than getting dicked down. They either have quickies almost every day or they can go months without having sex so they don't have it planned out and they don't really experiment. One or both of them will just ask the other if they're horny or not, if they want to let off steam or not and just go at it. Zoro finds more pleasure in Luffy's reactions and looks than his own while in return, Luffy lets him in his most vulnerable state and gives him all his unbridled attention. Oftentimes, Zoro does it because he misses Luffy.

[th-luckystar]

May Trope Mayhem day 04 @duckprintspress

Modern Au with power/magic  story in Mo Dao Zu Shi

Lan Wangji wake-up in a strange place, soon noticing that he was tied to a chair by his arms and legs.

The last thing he remembered was that he just finished his usual patrol and was turning in for the night when some black shadow surrounded him.

Then he awaked

He couldn't see much but it looked like some kind of warehouse, and it was empty for what he could sense. So he started trying to see if he could break the ties binding him, not much luck with his legs but his arms were a possibility.

But when he was going to try freeing himself the shadows around the warehouse started moving.

“I wouldn't do it if I were you”. A melodic voice sings songs behind him. “It's rude to free oneself before we have the chance to talk.”

Straightening his back, Lan Wangji didn't give the other the pleasure of seeing him try to find where the voice was coming from, instead he kept looking forward.

“Who are you?” He asked his captor. 

“Oh? I’am pretty sure you know who I am, Hanguang-Jun” The voice came close to him, the shadow thickening and darking. “I know how the league of heroes have being trying to find me, and that you was one of those who are looking”

The last part was whispered close to his ear.

Indeed he was one of the heroes responsible to track and locate one villain that was breaking in the Jin’s research facilities, destroying all the datas and sometimes attacking researchers. The League didn't identify his motives or affiliations, but know that he is using shadows and other abilities and for that they start calling him by one name.

“The Yiling Patriarch” He stated.

“See? Not so difficult.” The smile was clear on his voice. The shadows are dancing around him until they part right in front of him to reveal a tall man, using dark and red traditional clothes with long sleeves, long hair that obscure his face.

Lan Wangji kept silent, staring right ahead, not even bothering to look into the villain's eyes.

“What?” The Yiling Patriarch asked, tilting his head a little. “Nothing to say?”

Lan Wangji just looked at him for a moment, then looked away unimpressed.

“So silence or Hanguang-Jun” the man mused. “That's a shame, handsome but not even a smile.”

Lan Wangji frowned, that get him angry. He turned to the man again, ready to chastised the man for the improper conduct when he sees a little head peeking from behind the man legs.

“Whites ge-ge is very pretty!” confirmed the little voice, surprising the Yiling Patriarch that jumped with wide eyes, shadows clearing instantanly from the warehouse.

“A-Yuan!!!” cries in a much more high voice than when he was talking before, making the child giggle. “What you doing here? I told you to stay in the living room.”

“But the coach is on fire.” The boy stated smiling innocent, no even noticing the serious of the hole situation. The eyes of the man get wide a second time and he flies to somewhere behind were Lan Wangji was sitting.

A door banged loud somewhere.

What was happening? Lan Wangji asked to himself.

He was kidnap by the villan that he was tracking, how apparently have a take a children hostage and was keeping them in a dangerous place that was susceptible to fire.

His contemplations was interrupted when something, or more someone hugged his leg that was still bonded to the chair. Looking down, he sees the boy grinning to him.

“HI! My names A-Yuan!!” The boy chirped.

“Hello A-Yuan, I am Hanguang-Jun.” Lan Wangji says. Normally kids would jump when hearing his hero's name mut the boy just smiled again and stay happily hugging his leg.

He was just to ask the kid if he was alright and what the Yiling Patriarch was doing with him when he heard the said man returning.

“Everything safe! The fire extinction talisman worked” he said apparently to no one in expecific. Then, praisingthe boy he said. “A-Yuan was very smart in come get me, well done”

Then he notice that the boy was hugging Lan Wangji and hunffs.

“Aya, A-Yuan!!” putting his hands in his waist he reprimanded. “What I said about hugging people legs?”

