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Differences between Data Center, Zone, Region, and Geo Location in Microsoft Azure
Jul 10, 2025.
This article clarifies Azure’s data center, zone, region, and geo location concepts with simple definitions, detailed explanations, real-world examples, and student-friendly analogies to demystify Azure’s global infrastructure.
Introduction to JSON: The Language of Data in Web Development
Jul 10, 2025.
This beginner-friendly article explains what JSON is, why developers love it, and how it’s used in APIs and apps. Includes real-life examples, code snippets, rules, tools, and a clear analogy.
The Power and Techniques of Data Mining in the Information Age
Jul 09, 2025.
Data mining emerges as a critical discipline—transforming data into knowledge and enabling informed decision-making across industries.
Secure Sensitive Cloud Data with Azure Confidential & C#
Jul 09, 2025.
Azure Confidential Computing protects sensitive data even while in use by isolating workloads in Trusted Execution Environments (TEEs), enabling secure cloud processing for finance, healthcare, and AI workloads.
Data View and LINQ in C# and VB.NET
Jul 07, 2025.
Learn how to fetch unique values from a DataTable using DataView and LINQ in C# and VB.NET. Explore sorting, filtering, and displaying distinct book records with examples compatible with .NET Core and .NET 9.
GSCP’s Role in Data Governance and Compliance Requirements
Jul 07, 2025.
Godel’s Scaffolded Cognitive Prompting (GSCP) enhances AI transparency and compliance by embedding traceable, auditable reasoning, adaptive policy scaffolds, and self-reflective audits into language models, ensuring responsible, regulation-aligned AI decision-making.
API Security in Open Banking: Ensuring Data Privacy, Compliance, and Secure Financial Transactions
Jul 04, 2025.
Explore why robust API security is vital for Open Banking and Fintech. Learn key threats, compliance needs, OAuth’s role, and strategies to balance strong protection with seamless customer experience.
Stacks in Data Structures and Algorithm (DSA): LIFO Made Simple
Jul 03, 2025.
This article explains the concept of Stacks in DSA using real-life analogies and full working C++ code examples. You'll learn what a stack is, how it works, and how to solve common stack-based interview questions like balanced parentheses and string reversal.
Unlocking Data Power: Top Techniques, Tools & Future Trends
Jul 03, 2025.
Discover how data analytics is transforming industries through techniques like predictive, prescriptive, and cognitive analytics, powered by tools like Python, Power BI, and Spark, for smarter, data-driven decisions.
Automating Azure Analysis Services (AAS) Firewall Whitelisting Using Azure Data Factory
Jun 30, 2025.
This article explains how to automate IP whitelisting in Azure Analysis Services (AAS) using Azure Data Factory (ADF). It covers dynamic firewall rule management using a configuration-driven pipeline, secured with Managed Identity and REST API integration.
Migrate SharePoint On-Premise Data to Online via ShareGate
Jun 30, 2025.
Learn how to migrate data from SharePoint 2019 to SharePoint Online using ShareGate. This guide covers prerequisites, step-by-step migration, authentication, metadata handling, and best practices for success.
Parquet vs Delta Format: Choosing the Right Data Storage Solution
Jun 25, 2025.
Compare Parquet and Delta formats to choose the best data storage solution. Learn about performance, ACID transactions, schema evolution, and use cases for modern data engineering needs.
Setting Up Azure Data Fabric Workspaces and Lakehouses Using C# SDKs
Jun 24, 2025.
Learn how to set up Azure Data Fabric Workspaces and Lakehouses using C# SDKs. This guide covers workspace provisioning, lakehouse creation, and automating data infrastructure with .NET.
Exporting React Data Grid to PDF
Jun 23, 2025.
Learn how to display and export user data as a PDF in a React app using react-data-table-component, jspdf, and jspdf-autotable. Add sorting, pagination, and download functionality with ease.3/3
How Medallion Architecture Transforms Your Data Strategy
Jun 21, 2025.
Discover how Medallion Architecture revolutionizes your data strategy by organizing data into Bronze, Silver, and Gold layers—enhancing quality, governance, and analytics at every stage.
Understanding Sharding for Scalable Data Systems
Jun 20, 2025.
Learn how sharding works, why it's essential for scaling modern data systems, and how it improves performance, availability, and storage efficiency in distributed database architectures.
