Results for "SQL Tuning"

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SQL Server Configuration Manager

Introduction Jab hum Microsoft SQL Server install karte hain , tab kuch important tools automatically install ho jate hain. Unme se ek bahut important tool…

Database Administration Database Management Microsoft SQL Server
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Mar 14, 2026 5 min read

Table Partitioning in SQL Server

Table Partitioning एक advanced database concept है जिसका उपयोग बड़े tables को छोटे, manageable हिस्सों (partitions) में बाँटने के लिए किया जाता है। इससे pe…

LIST Partitioning Partition RANGE Partitioning
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Mar 19, 2026 22 min read

SQL Server System Databases

Introduction SQL Server me jab hum kaam karte hain, to generally hum tables, queries aur user databases par focus karte hain. Lekin ek hidden backbone hota…

Database Administration Master Database SQL Server MSDB SQL Server
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Mar 14, 2026 4 min read

SQL Server Index Optimization Automation (Missing & Unused Index Management)

Got it! Yeh lo plain content — seedha copy karo apne blog mein. Pehle workflow diagram, phir poora blog content.Pehle workflow diagram — screenshot leke blog m…

SQL Server Index Optimization Database Performance
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Mar 24, 2026 8 min read

Implementing Transactions,Error Handling, and Dynamic SQL in SQL

Think of a transaction as a complete package deal. It's like when you buy something from a store. You give them money, and in return, you expect to get the…

comma saparate database Dynamic SQL
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Mar 19, 2026 16 min read

SQL Interview Q&A

...onding answers extracted from the provided context: What is SQL? SQL stands for Structured Query Language. I…

clustered index database interview
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Mar 19, 2026 12 min read

TempDB in SQL Server

Introduction SQL Server me ek aisa database hai jo har query, har process aur almost har operation me involve hota hai. Ye ek temporary w…

Database Performance SQL Server SQL Server Administration
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Mar 16, 2026 4 min read

SQL Server Administration – Management Tools Overview

Is section me hum mainly SQL Server ke management tools aur system databases ko samjhenge. SQL Server Management Tools Jab aap Microsoft SQL Server install…

Management Tools SQL Server Management Tools SQL
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Mar 19, 2026 4 min read

Master Database in SQL Server

Introduction SQL Server me agar koi ek database sabse zyada critical hai, to wo hai: Master Database Ye SQL Server ka core brain hai. Agar master database …

SQL Server Master Database SQL Server SQL Server System Databases
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Mar 19, 2026 3 min read

Added columns in a table by dynamic ways

IF OBJECT_ID('AddedDynamicColumn','P') IS NOT NULL BEGIN DROP PROC AddedDynamicColumn END GO CREATE PROCEDURE AddedDynamicColumn AS BEGIN SELECT ED.empid,E…

database mysql pivot
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Mar 19, 2026 5 min read

Comparison of WHERE Clause Operators in MSSQL vs PostgreSQL

...of how operators in the WHERE clause are used in Microsoft SQL Server (MSSQL) vs PostgreSQL : Operator Purpose Used in MSSQL Used in Po…

Case Sensitive Search Data Engineering database
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Mar 19, 2026 2 min read

SQL SQL Server Agent: Automation Ka Powerhouse in SQL ServerServer Agent

Agar aap production environment me kaam kar rahe ho, to aapko pata hoga ki kuch tasks aise hote hain jo baar-baar karne padte hain — jaise daily backup len…

Alert JOB Operator
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Mar 19, 2026 4 min read

MSDB Database in SQL Server

SQL Server me ek aur powerful system database hai jo automation + scheduling ka backbone hai: MSDB Database

SQL Server MSDB MSDB Database Tutorial SQL Server DBA Guide
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Mar 21, 2026 3 min read

SQL Server Management Studio (SSMS) – Complete Beginner Guide

SQL Server Management Studio Kya Hai? SQL Server Management Studio (SSMS) ek graphical interface (GUI tool) hai jisse aap SQL Server ke almost saare operat…

SQL Server Management Studio SSMS SQL
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Mar 19, 2026 3 min read

SQL Server Agent Alerts, Operators, Database Mail & Job Activity Monitor

Production environment me sirf jobs schedule karna hi kaafi nahi hota. Hume monitoring aur notification system bhi chahiye hota hai taaki agar koi job fail…