“But I like White ge-ge!!” The boy declared.

“That doesn't make it alright…” the Yiling Patriarch grumbled. Then he picket the kid and hold him sitting in his waist. “What a do with you, uhm?”

“You should give him back to his parents.” Lan Wangji interrupted and the man blinked to him looking like he forgot that he had him hostage.

“Oh? But a birth him myself.” The other replied innocent, and Lan Wangji scolded himself for assuming, until the Yiling Patriarch started laughing. “Ah! You believed! It's a joke…”

A sneeze from A-Yuan cut his speech, then a fire started in his sleeve.

“Oh shit!!” The man jumped and then shadows muffled the flames erasing it. It was quick but was obviously the ability of the child, the problem was:

“He is too young to already have powers.” Lan Wangji state, it's supossed to be a accusation but then the Yiling Patriarch says.

“Indeed, he is.” He's angry. “To young, but the league was using him as a test subject from their research.”

Lan Wangji esitedd. He didn't know about this, the Jin’s were responsible about the research in the league…

“Tell me, Hanguang-Jun.” The Yiling Patriarch challenges. “How can one call yourself a hero when they do this with children?”

“I didn't know nothing about this.” He assured him. “But I swear that I will find the true about it.”

The Patriarch looks him in the eyes for a moment, then probably believe him, because he says.

“Then make sure you do.” He gesture with the hand and the shadows engulfed Lan Wangji again.

He awake in his apartment. Getting up he calls his brother, there's a job to do.

[pancakeke]

I have worked as the sole data analyst here for years and understand our database well enough that I've been asked to fill in for dev to identify site errors on several occasions. I still need to request table access piecemeal from dev, and my requests are almost always met with resistance questioning why I would possibly need the only source for data behind something benign (like order shipments).

after providing my reasoning (it's the only way to get tracking number data) my responses are typically ignored for 4+ weeks before receiving the permission. sometimes my tickets are closed or hang for months and I don't get shit though.

a new warehouse manager dug up a bunch of reports last used nearly a decade ago which pulled data from obsolete tables and woefully depreciated views. he requested access to all of those data sources and received the permissions right away. now im trying to modernize his shit before the info he's using causes problems.

i need a new job.

[johnsongray22]

What are the Advantages of Data Warehouse Modernization in 2024?

Unlock the potential of your business data with our blog on data warehouse modernization. Learn the benefits, steps, and reasons to upgrade for better decisions and performance.

[bodybeyondstories]

dicks keep growing around me - 1 (Myron)

Until recently, Myron was oblivious to the fact that dicks would get mysteriously bigger the longer someone hung out with him. He begins putting the pieces together as his boss, Miguel, starts going through all too familiar changes below the belt.

2 - Next

dick growth // huge cock

2222 words

(I couldn't get this phrase out of my head and I thought it was funny, so I'm seeing where it leads)

---

“Dicks keep growing around you?”

“Yes,” I said. “Or at least I think. It’s not exactly an airtight theory, but there are some examples.”

“And it just…happens,” responded my supervisor Miguel.

“Apparently.”

“And it’s happening to me?”

“Pretty sure.”

So I have a theory. Maybe just a hunch, I don’t know. And I’m not doing it on purpose, but I’m pretty sure I’m the cause. For lack of a better way of saying, dicks keep growing around me. And I don’t mean chubbing up, I mean literally growing. Like adding on real, tangible inches with no end in sight. It’s very slow, and I think it comes down to how often we’re in close proximity, but if you spend enough time around me, you may end up with more, sometimes much more, below the belt. I don’t have any idea how this works, but I wish I did. I’m still just piecing clues together.

So I guess Exhibit A would be my boss, Miguel. I do a lot of temporary contract work, which isn’t ideal, but allows me to string together rent while working on some of my own creative freelance stuff. I was hired onto this project six months ago to restructure the data management system of a small, local startup and they miscalculated the resultant shift in office space. After a series of awkward corners and at least one broom closet, they decided to just stick me in Miguel’s office. Miguel requested it actually. He figured I would be of more use working in tandem with him than I would blocking everyone’s path to the bathroom. 