Base Data Availability and L1 Commitments
Jun 20, 2025.
Explore how Base, built on the OP Stack, ensures secure and scalable transactions via Ethereum L1 Data Availability, while examining costs, fraud-proof mechanisms, and future modular DA layer integrations.
Creating Fabric F64 Capacity: A Guide for Data Engineers
Jun 19, 2025.
Learn how to create and manage F64 capacity in Microsoft Fabric. This step-by-step guide helps data engineers scale workloads, optimize performance, and unlock enterprise-level analytics.
The Rise of the Chief Data & AI Officer (CDAIO)
Jun 18, 2025.
The rise of the Chief Data & AI Officer (CDAIO) unites data and AI leadership, enabling strategic alignment, ethical governance, and innovation at scale across modern, intelligence-driven enterprises.
Stay Ahead of Data Risks with Microsoft Purview On-Demand Classification
Jun 18, 2025.
Stay ahead of data risks using Microsoft Purview On-Demand Classification — scan, classify, and protect sensitive data across your organization with AI-powered insights and control.
Azure Data Fabric: A Comprehensive Guide with C# Examples
Jun 16, 2025.
Explore Azure Data Fabric with this detailed guide, featuring C# examples to simplify data integration, management, and analytics across hybrid and cloud environments.
Privacy and Data Leakage in Generative AI: Explained Simply
Jun 16, 2025.
Learn how generative AI models like ChatGPT and DALL·E handle your data, and what privacy risks or data leaks may occur. This beginner-friendly guide breaks down how AI training works, where data can leak, and how to protect yourself when using GenAI tools.
Transforming Data Insights with Snowflake's LLM Functions – PART 2
Jun 04, 2025.
Snowflake Cortex LLM functions like TRANSLATE and SUMMARIZE, enabling powerful in-database AI for multilingual translation and concise text summaries, thereby enhancing data analytics without the need for external tools or APIs.
Power Automate Desktop: Read Excel and Use as Data Table (PAD)
May 31, 2025.
Learn how to read a local Excel file and convert it into a Data Table using Power Automate Desktop. Easily loop through rows, display data in message boxes, and enhance your automation workflows.
How to Ensure Data Privacy and Intellectual Property Protection When Using LLMs
May 23, 2025.
Learn how to protect data privacy and intellectual property when using Large Language Models (LLMs). Explore secure deployment options, prompt sanitization, regulatory compliance, and best practices for safely integrating GenAI into your enterprise workflows.
Smart Data Strategies in AI Model Training: Developing Reliable AI
May 20, 2025.
Successful AI depends on high-quality, relevant, and well-governed data. Real-world data, enriched responsibly with synthetic input, ensures accuracy, reliability, and ethical compliance across modern AI applications and business deployments.
What is a key concern when sending data to AI systems?
May 19, 2025.
Sending data to external Large Language Models (LLMs) raises critical concerns around data privacy, security, intellectual property exposure, and regulatory compliance. Organizations must adopt best practices like anonymization, secure APIs, and usage policies to safeguard sensitive information.
How PT-SLMs Address Leading AI Data Management Business Challenges
May 19, 2025.
PT-SLMs solve key AI data challenges by providing secure, domain-specific models. They reduce hallucinations, protect privacy, ensure compliance, and deliver faster, more accurate insights for businesses.
⚠️ What Are the Risks of Exposing Internal Data to AI Models?
May 18, 2025.
This article explores the key risks of exposing proprietary code and internal data to AI models, including potential data leakage, IP loss, compliance violations, and security threats. It also provides actionable steps organizations can take to safely and securely integrate AI tools into their workflows.
How to Clean Data in Pivot Query in Excel
May 16, 2025.
In this article, we will learn how to clean and prepare your data directly within Pivot Queries in Excel.
Why Synthetic Data Is the Fuel of Next-Gen AI
May 15, 2025.
The impact of synthetic data on AI systems training and development is profound. It deals with privacy problems, repetitiveness, and expensive data sources.
Building Smarter Teams: AI and Data Governance in the New Enterprise
May 14, 2025.
AI and data governance are essential for ethical, secure, and compliant use of technology. By building cross-functional teams, aligning strategy, and fostering a culture of learning, organizations can drive innovation while minimizing risks.
Export Table Data as CSV in React Using Axios and react-csv
May 14, 2025.