Agent Alerts Database Mail
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Mar 19, 2026 5 min read

Understanding SQL Query for Identifying and Analyzing Default Values and Constraint in a Database

Default constraints in SQL are used to assign a default value to a column when no value is provided during data insertion. However, managing and auditing t…

Constraint CTE database
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Mar 19, 2026 8 min read

What is Blocking in SQL, How to solve blocking, and Kill Session

What is Blocking in SQL? Blocking occurs in SQL Server when one query or transaction holds a lock on a resource (like a row or table) and prevents other qu…

database oracle performance
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Mar 19, 2026 5 min read

SQL Server Deadlock & Performance Monitoring Made Easy

Learn how to detect SQL Server deadlocks and monitor performance with ready-to-use stored procedures for faster troubleshooting and optimization.

Blocking DatabaseMonitoring DatabasePerformance
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Mar 19, 2026 5 min read

Statistics in SQL Server

Statistics SQL Server ke “mind” jaise hote hain. Ye SQL Server ko batate hain ki table me data kis tarah se distribute hai — jaise kitne values unique hain…

CREATE STATISTICS Statistics UPDATE STATISTICS
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Mar 19, 2026 11 min read

Database Backup in SQL Server

In SQL Server, taking a database backup is crucial for data recovery and protection. Here’s a basic guide on how to perform a database backup and restore i…

backup database sql-server
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Mar 19, 2026 10 min read

SQL Server Optimization Q&A

1. What is SQL Server Optimization? Answer: SQL Server Optimization ka matlab hota hai database ka performance better banana — jaise queries fast chalna, k…

database Index Seek oracle
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Mar 19, 2026 5 min read

Model & Resource Database in SQL Server

Introduction SQL Server ke system databases me kuch aise hidden heroes hote hain jo directly dikhte nahi, lekin bahut powerful role play karte hain. Aaj hum 2…

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Mar 24, 2026 4 min read

What is an Index? Explain its different types in SQL

✅ Index in SQL Server (इंडेक्स इन SQL सर्वर): Index SQL Server में एक database object (डेटाबेस ऑब्जेक्ट) है जो टेबल के डेटा को जल्दी से प्राप्त करने के लिए…

database Index mysql
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Mar 19, 2026 9 min read

Pivoting and Unpivoting Data in SQL

Pivoting Data : Pivoting is the process of converting rows of data into columns, effectively changing the orientation of your data. It's useful when you ha…

database mysql pivot
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Mar 19, 2026 6 min read

Dynamic CREATE TABLE Script in SQL Server

DECLARE @TableName NVARCHAR(100) = 'Employee'; DECLARE @SQL NVARCHAR(MAX) = ''; DECLARE @PKCols NVARCHAR(MAX) = ''; -- Get Primary Key Column(s) SELECT @PK…

Create Table dynamic Foreign Key Constraints – Automatically Generate Non-Clustered Indexes
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Mar 19, 2026 4 min read

Understanding Stored Procedures in MSSQL

...hat is a Stored Procedure? A stored procedure is a group of SQL statements that are compiled and saved in the database. Instead of writing the same SQL qu…

azure database oracle
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Mar 19, 2026 5 min read

The ALTER TABLE statement in Microsoft SQL Server (MSSQL) and PostgreSQL

The ALTER TABLE statement in Microsoft SQL Server (MSSQL) and PostgreSQL is used to modify the structure of an existing table. It allows you to: Add, drop,…

The ALTER TABLE Statement SQL
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Mar 19, 2026 2 min read

SQL Server Agent Jobs & Schedules – Complete Practical Guide (Step-by-Step)

Agar aap SQL Server me automation samajh chuke ho, to next logical step hai SQL Server Agent Jobs aur Schedules ko practically use karna . Is blog me hum d…

Agent Jobs & Schedules SQL
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Mar 19, 2026 4 min read

What are System Tables, File Tables, External Tables and Graph Tables in SQL Server

...bles Definition : System tables are internal tables used by SQL Server to store information about the database and server itself. These are met…

SQL
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Mar 19, 2026 3 min read

Understanding Data Types and Variables in MSSQL vs PostgreSQL

📊 Data Types Comparison Table 🚩 Category 🟦 MSSQL 🟨 PostgreSQL Integer Types INT , BIGINT , SMALLINT INTEGER , BIGINT , SMALLINT , SERIAL Decimal Types …