I was less than pleased to look like his makeshift corner secretary, and honestly I’ve dealt with much worse, but he didn’t mind. In fact, he seemed to welcome the company. Miguel kept a tight beard and even tighter fade, always perfectly put together in what looked like one-step-below-designer business casual, with the cherry on top being the neon purple and green barefoot shoes he tended to wear to work. I would’ve been annoyed if not for the fact that he was a genuinely nice, thoughtful guy, and more than just a captivating smile. Plus, I came around on his use of a balance ball chair once I was introduced to his tight butt clad in well fitting slacks. Not that I ever really thought about him that way.

So we shared a space and had a congenial enough dynamic. We both had similar tastes in some of the experimental music scene locally and would even go out to some shows together. Also he’s a self professed menswear expert and started systemically giving my wardrobe a much needed overhaul. So I found it odd when his usual form fitting, modern pants began to lose their flair.

At one point, he chalked it up to seasonal shifts, trying out some new, looser looks for the spring. Not to mention baggier, boxier styles had been taking the place of slim fit jeans and tight shirts, at least according to him. A few times he texted me in the morning, saying he was running late because of a ‘wardrobe malfunction,’ which I never thought much of. I had come to expect him cycling through three or four outfit changes before he finally made it out. 

For a while it seemed like he might’ve just been getting the wrong fit, since he developed a habit of adjusting his crotch often, or even wincing slightly when he sat down too hard. And I had had multiple friends and partners with similar issues, so offered some tailoring tips, but he didn’t want to dwell on it.

I got a good idea why when we went to a show together one evening. A DJ we both liked was playing a set at a warehouse on a Thursday night, and we figured we had to go. We’d bring a change of clothes, work late on Thursday, then roll into the office late Friday morning. We could even call it a team meeting or professional development or something. 

The show was euphoric. I felt like I was rising up and outside of myself as our bodies bounced on the packed dance floor, in so small part due to the haze of surprisingly strong drinks and party drugs. While Miguel seemed to be enjoying it, he was still preoccupied with the constant need to readjust his crotch. I had seen him in this pair of skinny leather pants–his ass alone was unforgettable–but they seemed especially constricting. 

“Told you you’d look great in those pants,” came Miguel’s familiar voice in my ear. He never missed an opportunity to brag about being my personal stylist, but I had to admit I looked better than expected. However, I didn’t expect Miguel’s strong hands to linger on my hips, nor did I expect myself to close the rest of the gap between us. I’d been catching guys checking us out all night and I was feeling myself, so I thought Fuck it, as we began grinding to the rhythm. Maybe it was the fantasy of the moment or whatever I was on, but the bulge in Miguel’s pants felt major, and his crotch was radiating heat.  

Suddenly, Miguel’s hands tensed up and he pulled away, his hand trailing against my lower back as he turned to leave. I asked if he was doing alright and he sputtered something about needing to piss, quickly disappearing into the crowd. I didn’t think much of it, and quickly got lost in the crush of moving bodies, and more than a few lingering caresses just below my hips. To say I was getting hot and bothered was an understatement and eventually I realized that I also needed to relieve myself, aiming in the vague direction of the bathroom but quickly getting lost in the crush of the crowd. Eventually I stumbled into a back alley, a rush of chill spring night air hitting my lungs as the party thumped through the wall behind me.

I turned my head at the sound of a deep sigh of visceral relief, looking to the left to see Miguel, eyes closed and head thrown back as he pissed loudly against the side of the wall. I wasn’t exactly in my right mind, and didn’t stop myself from glancing at his cock, which, semisoft, was hanging halfway down to his knees, jiggling comically as he shook off the last drops. It wasn’t just massive, it was beautiful, majestic under the streetlight, draped in shadow by Miguel’s outstretched arm, other hand bracing against the wall.

“Sorry,” he said, making me quickly realize that while my eyes were hyperfocused on his schlong, his were on me watching me hyperfocus on his schlong. “There was a line to the bathroom and it was about to be a photo finish,” a slight smile turning up his lips as he saw me finally draw my eyes away from his stunning dick.