Learn how to export table data to a CSV file in a React application using Axios for data fetching and the react-csv library for easy CSV generation.
Real-Time Data Retrieval from APIs Using SSIS
May 14, 2025.
This article explains how to integrate APIs with SQL Server Integration Services (SSIS) to automate data retrieval using HTTP requests. It covers API setup, SSIS package creation, and script task configuration.
Advanced Data Warehouse Modeling and Querying Using C# and .NET 9
May 13, 2025.
Use C# 14 and .NET 9 to design, query, and manage data warehouses efficiently. Automate schema creation, support SCD Type 2, integrate with BI tools, and run high-performance queries for real-time analytics.
Advanced ETL from OLTP Databases to a Data Warehouse with C# 14
May 12, 2025.
Build scalable and efficient ETL pipelines using C# 14 and .NET 9. Leverage Dapper, SQL Server, Azure Synapse, and cloud integration for seamless data extraction, transformation, and loading to data warehouses and lakes.
C# Data Science With C# 14 Features (Comprehensive Guide)
May 10, 2025.
C# 14, with features like ML.NET, Microsoft.Data.Analysis, and Azure integration, is now a powerful tool for data science, offering secure, high-performance solutions for machine learning, data analytics, and large datasets.
C# Big Data Processing Using C# 14 Features
May 09, 2025.
Explore how C# 14 empowers big data processing with its latest features like improved pattern matching, enhanced performance, and simplified syntax.
How to Load Data in Excel
Apr 29, 2025.
Learn how to import, clean, and manage multiple tables in Excel using Power Query. This step-by-step guide covers importing data from Excel workbooks, transforming data, using "Create Connection" for multiple tables, and loading them into Excel or the data model for further analysis.
AI-Driven Banking Automation: Code Generation and Secure Data Integration
Apr 24, 2025.
In today’s competitive financial landscape, banks are driven by a dual imperative: deliver superior customer service and comply with stringent regulatory standards.
🏔️AlpineGate AI: Redefining Data Privacy in Healthcare AI by John Godel
Apr 23, 2025.
The healthcare industry stands at a crossroads — one path driven by rapid AI innovation, the other governed by the ethical imperatives of privacy, trust, and patient safety.
Understanding Change Data Capture (CDC) and Its Types
Apr 23, 2025.
In this article we are going to learn about the CDC and types of CDC approaches. It helps keep data in sync without causing a heavy load on the database.
React Tutorial For Beginners - Pass Data between Components (Parent to Child and Child to Parent)
Apr 14, 2025.
The user interface of every React application we develop, gets broken down into Components. Each React application we develop will be comprising of multiple components.
Explaining Tanspose DataTable Data in C#
Apr 09, 2025.
Learn how to create and transpose a DataTable in ASP.NET Web Forms using C#. This guide covers table creation, manual data entry, HTML rendering, and dynamic data transposition using StringBuilder.
Transforming Data Insights with Snowflake's LLM Functions– Part 1
Apr 07, 2025.
In this article, I will cover the capabilities of Snowflake Cortex’s Large Language Model (LLM) function which can be utilize for variety of task such as sentiment analysis, text completion and language translation.
Big Data and AI: Advanced Analytics and Insights
Apr 01, 2025.
The fusion of big data and artificial intelligence (AI) is revolutionizing industries by providing organizations with profound insights, enabling them to predict future trends and automate complex decision-making processes. As data continues to grow exponentially.
The Role of Data in Artificial Intelligence
Apr 01, 2025.
Artificial Intelligence (AI) thrives on data. Without quality data, even the most sophisticated AI algorithms can't deliver accurate results.
Implementing Data Protection and Encryption with System.Security.Cryptography
Mar 30, 2025.
Learn how to implement data protection and encryption in C# using the System.Security.Cryptography namespace.
Prevent Accidental Data Deletion with Two Simple Strategies
Mar 25, 2025.
Recently, I came across several discussions on Communities where users shared their experiences with accidental data deletion.
Trigger Fabric Data Pipeline from ADF/Synapse via Managed Identity
Mar 24, 2025.
Learn how to trigger a Fabric Data Pipeline from Azure Data Factory or Synapse Pipeline using Managed Identity for secure authentication.
Automating SCD Type 4 in Azure SQL Database with Azure Data Factory
Mar 24, 2025.
