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Essential Big Data Best Practices for Businesses

Essential Big Data Best Practices for Businesses
These six data management Strategies for Managing Large Business Databases can help businesses in any industry.

Jill Romford

Feb 19, 2024 - Last update: Apr 16, 2025
Posted in: 
Digital Transformation
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Overseeing a substantial business database forms the cornerstone of ensuring a company's enduring success and smooth functionality. The adeptness at securely storing, accessing, and dissecting data stands as a pivotal influencer on strategic decisions, operational prowess, and, by extension, financial outcomes.

As enterprises burgeon, the intricacy and sheer volume of data swell correspondingly, posing significant challenges in upholding a streamlined and accessible database architecture. It is imperative for businesses aiming to harness their data for a competitive edge to recognize and tackle these hurdles head-on.

The latest forecast from Gartner reveals that worldwide end-user spending on public cloud services is expected to grow 20.4% from last year to a total of $678.8 billion in 2024. This significant growth underscores the indispensable role of cloud computing in today's business landscape, highlighting its importance for scalability, agility, and database performance.

Embark on this exploration to demystify the complexities of vast business databases and to catalyze their potential as formidable tools for corporate advancement and innovation. 

Why you need to Manage Large Data

Effectively handling extensive datasets poses a significant challenge in the realm of information technology, presenting a formidable task for organizations across various industries. 

The complexity of managing large volumes of data is compounded by the critical necessity to safeguard this information from potential risks. These datasets often serve as repositories for digital records, intensifying the importance of secure management practices. The burgeoning size of data compounds the challenges associated with its management, prompting an urgent need for advanced solutions that can be seamlessly integrated into organizational frameworks.

The term "Large Data" refers to datasets of such magnitude that they demand specialized attention, including ETL tools, to ensure efficient processing and utilization. The determination of what constitutes a large dataset can vary depending on the nature of the business and industry. However, a widely accepted projection suggests that the average business will possess approximately 200 Terabytes of data by the year 2023. 

This exponential growth in data volume underscores the pressing concern faced by companies worldwide in effectively managing large datasets. In the subsequent discussion, we will explore the compelling reasons why adept management of these expansive databases is imperative for the sustained success and resilience of businesses.

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How to Manage Large Databases?

At the core of every application lies the database, serving as the fundamental repository for all incoming and outgoing information.

The resilience and efficiency of an application hinge on the reliability of its database; any failure in the database directly translates to the failure of the entire application. In the earlier stages of application development, when applications were relatively small, database management posed minimal challenges. 

However, with the exponential growth of applications in size and complexity, managing databases has evolved into a multifaceted challenge. Maintenance, security, backups, and constant monitoring are integral aspects of database management, demanding automation and vigilant oversight to ensure optimal performance.

Effectively managing large databases stands out as one of the formidable tasks confronting every database administrator. 

One effective solution to this challenge is implementing database version control, which allows teams to track changes, streamline updates, and maintain consistency across environments.

A database, in essence, is a structured collection of data housed within a computer system, accessible and manipulable through various software tools. The linchpin in this process is the Database Management System (DBMS), a software application crafted to facilitate a spectrum of related capabilities. DBMS is employed for creating, storing, modifying, querying, and retrieving data within a database, with systems often tailored to support specific types of databases. 

The array of services provided by database management systems is extensive, encompassing data definition and manipulation, data security, query capabilities, and data integrity, including the crucial aspect of referential integrity. The role of database administrators is to navigate these complexities, ensuring the seamless functioning of databases to sustain the robust performance of applications in today's dynamic digital landscape.

6 Strategies for Managing Large Business Databases

6 Strategies for Managing Large Business Databases

Here are six data management principles that can guide companies as they structure their data management processes. 

#1.Elevating and Transitioning Databases for Growth

The trajectory of business growth invariably calls for database scalability to manage burgeoning data quantities and user engagement effectively. This necessitates both vertical expansion enhancing existing infrastructure, and horizontal expansion integrating additional systems for load distribution.

Moreover, transitioning to more sophisticated or cloud-centric solutions becomes crucial. Such strategic migrations, exemplified by the S/4HANA transition for SAP system enhancement, signify a leap towards cutting-edge, cohesive business solutions, amplifying real-time data analytics and operational efficiency. Embracing S4HANA migration not only facilitates a seamless data transition but also refines business processes, marking a significant stride toward operational excellence and agility. 