“I, uh, was just about to join you,” I replied, deliberately keeping my eyes on his as he struggled to fit his prodigious cock back into his pants, by some miracle getting the zipper up after a few tries.

The awkwardness must’ve been my own anxious imagination, as the next day at work he actually seemed more relaxed than he had in a while, his bubble butt perched on his exercise ball chair as he sat with a leisurely spread, his bulge plainly visible. I guess the secret’s out, I thought. At least between us.

—

When the summer sun had come to stay, and my contract was wrapping up, he proposed an office hiking trip at one of his favorite trails, a moderately strenuous 3.5 mile track that led to an impressive waterfall tucked away just outside the city. I hadn’t been, but was familiar with it because my roommate, Ty, worked in the kitchen at a bar nearby that was kind of the post-hike spot. My apartment, according to Miguel, was “on the way” to the trailhead. I begged to differ, but he insisted on the kind gesture of giving me a lift, until we reached the compromise of me getting a ride home with Ty when their shift ended. So Miguel picked me up from my place, decked out in hiking boots, thick socks, a breezy short sleeve button down, and some five inch linen shorts with a sizable bulge. I had already caught a glimpse of his dick, so I wasn’t surprised by what looked like rolled up tube socks tucked into his crotch, but this looked bigger than I remembered. 

And I don’t think I was the only one who noticed either. Miguel was certainly the center of attention when we met up with the others at the trailhead, albeit delightfully oblivious in his excitement to take us on this outing. And it looked like I may have missed the memo about the dress code. All the other guys were wearing similar short shorts, showing off their own respectable bulges–though not as impressive as Miguel’s.

As we set off down the trail, Miguel took an early lead, looking like he had no intention of slowing down. As we settled into a rhythm, I found myself consistently a few steps behind him–admiring more than the view of the scenery–with the rest of the group farther back but still within earshot. I began to think that Miguel should’ve stuck to the breezy bottoms he had fallen into wearing, because he was constantly adjusting the hem of his shorts as they dug into his meaty quads. At times, he seemed visibly uncomfortable. 

As we reached a bend in the trail with a makeshift bench, we decided to take a breather and let the others catch up. Miguel’s shirt was glued to the middle of his back by a trail of sweat that ran down to his butt crack. I had trouble noticing anything else as he bent over and rested his hands on his knees, pushing his tight butt in my direction as he caught his breath.

From behind, the crotch of his pants looked overstuffed and straining at the seams. I thought it must have been my exhausted brain and overactive imagination until with a soft rip, the crotch of his shorts gave out, his dick gracefully bobbing two thirds of the way to his knees, definitely bigger than before and paired with some proportionately huge nuts. Miguel, his cock now freed of its constraints, let out a sigh of relief before apparently coming to the realization of the cool breeze on his oversized genitals. 

Hearing the others approaching, I sprang into action, pushing him off the trail and just behind a stand of bushes, hoping passers by would assume he was relieving himself and keep moving. 

“Sorry,” he said. “I brought up a backup pair just in case, give me one second.”

“A backup pair?” I asked, wanting to respect his privacy but also betraying my own fascination with this super dick that I had now been introduced to twice.

“Yeah, I thought I wouldn’t have an issue yet with these pants, but wanted to be careful.”

“What do you mean issue?” I asked. “And what do you mean yet?”

“I don’t know, I think I need to see somebody about this, it’s like–” he was cut off by one of their co-workers catching up to them on the trail. He quickly finished changing and stuffed his cock back in his shorts, shooting me a brief look of thanks.

—

Thankfully, the rest of the outing passed without incident. We actually had a great time, and Miguel was certainly correct about the waterfall being worth the aggravation. A few of the guys even waded in to cool off, inadvertently revealing some very heavy bulges through the thin, wet fabric of their shorts. Miguel hung back. 

We got drinks afterward and it was obvious Miguel was a post-hike usual. As the afternoon wore on to evening, everyone fell away slowly, until it was just the two of us. He insisted on hanging around until Ty could take me home, and I would’ve staunchly refused if not for how much I enjoyed his company–and how he would’ve stayed against my wishes anyways.

