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Reinvent Analytics Governance with Semantic Layer and Data Catalog Fusion

 By Mr. Pratik Jain, Senior Technical Architect, Kyvos Insights:

Imagine driving in a city without proper traffic rules and road signs. Chaos would ensue and streets would appear like an unregulated maze of pathways, leading to accidents and delays. Likewise, in today’s vast digital landscape, data is the intricate web of roads connecting various districts in the bustling city of business and data without analytics governance is like a road network without traffic regulations. It results in confusion, inefficiency and unreliable outcomes.  

Analytics governance acts as the traffic control system, guiding data flow and ensuring a seamless journey toward informed decisions. It is a set of policies, processes and standards implemented within the organization to ensure that data analytics and business intelligence activities are conducted ethically, responsibly and effectively. 

Now that we have established what analytics governance can do for your organization let’s see how you can strengthen your analytics governance. 

Empower Tomorrow by Fortifying Your Analytics Governance Now 

In an era of constant cyber threats and ever-growing data volumes, safeguarding organizations from potential legal and reputational risks is paramount. Thus, strengthening your governance framework is not only a must-have today, it’s a need that:  

  • Assures data accuracy and reliability  
  • Enables accurate decision-making   
  • Facilitates compliance and data ethics  
  • Encourages standardization and consistency  
  • Improves operational efficiency  
  • Ensures security and mitigates risks  

Now, the question is how to make your analytics governance robust with respect to all of the roadblocks that hinder an organization’s data discovery and governance policies. 

Barriers to Analytics Governance 

Delving into analytics governance comes with its own set of challenges. Integrating data from various sources, especially with diverse formats and structures, can be tricky. And with the rapid pace of technological advancements, businesses often outpace governance policies, which creates a gap between existing frameworks and emerging tools. Additionally, with the rise of data democratization culture, making data accessible to enterprise-wide users for legitimate use with stringent security measures while ensuring that sensitive information is protected becomes a challenge. Let’s investigate some of the reasons behind the challenges in establishing analytics governance: 

  • Data Inconsistency and Ambiguity: In large organizations, users of different departments may interpret the same data differently, leading to inconsistent analyses and impaired decision-making. This lack of uniformity can impact the reliability of business insights derived from analytics.  
  • Lack of Data Understanding: Users often face challenges in understanding the context and origin of data. Without a clear understanding of where the data is coming from and where it’s intended to be used, there lies a high probability of misinterpretation and misuse of information. This lack of understanding hinders the efficacy of data-driven decision-making.  
  • Data Security and Compliance: Ensuring data security, privacy and compliance with regulations like GDPR is paramount for every organization. It’s often complex to manage these aspects, especially when it demands meticulous metadata management for analytics governance. 
  • Poor Data Discovery: Finding data-driven insights from massive data is extremely difficult for business users. Inefficient data discovery processes often lead to wasted time and resources spent searching for accurate datasets. This inefficiency can delay decision-making and impede operational efficiency.  
  • Inefficient Change Management: Due to evolving business needs, data sources and schemas are subject to change. Without proper governance mechanisms, it becomes cumbersome and time-consuming for organizations to manage these changes. Organizations must address the changes efficiently, ensuring that analytics models and insights remain relevant and accurate over time.  
  • Lack of Collaboration: Siloed data and a lack of collaboration among teams hinder a holistic understanding of data. When teams operate in isolation, they miss out on valuable insights that interdisciplinary collaboration can provide. Breaking down these silos is vital for a comprehensive understanding of data and its potential applications.  
  • Data Quality Issues: Poor data quality results in inaccuracies, incompleteness and inconsistency, directly impacting the accuracy and reliability of analytics results. This results in flawed insights and incorrect decision-making, thus affecting the overall business performance.  
  • Difficulty in Data Governance: Enforcing adherence to data governance policies, standards and best practices is challenging without a centralized governance framework. Effective data governance ensures that data is used responsibly, ethically and in line with organizational objectives. A robust governance framework comes in handy to maintain data integrity and facilitate trustworthy analytics processes.  