Data Types Identity RETURNING id
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Mar 19, 2026 2 min read

What difference between between MySQL and MSSQL

Feature MySQL MSSQL Ownership Oracle Corporation Microsoft Licensing Open-source (GPL) and commercial versions Commercial with free Express Edition Operati…

mysql
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Mar 19, 2026 2 min read

SQL Server Data type

SQL Server provides a variety of data types to store different kinds of data efficiently. Here are some commonly used SQL Server data types: CHAR(size): A …

comma saparate database Datatype
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Mar 19, 2026 4 min read

JSON Data – Complete Conceptual Guide (SQL Server Perspective)

🔹 JSON kya hota hai? (Quick recap) JSON (JavaScript Object Notation) ek lightweight text format hota hai data exchange ke liye. Example: { "empId&#03…

json Structured vs Semi-Structured Data SQL
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Mar 19, 2026 3 min read

Filtering the data with TOP and OFFSET-FETCH In SQL

TOP: SELECT TOP (5) productid, unitprice FROM Production.Products WHERE categoryid = 1 ORDER BY unitprice DESC; SELECT TOP (5) WITH TIES productid, unitpri…

database mysql OFFSET-FETCH
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Mar 19, 2026 3 min read

Index Rebuilding vs. Reorganization in SQL Server

As a database grows, maintaining optimal performance becomes crucial. One of the key contributors to performance degradation over time is index fragmentati…

database oracle performance
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Mar 19, 2026 5 min read

Spark session vs Spark context

In Apache Spark, SparkSession and SparkContext are both essential components, but they serve different purposes and have different scopes. Here's a detaile…

data-science Pandas Python
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Mar 19, 2026 3 min read

Logical Query Processing Phases in SQL

SQL query processing consists of several logical phases, which describe the order in which SQL statements are evaluated. These phases help in understanding…

database mysql oracle
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Mar 19, 2026 3 min read

What is Functions and Difference between Functions and Stored Procedures in SQL Server

What is a Function in sql : A function is a set of SQL Statements that perform a specific task. Basically, it is a set of SQL statements that accept only i…

database oracle programming
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Mar 19, 2026 3 min read

Triggers in SQL server

A trigger in SQL is a special type of stored procedure that runs automatically when certain actions happen in a table or view . A trigger cannot be explici…

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Mar 19, 2026 7 min read

What is a SQL Statement and types of SQL statements

A SQL (Structured Query Language) statement is a query or command used to perform various operations on data stored in a relational database. SQL statement…

database oracle programming
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Mar 19, 2026 4 min read

Understanding Cursors in +SQL Server: A Complete Guide

When working with databases, most SQL operations are designed to handle large sets of data at once. However, there are cases where you may need to process …

database oracle programming
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Mar 19, 2026 6 min read

What is the difference between DELETE and TRUNCATE statements in SQL?

...is the difference between DELETE and TRUNCATE statements in SQL? --DELETE and TRUNCATE are both SQL commands that can be used to remove data from a …

database mysql postgresql
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Mar 19, 2026 2 min read

What are Constraints in SQL?

SQL में constraints डेटाबेस टेबल में डेटा को सुरक्षित और सही बनाए रखने के लिए उपयोग किए जाते हैं। ये टेबल में डेटा की वैधता (validity) और अखंडता (integrity…

azure comma saparate Constraints
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Mar 19, 2026 3 min read

Spark SQL useful command

Spark SQL provides a variety of commands for managing databases, tables, and performing SQL operations. CREATE DATABASE IF NOT EXISTS demo; SHOW DATABASES;…

create table database spark sql
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Mar 19, 2026 3 min read

What is View in SQL server

A view is a virtual table based on the result-set of an SQL statement. A view contains rows and columns, just like a real table. IF OBJECT_ID('ViewTable','…

cloud comma saparate database
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Mar 19, 2026 1 min read

SQL MERGE statement

CREATE DATABASE SqlShackMergeDemo GO USE SqlShackMergeDemo GO CREATE TABLE SourceProducts( ProductID INT, ProductName VARCHAR(50), Price DECIMAL(9,2) ) GO …

database insert Power BI
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Mar 19, 2026 1 min read

ANY and ALL operators used in SQL

The ANY operator: returns a boolean value as a result returns TRUE if any of the sub-query values meet the condition Any means that the condition will be t…