He hadn’t really been drinking–concerned about everyone else having a good time, in typical Miguel fashion–but I had maybe had more than I should. During a lull in the conversation, he leaned in slightly and said “Thanks for the save back there. Would’ve never lived it down at work.” 

“To be honest, I was not expecting all that,” I said, trying to be careful not to push boundaries too far too fast. 

“Honestly, me neither,” Miguel responded, his eyes widening slightly as he glanced into the distance. “TMI, but I’ve been kind of having a late growth spurt the last six months. Or something.”

And well, this is when the pieces finally started to come together. I had had hunches and musings over the years about my propensity to meet some truly noteworthy cocks, but something deep in my brain felt compelled to ask “When did it start?”  

With a thoughtful look in his eye, he glanced at me and said, “Around when you showed up. You might be my lucky charm.”

This is when it finally clicked.

[bryantselectricalltd]

Managing Electrical Projects with Precision: Bryant’s Contractor Services Unpacked

When it comes to handling complex electrical systems and large-scale power needs, experience and precision are key. As a trusted electrical contractor in Red Deer, Bryant’s Electrical Ltd. stands at the forefront of quality and innovation. Whether you’re building a new facility, upgrading an outdated system, or managing ongoing maintenance across multiple properties, Bryant’s Electrical delivers seamless project execution from start to finish.

Understanding the Role of an Electrical Contractor

An electrical contractor is not just someone who wires a building — they are the backbone of any construction or renovation project that involves electricity. From planning and design to installation, inspection, and maintenance, the electrical contractor plays a crucial role in ensuring safety, functionality, and long-term efficiency.

Bryant’s Electrical Ltd. brings a wealth of experience to every project, managing all phases with clarity and care. Their approach includes:

Detailed project scoping and planning

Permitting and regulatory compliance

Material procurement and scheduling

On-site supervision and coordination with other trades

Quality assurance and post-installation support

By integrating best practices with cutting-edge tools and technologies, Bryant’s ensures each project runs on time, within budget, and up to code.

Tailored Electrical Solutions for Every Sector

Bryant’s doesn’t believe in a one-size-fits-all model. Their project management strategy is adapted to the specific needs of residential, commercial, and industrial sectors.

🏡 Residential Projects: Safe, Reliable, and Smart

For homeowners and developers, Bryant’s Electrical offers complete residential contracting services, including:

Custom wiring for new homes and renovations

Circuit breaker and panel installations

Smart home and automation systems

Lighting design and fixture installations

Generator and backup power systems

Their electricians work closely with builders and homeowners to ensure the final result matches both design goals and safety requirements. Whether it’s a modern home with energy-efficient lighting or a vintage property in need of an upgrade, they deliver reliable, future-ready systems.

🏢 Commercial Projects: Built for Business

Electrical demands in commercial settings can be intense, especially for businesses that rely on consistent, high-performance energy delivery. Bryant’s Electrical helps businesses minimize downtime and maximize productivity with services like:

Retail, office, and warehouse electrical layout

LED retrofits and lighting automation

Security system and data cable wiring

Electrical panel upgrades

EV charging station installations

Bryant’s works efficiently around business schedules, often completing major upgrades during off-hours or in phases, so operations don’t stop. They also offer maintenance contracts to keep systems running smoothly year-round.

🏭 Industrial Projects: Powering Large-Scale Operations

Industrial environments require robust electrical systems capable of supporting heavy equipment, automation processes, and strict safety regulations. Bryant’s is well-equipped to deliver electrical contracting for:

Manufacturing plants

Food processing units

Oil & gas facilities

Agricultural and greenhouse systems

Control panel and motor wiring

Their team collaborates with project engineers, plant managers, and safety inspectors to ensure all systems are designed with precision, resilience, and regulatory compliance in mind.

End-to-End Project Management

What sets Bryant’s Electrical Ltd. apart is their comprehensive project management approach. They handle all aspects of the project lifecycle, including:

1. Initial Consultation & Site Evaluation

They start by understanding your specific needs and evaluating your site’s power demands, layout, and compliance requirements.