Overcoming these challenges requires a dynamic and adaptive approach to analytics governance in the ever-evolving landscape of data and technology. By integrating the data catalog and semantic layer, organizations can bring the full spectrum of data discovery and governance policies in place and make their analytics governance framework robust.  Let’s first understand what a data catalog and semantic layer are. 

What is a Data Catalog and Semantic Layer? 

A data catalog is a centralized repository that organizes, manages and describes an organization’s data assets in a systematic and structured manner. It acts as a comprehensive index that provides detailed metadata, lineage information and contextual insights about various data sources, datasets and files within an organization.  

On the other hand, a semantic layer is a virtual layer within a data analytics environment that bridges the gap between technical data structures and business users. It acts as an intermediary between raw data sources and end-users and provides a common business language and consistent definitions for data elements.  

Empowering Insights with the Fusion of Semantic Layer and Data Catalog 

Data catalog and semantic layer both play a pivotal role in analytics governance. A data catalog centralizes data assets, ensuring a unified view while enhancing data discovery, promoting collaboration, and empowering self-service analytics. On the other hand, semantic layers offer a simplified, standardized view of data, enabling consistent interpretation and analysis. Integrating the semantic layer and data catalog enhances transparency and promotes data understanding. This empowers organizations to establish robust and effective data governance. Let’s see how –  

Data Standardization: Kyvos adds a universal semantic layer in your cloud analytics architecture to centralize and standardize data logic and business vocabulary in one place, ensuring a consistent understanding of data across the organization. In a similar manner, a data catalog offers detailed metadata, reducing ambiguity about data sources and definitions.  

The integration of semantic layer and data catalog can not only ensure a consistent and standardized comprehension of data but also offer in-depth insights, facilitating clarity and accuracy in analytics. Users can benefit from a comprehensive and well-defined data environment and improve their decision-making processes. 

Enhanced Data Understanding: Kyvos’ universal semantic layer tailors data according to user needs and offers contextual information about data elements, relationships, and business rules. It shields the business perspective from intricate data details, enabling users to explore and utilize data independently. Complementarily, a data catalog enriches users’ knowledge by documenting data lineage and transformations.  

Combining the data catalog with the semantic layer enhances overall data comprehension. This integration not only deepens understanding but also empowers users to ask insightful questions, leveraging the organization’s assets effectively to find precise answers. It promotes a culture of informed decision-making and strategic utilization of data resources. 

Data Governance and Compliance: A data catalog excels at tracking sensitive data elements and enforcing access controls, while Kyvos’ semantic layer implements multi-level data security and governance policies, including advanced security measures such as row and column-level security, data masking, LDAP/AD, SSO, SSH, and encryption, ensuring that only authorized users can access sensitive data.  

Integrating a data catalog and semantic layer offers an exhaustive approach to data security and governance. Pairing a semantic layer with a data catalog allows organizations to establish a consistent, intuitive, robust and versatile approach to data security. This unified solution provides unparalleled protection for sensitive data, promoting a secure environment for data access and analysis. 

Improved Data Discovery: Data catalog serves as a centralized repository, enabling users to search and filter datasets based on metadata attributes. When integrated with the semantic layer, this data catalog experience is elevated. Kyvos’ linked domain-level semantic layer provides a unified view and a user-friendly presentation of data, allowing users to explore datasets through a standardized interface.  

This integration of the data catalog with semantic layer streamlines the data discovery process, making it more efficient, intuitive and user-friendly. Users can easily find, filter, and understand relevant datasets, improving their overall experience and productivity when working with data. 

Efficient Change Management: Kyvos’ semantic layer abstracts intricate data details, simplifying the process of managing changes centrally for business users. This is complimented by the data catalog which monitors metadata alterations and offers insights into how these changes affect existing analytics assets.  

By combining these capabilities of the semantic layer and data catalog, organizations gain comprehensive control over their data environment. Business users can handle changes seamlessly through the semantic layer, while the data catalog ensures transparency and visibility, streamlining the entire change management process. This integrated approach enhances efficiency, accuracy and adaptability in managing data-related changes. 