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Mar 19, 2026 1 min read

How to find table column information by using SQL query

...prehensive Guide to Fetching Table and Column Metadata with SQL Server Stored Procedures When working with databases, understanding the structure of tab…

azure database pivot
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Mar 19, 2026 4 min read

How to comma separate value by using XML in SQL server

Before SQL Server 2017 (14.x), you can achieve the comma-separated values using the XML method. Here's an example of how you can achieve this: DECLARE @Sta…

database mysql postgresql
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Mar 19, 2026 2 min read

XML Data – Complete Conceptual Guide (SQL Server Perspective)

How insert data on table from XML in SQL server, example: There are two method for insert data in table from XML. DECLARE @XMLInput VARCHAR(MAX); SET @XMLI…

azure comma saparate database
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Mar 19, 2026 6 min read

SYS and INFORMATION_SCHEMA

sys In Microsoft SQL Server, the sys schema is a special schema that contains system views and stored procedures that provide metadata about the SQL Server…

code database oracle
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Mar 19, 2026 5 min read

Window Aggregate Functions in SQL

What is window function: Imagine you have a dataset with many rows, and you want to perform some calculations on each row based on a group of rows related …

comma saparate database mysql
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Mar 19, 2026 5 min read

SQL Logical Operators with Examples

SQL logical operators are used to filter data by combining multiple conditions in SQL queries. These operators help in refining queries to fetch specific r…

ALl Any BETWEEN
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Mar 19, 2026 3 min read

Understanding Locking Hints in SQL Server: NOLOCK, ROWLOCK, and UPDLOCK

...? Locking hints are special options you can include in your SQL queries to tell SQL Server how to handle locks on the data being quer…

database NolOCK oracle
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Mar 19, 2026 4 min read

Use of Apply(Cross and Outer) operator in SQL server

APPLY operator joins two table expressions. Also, I'll show how it differs from regular JOINs. Operator: CROSS APPLY Similar: INNER JOIN When to Use: Use a…

comma saparate database excel
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Mar 19, 2026 3 min read

Table Types Comparison: SQL Server vs PostgreSQL

Table Type SQL Server PostgreSQL Scope / Lifetime Usage Notes Permanent Table CREATE TABLE Employee (...) CREATE TABLE Employee (...) Permanent in DB until…

Table Type SQL
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Mar 19, 2026 1 min read

Insert <br> tag in SQL text string

CREATE or ALTER FUNCTION dbo.Fn_InserBRtag(@inputString NVARCHAR(MAX)) RETURNS NVARCHAR(MAX) AS BEGIN DECLARE @resultString NVARCHAR(MAX) = ''; DECLARE @st…

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Mar 19, 2026 1 min read

UNION, UNION All, INTERSECT, EXCEPT used in SQL Server

UNION : The UNION operator is used to combine the result sets of two or more SELECT statements into a single result set. It removes duplicate rows from the…

database EXCEPT INTERSECT
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Mar 19, 2026 2 min read

Understanding Default Size of VARCHAR in SQL Server

Introduction When working with SQL Server, developers often use the VARCHAR data type to store variable-length character data. However, many overlook a cri…

Understanding Default Size of VARCHAR in SQL Server Varchar Varchar Size
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Mar 19, 2026 2 min read

How to use Magic (virtual) table INSERTED and DELETED in SQL server

...ual tables that are automatically created and maintained by SQL Server for each data modification operation performed on a table. They…

comma saparate database mysql
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Mar 19, 2026 2 min read

How to Two series with comma separate(any Delimiter) value split into in rows respectively

If we have two series with comma separate(any Delimiter) value and we want split into in rows, I have create function for that: IF OBJECT_ID('TF_SplitTwoSe…

comma saparate database mysql
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Mar 19, 2026 1 min read

How to get first date of given date or month.