2. Design & Engineering

Their in-house experts draft a custom electrical plan that balances performance, safety, and efficiency. They also coordinate with architects, engineers, and general contractors to ensure flawless integration.

3. Permitting & Code Compliance

Bryant’s takes care of all permitting and inspections required by Red Deer authorities, ensuring your project meets local and national electrical codes.

4. Installation & Construction

Their licensed electricians install and test all components with strict attention to detail, whether it’s a residential smart panel or an industrial control system.

5. Testing & Handover

After installation, they conduct thorough testing and walk you through the final setup, ensuring you’re confident in the system’s use and upkeep.

6. Post-Installation Support & Maintenance

Even after project completion, Bryant’s stays available for troubleshooting, scheduled maintenance, or future upgrades.

The Bryant’s Electrical Difference

✅ Licensed, Insured, and Experienced

Every project is handled by trained professionals who carry the necessary certifications and insurance. Their experience spans a wide range of project types and sizes, making them a versatile choice for any job.

✅ On-Time, On-Budget

Bryant’s believes that great service is about more than just technical skills — it’s also about dependability. They stick to project timelines and provide accurate cost estimates with no hidden fees.

✅ Innovative and Energy-Efficient Solutions

From LED conversions to green energy integration and smart home automation, Bryant’s Electrical stays ahead of the curve, offering clients the most efficient and forward-thinking solutions available.

✅ Strong Communication and Transparency

Clients receive consistent updates throughout the project. Whether it’s a simple fixture upgrade or a multi-phase construction site, you’ll never be left in the dark.

Real Project Highlights in Red Deer

🔧 Commercial Office Fit-Out

A real estate office in central Red Deer needed a complete electrical overhaul, including smart lighting, workstation power setups, and HVAC controls. Bryant’s completed the project ahead of schedule while coordinating with HVAC and IT teams to ensure a smooth rollout.

🔧 Industrial Equipment Installation

A food production company hired Bryant’s to manage electrical integration for new packaging machinery. The team designed and installed motor controls, PLC wiring, and emergency shut-off systems, reducing the client’s energy consumption by 18%.

🔧 Residential Energy Upgrade

A growing family needed solar backup, panel upgrades, and child-safe outlets for their home. Bryant’s delivered a solution that balanced modern tech with family-friendly safety features.

Partnering with Builders, Developers & Engineers

Bryant’s Electrical Ltd. regularly works alongside general contractors, real estate developers, and engineering consultants. Whether it’s a single custom home or a multi-unit commercial buildout, they bring deep project coordination experience and proactive communication to every collaboration.

Their ability to forecast project risks, manage timelines, and solve challenges in real time makes them a valuable asset on any job site.

Safety and Compliance: No Compromises

At Bryant’s Electrical, safety is non-negotiable. Their entire crew follows strict safety protocols and undergoes regular training in the latest electrical standards and occupational health guidelines. Their commitment to safety extends to:

Fall protection

Lockout/tagout procedures

Arc flash awareness

Fire prevention systems

CSA and NEC electrical code compliance

Clients can rest assured that their project is being handled not just skillfully, but safely — protecting people, property, and productivity.

Ready to Start Your Project?

Whether you’re looking to build from the ground up, upgrade existing infrastructure, or plan future electrical expansion, Bryant’s Electrical Ltd. is your go-to partner in Red Deer. Their streamlined process, commitment to quality, and wide-ranging experience ensure that no matter the size or scope of your project, it’s in the right hands.

Conclusion: Managing electrical systems requires far more than just basic wiring — it demands foresight, expertise, and coordination. Bryant’s Electrical Ltd. brings all that and more to every project they undertake. If you’re looking for a reliable commercial electrician in Red Deer who can manage your electrical project with precision and professionalism, look no further than Bryant’s Electrical Ltd.

[meret118]

By design, the details of how "freedom cities" would be established are laden with legalese like "federal enclaves with special economic and jurisdictional zones" or "interstate compacts." In practice, the plan is straightforward. Advocates want the federal government to set aside land to build cities exempt from federal and state laws. Instead, the cities would function as mini-dictatorships, where the CEO of each town runs everything, and the people who live and work there are subject to the boss's whims. It would be like being an employee of a controlling company, except you don't clock out at the end of the day or have a life — or rights — outside of what the boss allows you.