Learn how to automate Slowly Changing Dimension (SCD) Type 4 implementation in Azure SQL Database using Azure Data Factory.
Understanding the Difference Between Encryption and Data Masking
Mar 24, 2025.
In today’s digital landscape, protecting sensitive information is a top priority for organizations. Two widely used techniques for securing data are Encryption and Data Masking. This article explores the key differences between encryption and data masking, their use cases, and their advantages.
How to Become a Data Scientist
Mar 21, 2025.
This article explores the path to becoming a data scientist, covering what essential skills are required, like Python, Machine Learning, Data Analysis, and AI/ML Engineering.
ASP.NET Session State: Storing Data Beyond IIS Restarts
Mar 20, 2025.
?To maintain ASP.NET sessions after an IIS restart, configure the session state to use SQL Server, State Server, or a distributed cache like Redis instead of the default in-memory storage.
Databricks Genie: Unlocking AI-Powered Data Insights with OpenAI
Mar 20, 2025.
Databricks Genie is a conversational AI assistant powered by Azure OpenAI to enable self-service analytics, and conduct data exploration using natural language questions to produce data-driven insights.
Handling Slowly Changing Dimensions (SCD) in Azure Data Warehouse
Mar 17, 2025.
This article explains how to handle Slowly Changing Dimensions (SCD). Type 1, Type 2, Type 3, Type 4, and Type 6—explaining how data looks before and after each type is applied.
Protecting Sensitive Data in ASP.NET Core 9 with Azure Key Vault
Mar 10, 2025.
This article describes what is Azure key vault and manage the secrets using it. Additionally, it demonstrates how to implement it in ASP.NET Core 9 application.
Keyset Pagination in Entity Framework Core for Efficient Data Retrieval
Mar 10, 2025.
In this article, I will provide a comprehensive overview of Keyset Pagination in Entity Framework Core, highlighting its benefits, implementation strategies, and a performance comparison with traditional pagination methods
Using Spark to Read and Write Data in Microsoft Fabric Data Warehouse
Mar 10, 2025.
Using the Spark Connector for Microsoft Fabric Data Warehouse to enable data engineers to directly read and write data in Fabric Data Wareousing using Spark notebooks. This eliminates the need for complex ETL processes or intermediary storage.
Working with Dataset Data in ASP.NET GridView
Mar 08, 2025.
This article covers data binding, displaying records, sorting, paging, and editing in GridView. Understand how to fetch data from a database, manipulate it using DataTables, and present it efficiently using ASP.NET GridView for a seamless user experience.
Synthetic Data Generation for AI Model Training on Azure
Feb 18, 2025.
Synthetic data generation is essential for AI model training, especially on Azure. It helps create diverse, high-quality datasets while preserving privacy and overcoming data limitations.
A C# 13 Tip for building Data Transfer Objects (DTOs) Using Records
Feb 12, 2025.
C# records, introduced in C# 9 and improved in C# 13, offer immutable data models ideal for DTOs. They provide value semantics, concise syntax, automatic method generation, and enhanced data integrity for clean, maintainable code.
What Is a Data Strategy and Why Does It Matter?
Feb 05, 2025.
A data strategy is a comprehensive plan for managing and utilizing data to drive business decisions. It includes data collection, storage, analysis, and governance.
Installing and Using GitHub Copilot in Azure Data Studio
Jan 31, 2025.
Azure Data Studio helps manage databases and write SQL queries. With GitHub Copilot, it auto-suggests code completions, making complex SQL tasks easier, including writing queries, using JOINs, and generating reports efficiently.
Understanding of Data Models with APIs in CosmosDB Using C#
Jan 30, 2025.
Azure Cosmos DB supported multiple data models and APIs. Cosmos DB provides a variety of data models, APIs, tools and flexibility needed to deliver robust, scalable solutions.
Enhancing Blazor Virtualization for Large Data Sets in .NET 9
Jan 29, 2025.
Explore how virtualization in Blazor enhances performance for large data sets in .NET 9. Learn techniques to optimize rendering, improve scalability, and build high-performance web apps with Blazor's powerful features.
JSON Data with Python in SQLite Database
Jan 29, 2025.
This article explores handling JSON data in an SQLite database using Python. It covers reading, inserting, and creating tables while leveraging Python’s standard `json` and `sqlite3` libraries for seamless integration.
