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Home Blog Comparativa de rendimiento en Mondrian de StarSchema y FlatTable con DB Column

Comparativa de rendimiento en Mondrian de StarSchema y FlatTable con DB Column

AL hilo del post anterior en el cual realizaba pruebas de rendimiento entre Mysql y MonetDB para matar la curiosidad de saber los tiempos de búsqueda entre un SBDR y un SBDColumn, aprovechando ese set de datos he querido hacer otro tipo de pruebas: comparar el tiempo de exploración en una tabla dinámica de un cubo hecho a partir de una estrella y un cubo hecho a partir de una "tabla gorda" o tabla de hechos degenerada (son aquellas que no tienen FK sino que en las columnas tiene el valor final).

Pues bien, el escenario sería el siguiente:

  • SO: Windows
  • Herramienta BI: Pentaho 3.10.
  • Datawarehosue BD Columnar: MonetDb
  • Esquema Estrella
    • Tabla de hechos: Existencias_fact (5 millones de registros). Analizamos las existencias de una tienda
    • Tablas de dimensiones:
      • Dim_Color (117 registros)
      • Dim_Sexo (11 registros)
      • Dim_Familia (31 registros)
      • Dim_Marca (130 registros)
      • Dim_Talla (2259 registros)
      • Dim_Articulo (1370 registros)
    • Tabla gorda: Existencias_fact_deg (5mill de registros)


Una vez obtenidos los cubos se ha explorado la tabla dinámica quedando como la imagen de abajo. Los tiempos que se han recogido son los tiempos que tarda un usuario de negocio o analista en desplegar las dimensiones. Entre prueba y prueba he borrado la caché del navegador y caché de datos y reiniciado la herramienta BI.

Ojo, que nadie se fije en los datos de cantidad pues he trucado todos los datos del cliente ;-) Lo que importa es que son los mismos tanto en a tabla del StarSchema Existencias_fact como en la tabla gorda Existencias_Fact_Degenerada


Los tiempos son los siguientes:

Cubo Existencias 9s 12s 1s 13s 15s 50s
Cubo Existencias Degenerada 2s 3s 2s 3s 6s 12s

Total tiempo exploración Cubo Existencias: 110s

Total tiempo exploración Cubo Existencias Degenerada: 28s

El último paso es el que más penaliza al Cubo Existencias pues la dimensión de artículos tiene miles de valores (1370).

Parece ser que el potencial de una BD Columnar se ve reflejado en el motor Olap Mondrian. Pensaba que no se iba a ver reflejado el rendimiento o potencial de la BD Columnar pues Mondrian no responde muy bien a dimensiones degeneradas. Aún así, se puede ver un buen rendimiento en la exploración.

Por último, he hecho esto mismo con los datos en Mysql... y he tenido que desistir en el 3 nivel pues ya empezaban a dispararse los tiempos (1min en adelante) y el navegador sugería el cerrar la página.


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