Category Archives: sql

Comparing two tables for equality with Spark SQL

The best way of comparing two tables to determine if they are the exact same is to calculate the hash sum of each table and then compare the sum of hash. The benefit of the technique below are that no matter how many fields there are and no matter what data types the fields may be, you can use following query to do the comparison:

SELECT SUM(HASH(*)) FROM t1;
SELECT SUM(HASH(*)) FROM t2;

Of course if the schemas of the two tables are different this will by default produce different hash values.

How to insert a record with Spark SQL

INSERT INTO tables with VALUES option as achieved with other SQL variants is not supported in Spark SQL as of now. For single record inserts the below example provides two options:

--CREATE test table
CREATE TABLE TestSchema.InsertTest USING DELTA AS (SELECT 1 AS row_id, 'value1' AS field_1, 'value2' AS field_2)

--INSERT INTO test table
INSERT INTO TestSchema.InsertTest SELECT t.* FROM (SELECT 2, 'value3', 'value4') t;

--INSERT INTO test table while aliasing field names
INSERT INTO TestSchema.InsertTest SELECT t.* FROM (SELECT 3 AS row_id, 'value5' AS field_1, 'value6' AS field_2) t;

--Confirm insert
SELECT * FROM TestSchema.InsertTest

How to drop a Spark Delta table and associated files using Spark SQL and cmd

#Step 1
#Find and replace schemaName
#Find and replace tableName

#Step 2 
#Find the table 
#Via Databricks run the Spark SQL query below
#default is schema, change as needed
DESC FORMATTED schemaName.tableName;

#Step 3
#From the table returned scroll down to "location" and copy the field value
#Find and replace locationFieldValue

#Step 5
#Via Databricks using Spark SQL drop the table
DROP TABLE tableName

#Step 6
#Find and replace locationFieldValue
#By the means you use to interact with Databricks File System (dbfs), e.g. cmd python virtual environment
#Run command below
dbfs rm -r "locationFieldValue"

How to dynamically pivot a SQL Server table using dynamic T-SQL

A dynamic pivot table means you do not need to define hard coded column names as a dynamic query will fetch the field values from a column and use them as the column names while pivoting the source table.

Sounds complicated?

It is!

Good thing there are some code examples below you can just steal and alter as you need.

The first example will just return as a SELECT, the second example will write the results to a global temp table called ##Result.

A use case for this might be a continuous requirement to pivot a table however the column name requirements keep changing as field values change.

Example 1: Return as SELECT

/*Mock Table*/
IF OBJECT_ID('tempdb.dbo.#Fruits', 'U') IS NOT NULL
	DROP TABLE #Fruits;

CREATE TABLE #Fruits (
	Fruit VARCHAR(255)
	,Quantity INT
	,DateOf DATETIME
	);

INSERT INTO #Fruits (
	Fruit
	,Quantity
	,DateOf
	)
VALUES 
('Apple', 10	,GETDATE())
,('Orange', 10	,GETDATE())
,('Banana', 10, GETDATE())
,('Apple', 11, DATEADD(DAY, - 1, GETDATE()))
,('Orange', 11, DATEADD(DAY, - 1, GETDATE()))
,('Banana', 11, DATEADD(DAY, - 1, GETDATE()))
,('Apple', 12, DATEADD(DAY, - 2, GETDATE()))
,('Orange', 12, DATEADD(DAY, - 2, GETDATE()))
,('Banana', 12, DATEADD(DAY, - 2, GETDATE()))
,('Apple', 13, DATEADD(DAY, - 3, GETDATE()))
,('Orange', 13, DATEADD(DAY, - 3, GETDATE()))
,('Banana', 13, DATEADD(DAY, - 3, GETDATE()));

/*Demo Mock table*/
SELECT *
FROM #Fruits;

/*Logic to dynamically pivot table*/
DECLARE @cols AS NVARCHAR(MAX)
	,@query AS NVARCHAR(MAX);

SELECT @cols = STUFF((
			SELECT DISTINCT QUOTENAME(f.[Fruit]) + ', '
			FROM #Fruits AS f
			FOR XML PATH('')
				,TYPE
			).value('.', 'NVARCHAR(MAX)'), 1, 1, '');