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#2.Crafting the Blueprint: Database Design and Modeling

 The backbone of proficient database management lies in its initial design and architectural planning. A meticulously structured database not only simplifies data retrieval and analysis but also guarantees scalability in tandem with business expansion.

This process demands a comprehensive understanding of the enterprise's immediate and future data requirements, guiding the selection of an optimal database model, be it relational, non-relational, or hybrid, and the creation of schemas that accurately depict business entities and their interrelations. Adhering to best practices like normalization eliminates redundancy, fortifies data integrity, and renders the database more manageable and efficient.

#3.Ensuring Data Quality and Integrity

For businesses reliant on data-driven decision-making, the caliber of data is of paramount importance. Subpar data quality can lead to flawed analyses, misguided decisions, and diminished customer satisfaction. Upholding data integrity entails enforcing stringent validation protocols, constraints, and processes to prevent erroneous data entries and ensure uniformity across the database. Periodic data reviews and cleansing are crucial for rectifying discrepancies, thus maintaining the data's reliability and utility for business operations.  

One way to maintain data security to have Data Security Posture Management protocol in place. DSPM refers to the practice of assessing, monitoring, and improving an organization's data security posture, specifically to a higher degree than cloud security posture management (CSPM).

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#4.Optimizing Database Performance

 The expansion of databases necessitates robust performance optimization strategies to prevent operational bottlenecks and enhance user experiences. Indexing strategies and query optimization are instrumental in expediting data retrieval and minimizing database load, respectively. Proactive performance monitoring tools empower administrators to detect and resolve issues promptly, ensuring peak database efficiency.

#5.Safeguarding Data through Security and Compliance

Database security is imperative, particularly when managing sensitive information. The establishment of robust security protocols, encapsulating data encryption, meticulous access control, and periodic audits, stands as a bulwark against the specter of unauthorized incursions and data breaches.  The establishment of robust security protocols, encapsulating data encryption, business activity monitoring, meticulous access control, and periodic audits, stands as a bulwark against the specter of unauthorized incursions and data breaches.

For instance, aligning with stringent regulatory mandates, such as the GDPR for entities operating within or engaging with the European sphere, is indispensable. This alignment not only shields data integrity but also nurtures consumer confidence and mitigates the risk of punitive measures arising from compliance failures. 

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#6.Crafting Resilience: Backup and Disaster Preparedness

The susceptibility of databases to a spectrum of adversities, be they operational malfunctions, cybersecurity incidents, or human oversight, necessitates a preemptive stance on data preservation. The institution of regular backup protocols acts as a safety net, ensuring the retrievability of data in the wake of losses. The importance of off-site data storage cannot be overstated, as securing your business data is equally crucial. According to Corodata, this is often the most overlooked area. Prioritizing off-site storage will ensure your data remains protected even during on-site disruptions.

However, a comprehensive strategy extends beyond simple backups; it entails the formulation of a detailed disaster recovery blueprint. Such a blueprint delineates the procedures for rapid recovery, aiming to curtail operational disruptions and data forfeiture in the wake of unexpected calamities. The periodic validation of these disaster recovery schemes is crucial to affirm their effectiveness.

Wrapping up 

Charting the course through the labyrinth of managing voluminous business databases calls for a strategic vision and unwavering commitment. Elevating the paradigms of database architecture, maintaining data veracity, refining performance, instituting security protocols, and embedding resilient recovery mechanisms are pivotal in nurturing a data management ecosystem that amplifies operational efficacy and catalyzes corporate prosperity.

The essence of this endeavor transcends the conventional boundaries of data stewardship, venturing into the realm of leveraging data's inherent value to fuel business evolution and innovation. The adoption of these methodologies significantly amplifies the utility derived from an organization's most prized asset: its data repository. A judicious approach to database management not only consolidates the data infrastructure but also lays the groundwork for insights and breakthroughs that propel the enterprise toward its strategic objectives.

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Jill Romford

I am a digital nomad, lover of exploring new places and making friends.

I love to travel and I love the internet. I take pictures of my travels and share them on the internet using Instagram.

Traveler, entrepreneur, and community builder. I share my insights on digital marketing and social media while inspiring you to live your fullest life.

 

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