Facilitated Collaboration: The combination of a semantic layer and a data catalog creates a collaborative environment within an organization. Kyvos’ semantic layer acts as a unifying language, facilitating the integration of data products from various departments. This integration empowers users to conduct integrated analyses across domains, breaking down silos and encouraging collaboration. On the other hand, a data catalog enhances collaboration by enabling users to annotate, comment, and share insights.  

By combining the capabilities of the semantic layer and data catalog, organizations foster a culture of collaboration, knowledge sharing and seamless data analysis, leading to more informed decision-making processes. 

Data Quality and Accuracy: A data catalog ensures ongoing monitoring and aligns data quality with organizational standards. On the other hand, Kyvos’ semantic layer centralizes and structures data access to ensure consistent data definitions and calculations, eliminating discrepancies. This centralized approach to governance assures that all users are working with the same high-quality, accurate data.  

Integrating semantic layer and data catalog creates a comprehensive ecosystem that enhances trust in analytical results, streamlines decision-making and facilitates a more reliable and efficient data-driven environment for organizations. 

User Empowerment: Kyvos’ semantic layer provides a self-service analytics environment for business users where they can explore and analyze data without the need to understand the complexities of underlying data sources. Similarly, a data catalog empowers users with a user-friendly interface to search, explore and understand available datasets, promoting self-service data discovery.  

Together, the semantic layer and data catalog empower users with a comprehensive platform for data analysis and understanding. 

Maximizing Business Value with Robust Governance 

In today’s competitive landscape, where data is king, integrating a semantic layer with a robust data catalog is the key to unlocking the full potential of data governance. Today, it’s not just about managing data; it’s about leveraging it strategically, ethically and effectively. Kyvos is planning to seamlessly integrate its high-performing semantic layer with a data catalog in the future. By doing so, organizations will not only ensure compliance and security but will also pave the way for groundbreaking insights, fostering a culture of data-driven excellence. 



New Partnership Alert: PRNEWS.IO Joins Forces with GetDevDone to Empower Online Businesses

To bridge the gap between a strong online presence and targeted content reach, PRNEWS.IO, the world’s first online sponsored content store, and GetDevDone, a web development company, are partnering on the PRNEWS.IO Rewards Program. The collaboration is designed to streamline marketing efforts, increasing online visibility and audience engagement. Companies get more value with less complexity, helping their businesses stand out digitally.

During a Q&A session, we were able to gain valuable insights about the partnership from key personnel in both companies. Alexander Storozhuk, a Forbes Business Council member and PRNEWS.IO Founder, and Dmitry Maschenko, the Delivery Director at GetDevDone, shared their perspectives with us.

Q: What makes your web development services stand out to potential clients?

Dmitry Maschenko: Leveraging our years of experience and expertise in various areas of web development, such as WordPress, Shopify development, Drupal development, we are confident that our services will deliver outstanding value to our clients.

  1. What are the financial benefits of this partnership for businesses?

Alexander Storozhuk: Thanks to the PRNEWS.IO Rewards Program, our clients can get a 25% discount on their first order with GetDevDone, while we provide free access to the PRO version of our catalog to all GetDevDone customers for two months.

  1. How will the partnership affect a brand’s storytelling?

Alexander Storozhuk: It ensures a smooth transition for your brand’s story from a custom-made website to wide-reaching content distribution.

  1. Can businesses manage the Full-Cycle marketing through this collaboration?

Alexander Storozhuk: This partnership allows digital teams to handle everything from website development to content visibility on the most favorable terms and conditions.

Q: In what way does the partnership between your companies benefit your clients?

Dmitry Maschenko: This partnership aims to provide top-notch web development solutions at a special discounted rate, empowering PRNEWS.IO’s clients to achieve their digital goals with utmost efficiency and excellence.

Alexander Storozhuk: Our partnership with GetDevDone is a testament to our commitment to providing comprehensive services where businesses can not only build their brand but also ensure their message reaches the desired audience with precision.