/*Add missing square bracket to start of string*/
SET @cols = '[' + @cols;
/*Remove last comma from string*/
SET @cols = SUBSTRING(@cols, 1, (LEN(@cols) - 1));
SET @query = 'SELECT [DateOf], ' + @cols + ' FROM 
             (
              SELECT *
			  FROM #Fruits
            ) x
            pivot 
            (
                min(Quantity)
                for [Fruit] in (' + @cols + ')
            ) p ORDER BY RIGHT([DateOf], 4) ASC
			,LEFT(RIGHT([DateOf], 7), 2) ASC
			,LEFT([DateOf], 2) ASC';

EXECUTE (@query);

DROP TABLE #Fruits;

Example 2: Write output to a table

IF OBJECT_ID('tempdb.dbo.##Result', 'U') IS NOT NULL
	DROP TABLE ##Result;
/*Mock Table*/
IF OBJECT_ID('tempdb.dbo.#Fruits', 'U') IS NOT NULL
	DROP TABLE #Fruits;

CREATE TABLE #Fruits (
	Fruit VARCHAR(255)
	,Quantity INT
	,DateOf DATETIME
	);

INSERT INTO #Fruits (
	Fruit
	,Quantity
	,DateOf
	)
VALUES 
('Apple', 10	,GETDATE())
,('Orange', 10	,GETDATE())
,('Banana', 10, GETDATE())
,('Apple', 11, DATEADD(DAY, - 1, GETDATE()))
,('Orange', 11, DATEADD(DAY, - 1, GETDATE()))
,('Banana', 11, DATEADD(DAY, - 1, GETDATE()))
,('Apple', 12, DATEADD(DAY, - 2, GETDATE()))
,('Orange', 12, DATEADD(DAY, - 2, GETDATE()))
,('Banana', 12, DATEADD(DAY, - 2, GETDATE()))
,('Apple', 13, DATEADD(DAY, - 3, GETDATE()))
,('Orange', 13, DATEADD(DAY, - 3, GETDATE()))
,('Banana', 13, DATEADD(DAY, - 3, GETDATE()));

/*Demo Mock table*/
SELECT *
FROM #Fruits;

/*Logic to dynamically pivot table*/
DECLARE @cols AS NVARCHAR(MAX)
	,@query AS NVARCHAR(MAX);

SELECT @cols = STUFF((
			SELECT DISTINCT QUOTENAME(f.[Fruit]) + ', '
			FROM #Fruits AS f
			FOR XML PATH('')
				,TYPE
			).value('.', 'NVARCHAR(MAX)'), 1, 1, '');

/*Add missing square bracket to start of string*/
SET @cols = '[' + @cols;
/*Remove last comma from string*/
SET @cols = SUBSTRING(@cols, 1, (LEN(@cols) - 1));
SET @query = 'SELECT [DateOf], ' + @cols + ' INTO ##Result FROM 
             (
              SELECT *
			  FROM #Fruits
            ) x
            pivot 
            (
                min(Quantity)
                for [Fruit] in (' + @cols + ')
            ) p ORDER BY RIGHT([DateOf], 4) ASC
			,LEFT(RIGHT([DateOf], 7), 2) ASC
			,LEFT([DateOf], 2) ASC';

EXECUTE (@query);

SELECT * FROM ##Result;

DROP TABLE ##Result;

DROP TABLE #Fruits;

How to create a Spark SQL table with a SELECT statement

The following is a code snippet that would create a table in a “sales” schema called customer.

If no reference to a schema is given the table will be created in the default Spark location.

CREATE TABLE sales.customer USING DELTA AS (SELECT 'John' AS fn, 'Smith' AS sn, 55 AS age)

How to check SQL Server schema user permissions

The script below will, providing the login you are using has adequate permissions, return the schema permissions a user has.

Commented out at the end of the script are examples of the types of permission you can assign, again providing the login you are using has adequate permissions.