Real-Time Data and NCache: Keeping Your Data Fast and Fresh
Jan 23, 2025.
Learn what is real-time data and what are its characteristics. Learn how modern distributed caching solutions such as NCache can help us in building and managing modern real-time applications.
How to Encrypt Data in Amazon S3 Using Server-Side Encryption
Jan 22, 2025.
This article walks you through accessing your S3 bucket, enabling SSE-S3 encryption, uploading files, and verifying encryption. Protect sensitive information easily with default encryption settings in AWS.
Python Data Analysis Package Example
Jan 09, 2025.
Learn how to perform data analysis in Python using powerful packages like Pandas, NumPy, and Matplotlib. This example-driven guide demonstrates key steps, including data loading, cleaning, processing, and visualization.
SharePoint Data from Azure Function using Self Signed Certificate
Jan 04, 2025.
This article covers configuring Azure Functions, setting up certificate-based authentication, and connecting to SharePoint Online, enabling secure integration for seamless data access.
Add Data Bars UI in SharePoint List Column Formatting in SharePoint List
Jan 01, 2025.
This article walks you through the process of customizing your SharePoint list columns for better data visualization and enhancing the current view with conditional formatting to display dynamic, visually appealing data bars.
LookUp Function in Power Apps for Efficient Data Retrieval
Dec 31, 2024.
The LookUp function in Power Apps allows efficient data retrieval by searching for a single record in a data source based on a condition. It's ideal for scenarios like pulling specific employee details from a SharePoint list.
Efficient Data Handling in Angular 16 Using RxJS Observables
Dec 28, 2024.
Explore how RxJS Observables integrate with Angular 16 to handle asynchronous data efficiently. Learn key concepts, examples, pros, and cons, including real-time data handling, chaining operators, and subscription management best practices.
Federated Learning on Azure ML: Training AI Models Without Data Sharing
Dec 27, 2024.
Learn how Federated Learning on Azure ML enables AI model training without sharing sensitive data. This privacy-preserving AI approach allows multiple organizations to collaboratively train models while keeping data decentralized.
AI Ready Data for Enterprise : Unlocking the Future of Business Intelligence
Dec 23, 2024.
AI-ready data is crucial for enterprises to leverage AI effectively. It involves ensuring data is accurate, structured, labeled, and scalable, enabling AI models to make data-driven decisions, optimize processes, and gain a competitive edge.
Leveraging Schema Registry to Ensure Data Compatibility in Kafka
Dec 22, 2024.
Leveraging Schema Registry to Ensure Data Compatibility in Kafka. This article explores Schema Registry's role in Kafka, detailing schema management, compatibility, and serialization formats (Avro, JSON, Protobuf), and demonstrates integration with C# and .NET for efficient data governance and evolution.
Protect Your Data in S3: Enable Versioning for Extra Security
Dec 20, 2024.
Learn how to enable versioning in Amazon S3 to enhance data protection. This guide walks you through the steps to activate versioning, recover deleted or overwritten files, and safeguard against accidental or malicious data loss.
Efficiently Managing Data with Binary Tree Implementation in C#
Dec 09, 2024.
This article tells you how to implement and leverage binary trees in C# to optimize data storage and retrieval, ensuring your applications run smoothly and efficiently.
Angular Features (1) --- Data Binding: Data Transfer inside Component
Dec 07, 2024.
This article will discuss Data Binding in Angular
Tuples Data Structure in Python
Dec 02, 2024.
Learn about Python tuples, a versatile data structure for storing heterogeneous or homogeneous values. Discover their immutability, practical use cases, and access methods with code examples and outputs.
JSON Data Handling in SQL Server
Nov 26, 2024.
SQL Server supports JSON for managing semi-structured data. You can store JSON in NVARCHAR(MAX) columns, parse it with JSON_VALUE, JSON_QUERY, and OPENJSON, and modify it using JSON_MODIFY.
Azure Storage Account Vs Azure Data Lake Service Gen 2
Nov 25, 2024.
Azure Data Lake Storage Gen2 (ADLS Gen2) is a highly scalable and analytics-optimized storage solution in Azure, offering hierarchical namespace, big data processing capabilities, and Secure File Transfer Protocol (SFTP) support.
Microsoft Fabric Solving Real Challenges for Data Experts
Nov 25, 2024.