Along the way, DOGE also gained access to untold terabytes of data. Trump had given Musk and his operatives carte blanche to tap any unclassified system they pleased. One of their first stops: a database previously breached more than a decade ago by alleged Chinese cyberspies that contained investigative files on tens of millions of US government employees. Other storehouses thrown open to DOGE may have included federal workers’ tax records, biometric data, and private medical histories, such as treatment for drug and alcohol abuse; the cryptographic keys for restricted areas at federal facilities across the country; the personal testimonies of low-income-housing recipients; and granular detail on the locations of particularly vulnerable children.

What did DOGE want with this kind of information? None of it seemed relevant to Musk’s stated aim of identifying waste and fraud, multiple government finance, IT, and security specialists told WIRED. But in treating the US government itself as a giant dataset, the experts said, DOGE could help the Trump administration accomplish another goal: to gather much of what the government knows about a given individual, whether a civil servant or an undocumented immigrant, in one easily searchable place.

WIRED spoke with more than 150 current and former federal employees, experts, and Musk supporters across more than 20 agencies to expose the inner workings of DOGE. Many of these sources requested anonymity to speak candidly about what DOGE has done—and what it might do next.

-----

Excerpts under the cut:

Soon afterward, as WIRED first reported on February 4, a 25-year-old former X engineer named Marko Elez was granted the ability not only to read the code in the Treasury systems but also to write—or change—it. With that level of access, he (or anyone he reported to) could potentially have cut off congressionally authorized payments, effectively allowing Trump or Musk to exercise a line-item veto. More immediately ominous to people familiar with the systems was the possibility that, by tampering with the code, Elez could cause the systems, in whole or in part, to simply stop working. “It’s like knowing you have hackers on your network, but nobody lets you do anything about it,” a Treasury employee told WIRED.

. . .

Initially, Flick and officials from the CIO’s office determined that Bobba would be given anonymized, read-only access to records in the Numerical Identification System, which contains information on everyone who has ever applied for a Social Security number. On February 15, Bobba reported that there were issues with the dataset he’d been provided. Russo demanded that Bobba be given full access to “everything, including source code,” Flick recalled. This included the SSA’s Enterprise Data Warehouse, which contains the “names of spouses and dependents, work history, financial and banking information, immigration or citizenship status, and marital status,” according to Flick’s affidavit.

Later that day, the chief information officer for the whole federal government—a political appointee working out of the Office of Management and Budget—issued an opinion to Russo granting Bobba the access. Flick retired. In her affidavit, she expressed serious concerns about the potential for SSA records to be “inadvertently transferred to bad actors” and about “incredibly complex web of systems” being “broken by inadvertent user error.”

. . .

Later that month, DOGE imposed a $1 spending limit on federal employee credit cards. The move instantly roiled agencies from the National Park Service to the National Institutes of Health as employees scrambled to buy basic necessities to do their jobs. Yet again, DOGE’s move-fast ethos would put Americans’ personal data at risk.

At one SSA office, a manager confirmed to his staff that he could no longer pay the company that shreds sensitive documents. “We print a lot of shit daily,” one SSA employee told WIRED. “Stuff with people’s names, addresses, phone numbers, SSNs, bank accounts, you name it. We have giant locking trash bins we put it in, and we pay a shredding company to empty them every month.” With the new $1 limit, the employee said, a “stockpile” of sensitive data was growing, leaving workers with two options: “Shred it ourselves on regular office shredders—of which we have two, I think, and so it would take forever—or just sit on it while it piles up.”

[llycaons]

techy modern AU wwx in his 20s should be squatting in an abandoned warehouse with wen qing and wen ning and twelve of their cousins and hooking up wires to steal electricity from the neighboring fish factory and getting his wifi from a jerry-rigged contraption that bounces a signal off the jin's hotel building and selling his 3D printing designs online and working on a case to get the other wens imprisoned for labor rights violations and cracking down on whistleblowers. not. founding a data security company and making. AI