SELECT ClassDescription
	,StateDescription
	,PermissionName
	,SchemaName
	,UserName
FROM (
	SELECT class_desc AS ClassDescription
		,state_desc AS StateDescription
		,permission_name AS PermissionName
		,SCHEMA_NAME(major_id) AS SchemaName
		,USER_NAME(grantee_principal_id) AS UserName
	FROM sys.database_permissions AS PERM
	JOIN sys.database_principals AS Prin ON PERM.major_ID = Prin.principal_id
		AND class_desc = 'SCHEMA'
	) AS schemaPermissions
WHERE 1=1 
/*Uncomment below to check permissions on a specific schema and/or specific user*/
--	AND SchemaName = 'dbo'
--	AND UserName = 'SomeGuy'
ORDER BY UserName ASC
,SchemaName ASC
GO



/*
--Grant schema permission examples
GRANT SELECT ON SCHEMA::dbo TO SomeGuy;
GRANT UPDATE ON SCHEMA::dbo TO SomeGuy;
GRANT ALTER ON SCHEMA::dbo TO SomeGuy;
GRANT DELETE ON SCHEMA::dbo TO SomeGuy;
*/

How to write T-SQL Geography data to a table

Below is some example code for writing the SQL Server geography data type to a table. Note by default geography data is stored in a binary format but it can be converted to a string to make it human readable.

Note: Pass in Longitude and Latitude values in that order.

/*Demo of geo data*/
DECLARE @g GEOGRAPHY;

SET @g = GEOGRAPHY::STPointFromText('POINT(53.578741 -6.611670)', 4326);

/*Geography data is in binary format*/
SELECT @g AS 'GeoBinaryFormat';

/*Convert binary data to a string*/
SELECT @g.ToString() AS 'ConvertingDataToString';


/*Inserting geo data into Table*/
CREATE TABLE #GeoTest ([CoordinateLocation] [geography] NULL);

INSERT INTO #GeoTest (CoordinateLocation)
SELECT GEOGRAPHY::STPointFromText('POINT(53.578741 -6.611670)', 4326);

SELECT *
FROM #GeoTest;

DROP TABLE #GeoTest;

How to sum time with T-SQL

Time cannot be summed directly in T-SQL. In order to sum two times they first need to be assigned a date. When a time data type is cast as a datetime data type, as it does not have a date element, the value defaults to the date of 1900-01-01.

As T-SQL does have the functionality to sum datetime and as the date element will be the same only the time value will be summed. This functionality allows us to sum time.

Below is example T-SQL:

IF OBJECT_ID('tempdb..#TimeTable', 'U') IS NOT NULL
BEGIN
DROP TABLE #TimeTable
END

CREATE TABLE #TimeTable(
	id INT
	,TimeRecord TIME(0)
	);

INSERT INTO #TimeTable
VALUES (
	1
	,'00:00:10'
	);

INSERT INTO #TimeTable
VALUES (
	1
	,'00:14:00'
	);

INSERT INTO #TimeTable
VALUES (
	2
	,'00:00:10'
	);

INSERT INTO #TimeTable
VALUES (
	2
	,'00:35:10'
	);

SELECT id
,TimeRecord
FROM #TimeTable;

/*demo of time converted to datetime*/
SELECT CAST(TimeRecord AS DATETIME) AS DateTimeRecord
FROM #TimeTable

SELECT id
	,CAST(DATEADD(MILLISECOND, SUM(DATEDIFF(MILLISECOND, 0, CAST(TimeRecord AS DATETIME))), 0) AS TIME(0)) AS SummedTime
FROM #TimeTable
GROUP BY id;

How to get a substring between two characters with T-SQL

This is a very common activity in the data world, i.e. there’s some data in a text string you need and the rest of the data in the string is just in your way. Some use cases might be you have a reference in a filename you need to extract, or you may need a snippet of data to create a composite key, or there’s an order number surrounded by other data that is not relevant to your needs etc.

The following is some simple T-SQL that will extract the data you want from a text string providing the data has specific delimiting characters on each side of it.

/*Delimiter variables, first and second position*/
DECLARE @dfp AS CHAR(1);
DECLARE @dsp AS CHAR(1);
DECLARE @text VARCHAR(MAX);

SET @dfp = ';';
SET @dsp = '@';
SET @text = 'I want you to ;Extract this@ substring for me please.';

SELECT SUBSTRING(@text, (CHARINDEX(@dfp, @text) + 1), (CHARINDEX(@dsp, @text) - 2) - CHARINDEX(@dfp, @text) + Len(@dsp))