For a comprehensive understanding of the Rewards Program and its intricacies, interested parties can delve into the dedicated PRNEWS.IO’s Rewards section. This informative segment serves as a valuable resource, offering insights into the terms, conditions, and nuanced details of the program. Whether businesses are navigating the initial steps of engagement or seeking to maximize the benefits of this collaboration, the Rewards section serves as a guide, providing clarity and transparency. 

About GetDevDone

GetDevDone is a leading provider of top-quality web development services. We specialize in Website development, Building low-code/no-code solutions, E-commerce development, Web application development, UI/UX design.


PRNEWS.IO simplifies the seamless sharing of news and stories between companies and journalists, bloggers, and media outlets worldwide. Through its on-demand content marketing platform, businesses can directly purchase slots for their native format articles on over 100,000 reputable news websites across 198 countries, with no hiring process or long-term commitments.


Say Goodbye to Back Pains and Strains with Generic Robax

Are you tired of dealing with persistent back pains and strains that hinder your daily activities? Look no further! In this blog post, we will introduce you to a game-changer in pain relief: Generic Robax. Whether you are an athlete recovering from muscle strains or simply someone experiencing discomfort from everyday activities, Generic Robax is here to provide effective relief. Join us as we explore the benefits, usage, and key considerations of this remarkable muscle relaxant.

Understanding Back Pains and Strains

Before delving into the specifics of Generic Robax, let’s first understand the nature of back pains and strains. These common afflictions can be caused by various factors such as poor posture, lifting heavy objects incorrectly, or even stress-induced muscle tension. Regardless of the cause, the resulting discomfort can significantly impact our quality of life.

The Impact on Daily Life

Back pains and strains can make even the simplest tasks challenging. From bending down to tie your shoes to carrying groceries or sitting at a desk for extended periods – these actions become painful reminders of the strain your body is under. Moreover, chronic back pain can affect your mood, sleep patterns, and overall well-being.

Seeking Relief: The Importance of Muscle Relaxants

To alleviate back pains and strains effectively, it is crucial to address the root cause – muscle spasms. This is where muscle relaxants like Generic Robax come into play. By targeting muscle spasms directly, these medications offer much-needed relief while allowing your body to heal naturally.

Introducing Generic Robax: Your Ultimate Pain Reliever

Generic Robax caplets are a powerful solution designed specifically for combating muscular spasms and providing pain relief associated with back pains and strains. Here’s everything you need to know about this revolutionary medication:

What is Generic Robax?

Generic Robax contains methocarbamol, a potent muscle relaxant that acts on the central nervous system to relieve muscle spasms. Each caplet is formulated to deliver fast and effective relief, allowing you to regain control of your life without being hindered by pain.

How does Generic Robax work?

The active ingredient in Generic Robax, methocarbamol, works by blocking nerve impulses or pain sensations sent to your brain. It helps relax tense muscles and reduces muscle spasms, providing much-needed relief from discomfort by targeting the root cause of back pains and strains – muscle spasms – Generic Robax offers a comprehensive solution for pain management.

Key Benefits of Generic Robax

  1. Effective Muscle Relaxation: Generic Robax excels at relieving muscle spasms and reducing tension in the affected area. This allows for improved flexibility and enhanced mobility, making daily tasks more manageable.
  2. Fast-Acting Relief: Whether you’re dealing with acute back pains or recovering from a strain, Generic Robax provides rapid relief so that you can get back to doing what you love without unnecessary delays.
  3. Versatile Application: While primarily used for back pains and strains, Generic Robax can also help alleviate discomfort caused by neck pains or other muscular injuries.
  4. Convenience of Caplets: The caplet form makes it easy to take Generic Robax discreetly whenever needed. With its convenient packaging, you can carry it with you wherever you go, ensuring relief is always within reach.
  5. Affordability: As a generic alternative to brand-name medications, Generic Robax offers an affordable option without compromising on quality or effectiveness.

Stay tuned for the next sections of our blog post as we dive deeper into the proper usage of Generic Robax, potential side effects to consider, and important precautions when using this medication.

Note: Please consult with your healthcare professional before starting any new medication.