In this article, we’ll explore how Microsoft Fabric resolves key challenges faced by data professionals through features like unified experiences, automation, and intelligent governance.
New Features in SQL Server 2025: A Guide for Data Engineers
Nov 24, 2024.
SQL Server 2025 introduces advanced AI integration, vector support, and performance upgrades like optimized locking and enhanced columnstore indexing. New features include JSON data type, regular expressions in T-SQL, and change streaming.
WTX vs. Apache Camel: Picking the Right Data Transformation Tool
Nov 23, 2024.
In this article, we will learn about their features, use cases, and advantages to help you choose the right solution for your enterprise data workflows and integration needs.
Bulk Import of ID Card Data from Excel in ASP.NET MVC C#
Nov 22, 2024.
This guide covers the process of parsing Excel files, extracting data, and inserting it into a database, ensuring smooth data handling and optimization for large datasets in a seamless, automated process.
Save List Data to Another List as an Attachment Using Power Automate
Nov 19, 2024.
This step-by-step guide covers creating workflows to transfer and attach data from one SharePoint list to another, automating data management, and improving efficiency in your SharePoint environment.
Retrieve API Data and Store in SharePoint with Power Automate
Nov 18, 2024.
In this article, we will learn how to use Power Automate to retrieve data from an external API and automatically store it in a SharePoint list, streamlining your workflow and data management.
Repository Pattern in .NET Core for Clean Data Access
Nov 15, 2024.
Learn how to separate business logic from data logic, enhance testability, and reduce code duplication. By following these best practices, you’ll achieve modular, scalable applications in .NET Core.
Loading Nested JSON File Data in Dropdown ASP.NET
Nov 14, 2024.
Learn how to load and bind nested JSON data to a dropdown in ASP.NET, covering both client-side and server-side techniques for dynamic data binding and efficient JSON parsing in web applications.
Weather App to fetch/display weather data using API
Nov 08, 2024.
Building a weather app that fetches and displays weather data using an API is a practical project for developers looking to enhance their skills in JavaScript and API integration. This application allows users to input a location, such as a city name, and receive real-time weather information, including temperature, humidity, wind speed, and other relevant data.
Fededim.Extensions.Configuration.Protected.DataProtectionAPI: The Ultimate Integration between ASP.NET Configuration and Data Protection API
Nov 05, 2024.
Fededim.Extensions.Configuration.Protected is an improved ConfigurationBuilder which allows partial or full encryption of configuration values stored inside any possible ConfigurationSource and fully integrated in the ASP.NET Core architecture.
Managing User Data in Azure AD with Microsoft Graph API
Nov 05, 2024.
Microsoft Graph API is a RESTful web API that provides access to Microsoft 365 services, enabling developers to manage user data in Azure Active Directory. It allows operations such as retrieving, creating, updating, and deleting users.
Paging Microsoft Graph data in SPFx
Oct 31, 2024.
Microsoft Graph return multiple pages of data either due to server-side paging or client-side paging. Paging data helps improve the performance of your app and the response time of Microsoft Graph.
Efficient Data Handling in SQL Server with Table-Valued Parameters
Oct 27, 2024.
This article delves into how TVPs enhance performance by enabling the transfer of multiple rows of data in a single parameter, streamlining stored procedures, and optimizing database operations.
Manage Azure SQL Roles with Azure Data Studio
Oct 26, 2024.
Azure SQL Database is a managed cloud database service enabling secure, scalable applications. With Azure Data Studio, a free, cross-platform tool, database admins can view and manage user roles and permissions.
How to Download Data as CSV in C# Blazor App
Oct 25, 2024.
In this article, we will explore the process of downloading data as a CSV (Comma-Separated Values) file in C#. CSV files are widely used for data interchange due to their simplicity and ease of use.
Create a Data Visualization Adaptive Card Extension
Oct 24, 2024.
Creating a Data Visualization Adaptive Card Extension (ACE) for SharePoint Online using the SharePoint Framework (SPFx) involves building a custom ACE component to display visual data in the form of charts or other visual elements.
Understanding List Column Data Types in SharePoint
Oct 15, 2024.
SharePoint allows users to create and manage lists with various column types, such as text, number, date, and lookup fields. These columns help organize and store data effectively, ensuring better reporting and data integrity.
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