DEV Community

Cover image for Row to Column Conversion Involving Uncertain Columns — From SQL to SPL #41
Judith-Data-Processing-Hacks
Judith-Data-Processing-Hacks

Posted on

3 2 2 2 1

Row to Column Conversion Involving Uncertain Columns — From SQL to SPL #41

Problem Description & Analysis:

The query results of the Postgresql database return 6 columns, with the first column being the grouping column, the second column being the Value column within the group, and columns 3–6 being the Key columns within the group. Each record only has one Key column with a value, while the other Key columns are null. The position of the Key with a value for each record is uncertain.

source table
Task: Now we need to keep the grouping column unchanged, convert the details within the group from rows to columns, convert the values of non-null Key columns to new column names, and convert the values of Value column to new column values.

expected results

Solution Highlights:

There are two ways to implement row to column conversion in SQL: one is through functions such as pivot and crosstab, and the other is to use the max group by statement for each new column. However, these two methods require writing new column names, which are the field values of the original table.

When the data changes, SQL also needs to change accordingly, which is very inflexible. If you want a set of code to be applicable to any data, you need to dynamically generate column names using stored procedures or high-level languages, and then execute the previous SQL, which makes the structure much more complex.

The row column conversion function of SPL can be used without writing field values, and a set of code is applicable to any data.

esProc SPL code

A1: Query the database through JDBC.

A2: Use the pivot function to convert this group of records from row to column. The first parameter is the grouping column, the second parameter is the column name of the Key, and the ifn function takes the first non-null member in the set. The third parameter is the Value column.


🚀 esProc SPL FREE Download — Try It Free, Download Now!

Featured Session: Transforming IaC Security Posture

Featured Session: Transforming IaC Security Posture

Learn how to break the IaC security loop using pre-approved modules and tagged remediation to automate safe, scalable vulnerability fixes.

Register Now

Top comments (3)

Collapse
 
nevodavid profile image
Nevo David

Growth like this is always nice to see - makes me wonder, how often do you run into weird columns changing? That’s the stuff that always trips me up.

Collapse
 
judith677 profile image
Judith-Data-Processing-Hacks

Appreciate your thoughts! Dynamic or unpredictable columns come up more often than you’d expect—especially with loosely structured or evolving data sources. That’s exactly where SPL shines by offering flexible ways to handle them. Glad the post resonated with you!

Some comments may only be visible to logged-in visitors. Sign in to view all comments.

Developer-first embedded dashboards

Developer-first embedded dashboards

Embed in minutes, load in milliseconds, extend infinitely. Import any chart, connect to any database, embed anywhere. Scale elegantly, monitor effortlessly, CI/CD & version control.

Get early access

👋 Kindness is contagious

Take a moment to explore this thoughtful article, beloved by the supportive DEV Community. Coders of every background are invited to share and elevate our collective know-how.

A heartfelt "thank you" can brighten someone's day—leave your appreciation below!

On DEV, sharing knowledge smooths our journey and tightens our community bonds. Enjoyed this? A quick thank you to the author is hugely appreciated.

Okay