Rekindling Our Connection with News – A Guide to Embracing Traditional Media in the Digital Age

In a world increasingly dominated by social media’s rapid, often temporary nature, the depth and reliability of traditional news sources have become more vital than ever. Yet, as we navigate the noise of countless online platforms, many of us have lost touch with the enriching experience of reading a newspaper or watching a news broadcast. This comprehensive guide aims to reforge this essential connection, offering practical and engaging strategies to encourage audiences to rediscover the value of well-researched and thoughtfully presented news.

Cultivating a Habit for In-depth Understanding

The first step in redirecting attention toward traditional news sources is to seek in-depth understanding. This begins by setting aside dedicated time each day for reading a newspaper or watching a news broadcast. It’s about creating a routine, perhaps starting the day with a newspaper at breakfast or tuning into the evening news. Encouraging this habit forms a foundation for a more informed and thoughtful engagement with the world. By doing so, individuals will find themselves better equipped to understand the nuances of complex issues far beyond the superficial snapshots offered on social media.

Highlighting the Value of Credible Sources

An important aspect of attracting readers and viewers back to traditional news is highlighting the credibility and authority of these sources. News agencies have layers of editorial checks and balances, ensuring that the information disseminated is not just timely but also accurate and reliable. This is where traditional media stands out – it’s not just about delivering news but about delivering news that one can trust. By emphasizing the importance of fact-checked and well-researched information, we can guide the audience toward appreciating the depth and reliability of traditional news. This approach is beneficial for individual enlightenment and crucial for amplifying business reach through great content.

Engaging Storytelling and Bringing News to Life

The art of storytelling has always been at the heart of compelling journalism. Traditional news media, with their rich narratives and in-depth analyses, offer a storytelling caliber that often gets lost in the brevity and sensationalism prevalent on social media. By focusing on this strength, newspapers, and news broadcasts can captivate audiences with stories that are not only informative but also emotionally resonant. This involves leveraging the skills of seasoned journalists and correspondents who can transform even the most complex topics into engaging narratives. The key lies in presenting news that connects with readers and viewers personally, making them feel part of the story.

Embracing the Renaissance of Audio Advertising

In our journey to rekindle the public’s engagement with traditional news sources, we cannot overlook the burgeoning power of audio advertising. This form of advertising is more than just a marketing tool; it’s a medium that can transform how people interact with news. With the rising popularity of podcasts and radio, audio advertising presents a unique opportunity to weave news content into listeners’ daily lives in an intimate and impactful manner. It allows news agencies to deliver their content in a convenient and engaging format, making it an essential element in the modern news landscape. By investing in quality audio advertising, newspapers, and news broadcasts can reach a wider audience, offering a blend of information and entertainment that resonates with the modern consumer. This isn’t just about promoting products; it’s about creating an immersive experience that draws listeners back to the richness and depth of traditional news.

Leveraging Digital Platforms to Complement Traditional News

While our efforts aim to steer audiences back to traditional news sources, it’s imperative to recognize the role digital platforms can play in this endeavor. Rather than viewing social media and digital news as competitors, traditional news agencies can use these platforms as complementary channels. This involves strategically sharing snippets of news stories, insightful editorials, or compelling broadcast highlights on these platforms to pique interest and direct traffic to their primary news channels. By doing so, newspapers and broadcasts can tap into the vast digital audience, using these platforms as gateways to their more comprehensive, in-depth content. This strategy not only broadens the reach of traditional news but also provides a bridge for the digital-savvy audience to transition towards more substantial and reliable news sources.

As we navigate an era where information is abundant yet often superficial, the need for reliable, in-depth news coverage has never been more critical. This guide is a beacon, directing the public and news agencies toward a more engaged and informed society. We can revitalize the public’s interest in traditional news by cultivating habits for in-depth understanding, emphasizing the value of credible sources, engaging in compelling storytelling, harnessing the power of audio advertising, and leveraging digital platforms. This is not just a call to action for news consumers; it’s a roadmap for news agencies to reclaim their indispensable role in shaping an enlightened and discerning world.