Get First date of month: SELECT DATEFROMPARTS(YEAR(GETDATE()), MONTH(GETDATE()), 1) AS FirstDayOfCurrentMonth Create function for that IF NOT EXISTS (SELEC…

database mysql pivot
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Mar 19, 2026 1 min read

Database Permissions in SQL Server

In SQL Server, database permissions control what actions users can perform on specific database objects (like tables, views, and stored procedures). Permis…

azure database security
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Mar 19, 2026 2 min read

WAITFOR in sql server

The WAITFOR statement in SQL Server is used to introduce a delay or wait period in the execution of a batch, transaction, or query. WAITFOR DELAY '00:00:05…

comma saparate database pivot
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Mar 19, 2026 1 min read

Find column in the whole database in sql server

To find a specific column in the whole database in SQL Server, you can query the information schema views. Here's a query you can use: SELECT table_name, c…

database mysql SQL Server
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Mar 19, 2026 1 min read

Order by index number in SQL

SELECT empid, lastname FROM HR.Employees ORDER BY 1 DESC --order by first column SELECT empid, lastname FROM HR.Employees ORDER BY 2 DESC --order by second…

comma saparate Indexing mysql
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Mar 19, 2026 1 min read

SQL Server Multi-Level Approval Workflow with Auto Skip Logic

In many enterprise applications like HRMS, Travel Requests, Expense Approval, Purchase Approval , we need a multi-level approval workflow . But real system…

Multi-Level Approval Workflow SQL
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Mar 1, 2026 14 min read

PySpark SQL Date and Timestamp Functions

🔧 Setup First (Optional for Reference) from pyspark.sql import functions as F from pyspark.sql import types as T data = df = spark.createDataFrame(data, )…

Date Datetime PySpark SQL Date and Timestamp Functions
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Mar 19, 2026 2 min read

DBA

..., laptop, or workstation with Windows 10 installed. Install SQL S…

azure cloud database
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Mar 19, 2026 1 min read

Variables In MySQL

...re used to store values temporarily during the execution of SQL queries. There are two main types of variables in MySQL: Session Variables : Ses…

mysql
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Mar 19, 2026 1 min read

Schema and Handling Corrupt data in PySpark

A schema in PySpark (and generally in data processing) defines the structure of a DataFrame, including the names and data types of each column. It serves a…

comma saparate data-engineering database
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Mar 19, 2026 4 min read

What is SQL and what is it used for?

SQL stands for Structured Query Language , and it is a standard programming language used for managing and manipulating data within relational databases. S…

SQL Structured Query Language
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Mar 19, 2026 1 min read

Data archive in SQL Server

A data archive refers to the process of moving inactive or less frequently used data from an operational system to a storage system , typically in a separa…

database oracle Power BI
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Mar 19, 2026 2 min read

Log Shipping (Ship Log) in SQL Server

Log Shipping in SQL Server is a high-availability feature that allows you to automatically send transaction log backups from a primary database on one serv…

backup database sql-server
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Mar 19, 2026 2 min read

How to use GOTO statement in SQL server

If you want to jump to a specific point in your SQL code, you can use the GOTO statement. The GOTO statement is used to exit a loop or a nested block of co…

database GOTO oracle
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Mar 19, 2026 2 min read

What is Power BI

Power BI is a suite of business analytics tools developed by Microsoft that allows you to visualize and share insights from your data. Power BI consists of…

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Mar 19, 2026 2 min read

What is “CREATE TABLE TYPE” in SQL Server?

Ye ek User-Defined Table Type (UDTT) hota hai. Aap SQL Server me ek custom table ka design bana lete ho, jise aap baad me Stored Procedures, Functions, aur…

CREATE TABLE TYPE Table data type Table Variable
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Mar 19, 2026 2 min read

Applying Functions in PySpark

PySpark, the Python API for Apache Spark, provides multiple ways to apply functions to DataFrame columns. This flexibility allows data engineers and analys…

apply Apply function lower
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Mar 19, 2026 2 min read

Data Import from text/CSV file in SQL Server

Step-by-Step Explanation 1. Checking and Dropping Existing Temporary Tables Before creating the temporary tables, the script ensures that any previously ex…

azure csv Data Import from excel/csv/text into sql server
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Mar 19, 2026 3 min read

Store Error Logs In SQL

Create Table for Error log: CREATE TABLE [dbo].[ErrorLog]( [ErrorLogID] [int] IDENTITY(1,1) NOT NULL, [ErrorTime] [datetime] …

azure mysql programming
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Mar 19, 2026 2 min read

Split full name into first name and last name in SQL

Split full name into first name and last name : SELECT EmployeeName, CASE WHEN CHARINDEX(' ', EmployeeName) > 0 -- Check if there is a space (indicating…

microsoft programming sql-server
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Mar 19, 2026 1 min read

All Date Components in SQL

We get First Date , Last date ,month number, month Name,Year, Financial Year(Finyear), and Month Year from Date (Date Range of each single date). SET DATEF…

comma saparate database Date
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Mar 19, 2026 4 min read

PySpark Built-in Functions

These functions are commonly used with groupBy() , agg() , or select() to compute things like sum, average, max, min, count, etc. PySpark functions come fr…

Aggregate apache spark for beginners big data tutorial
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Mar 19, 2026 2 min read

How to one series with comma separate(any Delimiter) value split into in rows

If we have one series with comma separate(any Delimiter) value and we want split into in rows, I have create function for that: IF OBJECT_ID('TF_SplitSerie…

database pivot SQL Server
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Mar 19, 2026 1 min read

Functions in MySQL

In MySQL, a Function is similar to a Stored Procedure but with some key differences. Functions are used to perform calculations or operations and return a …

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Mar 19, 2026 1 min read

What are Data warehouse, Data Lake ,data mining and DataMart and MetaData

...panies ka data multiple sources me store hota hai, jaise: • SQL Server da…

ai data data mart
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Mar 19, 2026 7 min read

Complex Data(StructType, ArrayType, and MapType) Types in PySpark

Great! Let’s break down PySpark's complex data types— StructType , ArrayType , and MapType —in a simple and clear way. We'll go over: What they are When to…

Dataframe StructField StructType
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Mar 19, 2026 4 min read

Database trigger to audit (Transaction logs) all of the DDL changes made to the Database

Create table DatabaseLog: CREATE TABLE [dbo].[DatabaseLog]( [DatabaseLogID] [int] IDENTITY(1,1) NOT NULL, [PostTime] [datetim…

azure database oracle
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Mar 19, 2026 2 min read

Window Functions in PySpark

Window functions in PySpark allow you to perform operations across a set of rows that are somehow related to the current row. They are useful for tasks lik…

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Mar 19, 2026 2 min read

What is the Replication in MS SQL server

Replication is a way to copy data from one database to another and keep them in sync. This is useful when you want the same data available in multiple plac…

database oracle postgresql
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Mar 19, 2026 2 min read

What difference between the DATEPART() and DATENAME() functions?

The difference between the DATEPART() and DATENAME() functions lies in their definitions. DATEPART() returns an integer that represents the specified datep…

SQL
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Mar 19, 2026 2 min read

Azure Data Factory (ADF)

Azure Data Factory (ADF) Kya Hai? Soch le tu ek delivery company chalata hai – jaise Swiggy/Zomato. Restaurant se khana uthaya → pack kiya → raste me check…

ADF Azure Data Factory azure
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Mar 19, 2026 2 min read

Stored Procedure in MySQL

...e_name (IN param1 data_type, OUT param2 data_type) BEGIN -- SQL statements END…

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Mar 19, 2026 1 min read

What is RLS (Row-Level Security) in Power BI

...Level Security, which is a feature in Power BI (and also in SQL Server Analysis Services) that allows you to restrict data access at the…

azure comma saparate cybersecurity
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Mar 19, 2026 2 min read

How to get first date From month and Finyear

If we have Finyear and month then we create a date for examples: DECLARE @finyear CHAR(5) = '202425'; DECLARE @month smallint = 5; --Get Year DECLARE @year…

comma saparate database DAteformatparts
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Mar 19, 2026 1 min read

Normalization in Databases

Normalization in a database is the process of organizing the data to reduce redundancy and improve data integrity. The main goal of normalization is to bre…

comma saparate database mysql
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Mar 19, 2026 2 min read

Database Shrink in SQL Server

Database shrink ka matlab hai database file (ya log file) ke size ko chhota karna by removing unused space . Matlab, agar tumhare DB me data delete ho gaya…

Database Shrink DBCC SHRINKFILE SHRINKDATABASE
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Mar 19, 2026 5 min read

Data Pipeline and ETL (Extract, Transform, Load) Process/Tool and ELT

The ETL (Extract, Transform, Load) process/tool to collect, clean, and store data in a structured format. Extract (निकालना): सबसे पहले, डेटा को विभिन्न स्र…

DATA Pipeline ELT etl
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Mar 19, 2026 7 min read

Common Table Expressions (CTEs) in SQL

The Employee Hierarchy Problem Imagine you are working with an employee database where each employee might report to a manager. Here's a sample table struc…

CTE database programming
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Mar 19, 2026 3 min read