Step into the Spotlight: Showtime’s Meteoric Rise from Chicago Dreams to Global Fashion Icon – A Brand Ambassador Redefining Style and Setting the Stage for Unparalleled Partnerships

Embark on a journey with Showtime, a rising force in the fashion and shoe modeling world! In just a short span, this self-made sensation has transformed from a dream-chasing Chicagoan into a global brand ambassador and style icon.

Showtime isn’t just about fashion; he’s about creating experiences and connections. Brands seeking a collaborator who seamlessly blends dedication, style, and entrepreneurial spirit need look no further. His Instagram, @tst_showtime_, is a visual feast of stunning moments, fashion inspirations, and exclusive behind-the-scenes glimpses.

For businesses and brands eager to redefine their narrative, Showtime offers more than just an endorsement—he’s a curator of unique experiences. His website is a treasure trove of exclusive deals and handpicked collections that resonate with the modern audience.

Showtime is not just an influencer; he’s a story of resilience and success, an embodiment of the belief that dreams come true with hard work and passion.

From Chicago Dreams to Global Fame

In the heart of Chicago, a regular guy named Showtime (@tst_showtime_) dared to dream big. In just a blink, his life transformed from the ordinary to the extraordinary.

Picture this: a self-made fashion and shoe model taking the global stage, captivating not just with his style but with an energy that’s impossible to ignore.

Showtime isn’t just a name; it’s a brand, a symbol of ambition turned into reality.

Embodying the essence of dedication and style, Showtime doesn’t just model; he curates experiences. Becoming a brand ambassador wasn’t just about endorsing products; it was about creating a connection with his audience.

Showtime isn’t just walking the runway; he’s paving the way for a new era of self-made fashion icons.

Crafting a Story on Social Media

From Regular Pics to Global Clicks

Showtime’s journey began in the digital realm, armed with nothing but a passion for fashion and a smartphone. From regular pictures to global clicks, his evolution was not just about posing; it was a narrative unfolding.

Every post, every image, and every caption was a step toward becoming a brand ambassador. It wasn’t an instant success; it was a journey of consistency and dedication.

Becoming an influencer and brand ambassador meant facing challenges head-on.

Every rejection, every less-than-perfect day for content was a lesson in persistence.

Showtime’s story is a testament to the fact that success isn’t handed out; it’s earned through hard work and resilience. No classrooms, no certificates—just the internet as a canvas and a vision as a brush, creating a masterpiece of self-made success.

Advice for Dream Chasers — Never Give Up, Create the Next Wave

Showtime’s advice echoes in the ears of dream chasers everywhere: “Never let nobody discourage you from being what you want to be.”

In a world where rejection is as common as opportunity, he emphasizes using setbacks as stepping stones.

It’s not just about weathering the storm; it’s about creating the next wave. Persistence and dedication, according to Showtime, are the secret weapons against discouragement.

For Showtime, passion is the driving force behind every endeavor. More than a job, fashion is a calling—a purpose.

He encourages others to grind and work towards their dreams, reminding them that consistency and passion are the keys to unlocking the doors to success. The journey might be challenging, but it’s a journey worth taking.

Connect with Showtime

Follow Showtime @tst_showtime_ on Instagram, where every post is a chapter in his extraordinary journey. Immerse yourself in a visual feast of stunning photos, fashion inspiration, and exclusive behind-the-scenes moments.

The Showtime magic is not just on the runway; it’s in every pixel of his Instagram feed.

Exclusive Deals on Showtime’s Website

Looking for the latest in classy and fashionable shoes? Head to @tst_showtime_ for an exclusive shopping experience. Showtime doesn’t just endorse; he curates collections that redefine style.

Elevate your fashion game with handpicked items, and don’t miss out on the exclusive deals that make your style as unique as Showtime’s journey.

Join the Movement

Be part of the movement that celebrates dreams, persistence, and passion. Connect with Showtime (@tst_showtime_ ) on Instagram and witness the evolution of a regular guy into a global fashion and shoe sensation.

The journey is just beginning, and every follower is not just a spectator but a participant in the next wave of fashion evolution.

Don’t miss out—join the movement today!