MDF, NDF, LDF, and Filegroups

🔹 1. Filegroup kya hota hai? 🔸 Definition: Filegroup SQL Server में logical storage unit hota hai, jisme ek ya zyada data files hoti hain. Ye filegroups …

Filegroup ldf mdf
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Mar 19, 2026 3 min read

Working with Multiple Grouping Sets in SQL Server

🔍 1. Background - क्यों ज़रूरत पड़ी GROUPING SETS की? जब हमें एक ही query में अलग-अलग तरीके से data को group करके summary चाहिए होती है, तब हम GROUPING SE…

Cube Grouping Grouping SEts
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Mar 19, 2026 3 min read

where() & filter() in PySpark

...aFrame by selecting rows that meet a specified condition or SQL expression. Alternatively, the …

arra_contain endwith Filter
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Mar 19, 2026 1 min read

PySpark Convert String to Array Column

...PySpark, you can use the split() function from the pyspark.sql.…

PySpark Convert String to Array Column SPLIT PySpark
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Mar 19, 2026 1 min read

What is cluster in Spark

what is cluster : In computing, a cluster refers to a collection of interconnected computers that work together as a single system . These computers, often…

Cluster SQL sql-server
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Mar 19, 2026 3 min read

Databricks widgets

Input widgets allow you to add parameters to your notebooks and dashboards. You can add a widget from the Databricks UI or using the widget API. If y…

comma saparate database Dropdown
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Mar 19, 2026 1 min read

What is catalog in Spark

In Apache Spark, the catalog refers to the internal management system that keeps track of all the metadata related to tables, databases, functions, and oth…

azure database databricks
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Mar 19, 2026 2 min read

How to use Window Functions in PySpark

Absolutely! Let’s break it down and explain each PySpark window function with examples using your code and dataset. I’ll categorize the functions into thre…

data-science finance machine-learning
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Mar 19, 2026 3 min read

PaySpark Data manipulation

Select Table into dataframe: df = spark.read.table(tableName="samples.tpch.customer").limit(5) df = spark.table(tableName="samples.tpch.customer").limit(5)…

PySpark
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Mar 19, 2026 1 min read

What is Data Ingestion and DataFrame API

Data ingestion : Data ingestion refers to the process of collecting, importing, and importing data from various sources into a system or storage environmen…

DAta ingestion Data Load etl
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Mar 19, 2026 4 min read

substring() in PySpark

📌 What is substring() ? The substring() function in PySpark is used to extract a portion of a string from a column in a DataFrame. It is part of the PySpa…

substr substring substring() vs substr()
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Mar 19, 2026 2 min read

concat() and concat_ws() in PySpark

In PySpark, both concat() and concat_ws() are used to combine multiple columns into a single string column. ✅ concat() – Combines columns without any delim…

Combines columns concat concat_ws
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Mar 19, 2026 2 min read

Azure Databricks command

Here are some common commands used in Databricks: %fs : Allows you to interact with the filesystem. For example, %fs ls lists the files in the current dire…

PySpark
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Mar 19, 2026 1 min read

orderBy() and sort() in PySpark

...red manner. 1. Understanding sort() in PySpark from pyspark.sql.function…

OrderBy Sort PySpark
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Mar 19, 2026 1 min read

PartitionBy() in PySpark

...ikhne (write) के time par use hota hai. ये function pyspark.sql.DataFrameWriter class ka part hai. �…

create table Data Skew partitionBy
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Mar 19, 2026 3 min read

Join in PySpark

PySpark Join is used to combine two DataFrames and by chaining these you can join multiple DataFrames. # Syntax join(self, other, on=None, how=None) …

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Mar 19, 2026 1 min read

Joins in PySpark

They allow us to combine two or more DataFrames based on a common column, enabling efficient data processing and analysis. 1. PySpark Join Types Below are …

cross join inner join Joins
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Mar 19, 2026 3 min read

What is Data Lake

A data lake is a centralized repository that allows you to store all your structured and unstructured data at any scale. You can store your data as-is, wit…

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Mar 19, 2026 2 min read

Calculate and Calculatetable Function in Power BI

CALCULATE : It's used to modify or filter the context in which a calculation is being performed CALCULATE(<expression>, <filter1>, <filter2&…

data-analysis DAX Power BI
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Mar 19, 2026 1 min read

DAX (Data Analysis Expressions) Operators and Data Type in Power BI

Here's the list of DAX operators in a table format: Arithmetic Operators Operator Description Example + Addition = + - Subtraction = - * Multiplication = *…

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Mar 19, 2026 2 min read

What is Data tables(Fact Tables) vs Lookup tables(Dimension Tables)

Data Tables(Fact Tables) Purpose : Store detailed, raw data. Structure : Multiple columns (attributes) and rows (records). Example : A table with order det…

DAX Power BI PySpark
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Mar 19, 2026 1 min read

Databricks, Apache Spark, Data Engineering and Science etc.

Azure Databricks is a platform on Microsoft Azure that helps with big data analysis and machine learning. It lets you work with large datasets easily and c…

Analytics Apache Spark azure
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Mar 19, 2026 3 min read

Application,Job,Stage,Task in Spark

In Apache Spark, the execution of a program is broken down into multiple levels of granularity: applications, jobs, stages, and tasks. Understanding these …

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Mar 19, 2026 3 min read

How to Read and Write CSV file into DataFrame by using Pyspark

PySpark Read CSV File into DataFrame: reading CSV files from disk using PySpark offers a versatile and efficient approach to data ingestion and processing.…

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Mar 19, 2026 2 min read

Data Warehouse and Data Mining Syllabus

Yeh Data Warehouse and Data Mining ka complete syllabus list format me diya hai, bina explanation ke — sirf topics list: PART 1: Data Warehouse Syllabus Li…

Data Warehouse and Data Mining
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Mar 19, 2026 3 min read

select() Function in PySpark

In PySpark, select() function is used to select single, multiple, column by index, all columns from the list and the nested columns from a DataFrame, PySpa…

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Mar 19, 2026 1 min read

Understanding DataFrames in PySpark

DataFrames are an important data structure in PySpark. They help in handling structured and semi-structured data efficiently. DataFrames are like tables in…

Create Dataframe PySpark
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Mar 19, 2026 2 min read

How to Read and Write file into DataFrame by using Pyspark

# dataframe reader API.... spark.read.format("") \ .option("key":"value") \ .schema(schemavariable) \ .load() # dataframe write API...... spark.write.mode(…

PySpark
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Mar 19, 2026 3 min read

In-Memory Databases (Data Warehouse Context)

🔹 In-Memory Database kya hoti hai? In-memory database wo database hoti hai jisme: 👉 Data hard disk par store nahi hota 👉 Data directly RAM (memory) me s…

In-Memory Databases Data Warehouse and Data Mining
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Mar 19, 2026 3 min read

PySpark Pivot and Unpivot DataFrame

✅ What is Pivot and Unpivot? Pivot = Convert rows into columns Unpivot = Convert columns into rows 🌀 Sample DataFrame Let’s start with a small DataFrame t…

pivot Unpivot PySpark
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Mar 19, 2026 2 min read

union(), unionAll(), and unionByName() in PySpark

Here's the corrected explanation of union() , unionAll() , and unionByName() in PySpark along with appropriate examples. 1. union() The union() method is u…

UNION unionAll unionByName
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Mar 19, 2026 2 min read

drop(), dropDuplicates(), and distinct() in PySpark

🔹 1. drop() – Removing Columns The drop() function is used to remove one or more columns from a DataFrame. 👉 Example: Removing a Single Column from pyspa…

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withColumn() in Pyspark

PySpark withColumn() is a transformation function of DataFrame which is used to change the value, convert the datatype of an existing column, create a new …

withColumn PySpark
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Mar 19, 2026 1 min read

Understanding show() in PySpark

In PySpark, the .show() function is used to display DataFrame content in a tabular format. Syntax of show() DataFrame.show(n=20, truncate=True, vertical=Fa…

show PySpark
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Mar 19, 2026 2 min read

Seaborn

Seaborn is a powerful and easy-to-use data visualization library in Python built on top of Matplotlib. It's great for creating attractive and informative s…

Python
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Mar 19, 2026 5 min read

What is Big Data

Big Data refers to extremely large datasets that are too complex and voluminous to be processed and analyzed using traditional data processing tools and te…

Big Data PySpark Data World
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Mar 19, 2026 2 min read

What is Managed and External table in Spark

In Apache Spark, both Managed and External tables are used to store the data. However, there are significant differences in how Spark manages the data for …

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Mar 19, 2026 3 min read